Personio
Core / Core Pro / Core Enterprise / apps for recruiting, performance, surveys / 12-month minimum / one-time setup fee / no list prices (checked 10 Nov 2026).
Ops & automation
Automation and wiki AI for ops leads who want hours back, not another unused seat. Each review explains features, workflows, and when the tool helps.
Paying for more than one automation or AI seat? The $9 AI toolkit spreadsheet lists every AI subscription you have, what each one costs, and how fast it pays for itself, so you can see which ones are worth keeping.
Want someone to do it for you? AI toolkit audit — $19
eMaint
Professional (3-user min) / Enterprise (5-user min) / prepaid annual / offline mobile / AI Suite on Enterprise / no published prices (checked 10 Nov 2026).
Trintech
Cadency (large enterprise) / Adra (mid-enterprise) / matching, reconciliation, close tasks, journals / AI agents / no published prices (checked 10 Nov 2026).
Greenhouse pricing
Core / Plus / Pro / AI Notetaker in Core / BI Connector and texting in Plus / audit log in Pro / no list prices (checked 10 Nov 2026).
Betterworks
Goals and OKRs / review cycles and 1:1s / calibration and succession on $9 plan / Performance $8 a user a month (checked 10 Nov 2026).
HighRadius
Order to cash / AP / close / treasury / 190+ AI agents / no list prices, $0 implementation on outcome-based terms (checked 10 Nov 2026).
Paylocity vs Paycom
No public prices on either / Paylocity HR + finance + IT / Paycom Core plus add-ons, Beti payroll (checked 10 Nov 2026). Not a ranking.
Earnix
Pricing, rate engine, underwriting, engagement / Guidewire and ISO connectors / no public price (checked 10 Nov 2026).
hireEZ
Sourcing across 45+ platforms / talent CRM / AI screening and scheduling / solo from $494 a month with 7-day trial (checked 10 Nov 2026).
Deel vs Remote
EOR from $599 on both / contractors $49 (Deel) vs $29 (Remote) / US PEO $125 vs $99 (checked 10 Nov 2026). Not a ranking.
Hotjar alternatives
Hotjar Free / Growth $39 yearly ($49 monthly); Clarity free; Mouseflow Free / $25 / $109 / $319; Lucky Orange $32 / $72 / $199 / $839; Crazy Egg $29 / $99 / $249 / $599 (checked 10 Nov 2026). Not a ranking.
BambooHR pricing
Core $10.25 / Pro $17.50 / Elite $25 per employee/mo (over 25 people); flat $250 / $425 / $650 a month at 25 or fewer; payroll and benefits by quote (checked 10 Nov 2026).
HiBob
No public price; module-based demo and quote (Core, Talent Package, Payroll Hub, Time & Attendance, Workforce Planning and more) (checked 9 Nov 2026).
Fathom pricing
Free; Premium $16 / Team $15 / Business $25 per user a month annually ($20 / $19 / $34 monthly); Enterprise $35 annual only (checked 9 Nov 2026).
BlackLine vs FloQast
BlackLine demo request, no public price; FloQast contact sales, no per-user fees, three packages (checked 9 Nov 2026). Not a ranking.
UserTesting alternatives
UserTesting request pricing (test-based or team-based); Lyssna Free / Growth $166 a month; Userlytics $699 / $999 a month or per session; Maze price not shown (checked 9 Nov 2026). Not a ranking.
Notta
Free (120 min, 3 min per conversation); Pro $8.17 / Business $16.67 a month billed annually; Enterprise from 51 seats; translation add-ons $6 / $9 (checked 9 Nov 2026).
Leapsome
Per employee a month (euro prices as displayed): Performance €7, Recruiting €5, Goals / Engagement / Learning €4; HRIS Pro €10; no setup fee (checked 9 Nov 2026).
TalentLMS pricing
Free (5 users); Core $119 / Grow $229 / Pro $449 a month billed yearly at the lowest bracket ($149 / $299 / $579 monthly); Enterprise from 1,000 users (checked 9 Nov 2026).
Freshdesk alternatives
Freshdesk $19 / $55 / $89 per agent annually + Freddy sessions $49 per 100; Zendesk $19 / $55 / $115; Help Scout Free, $25 / $45 / $75 (checked 9 Nov 2026). Not a ranking.
Akur8
Pricing (P&C, health), Reserving (P&C), Life; automated transparent GLMs and GAMs; actuarial agents; 350+ insurers; price on request (checked 9 Nov 2026).
Culture Amp
Engage / Perform / full platform, price on request by employees, product, and service tier; billed annually; AI Coach in every plan (checked 9 Nov 2026).
MaintainX pricing
Basic $0; Essential $20 ($25 monthly); Premium $65 ($75 monthly) per user; Enterprise custom; requesters free (checked 9 Nov 2026).
Workday alternatives
Workday no public price; BambooHR $10.25 / $17.50 / $25 per employee; Rippling from $8 + base fee; Gusto $49 + $6 to $180 + $22; HiBob by quote (checked 9 Nov 2026). Not a ranking.
15Five
Engage $4 / Perform $11 / Total Platform $16 per user/mo annual; Kona Notetaker $2, Kona Coach $19, comp from $9 (checked 9 Nov 2026).
Docebo pricing
Elevate / Enterprise, price on request; Monthly, Yearly, or Registered Active User billing; 4 vs 6 integrations; AI credit pool or per seat (checked 9 Nov 2026).
Rippling vs Gusto
Rippling from $8/employee/mo + base fee, custom quote; Gusto $49 + $6 / $80 + $12 / $180 + $22 per person, month-to-month (checked 9 Nov 2026). Not a ranking.
Lovable
Free 5 credits/day (30/mo) / Pro from $25 (100 credits) / Business from $50 (100 credits); tiers up to 10,000 credits; unlimited members (checked 8 Nov 2026).
Cursor vs Windsurf
Cursor Free / Plus $8 / Premium $30 / Super $100 / Ultra $200; Devin Desktop (formerly Windsurf) Free / Pro $20 / Max $200; Teams $30+/user vs $80 + $40/seat (checked 8 Nov 2026). Not a ranking.
Make vs Zapier
Make Free 1,000 credits; Core $9 / Pro $16 / Teams $29 yearly at 10k credits; Zapier Free 100 tasks; Professional from $19.99; Team from $69 (checked 8 Nov 2026). Not a ranking.
Zapier alternatives
Zapier Free 100 tasks / Professional from $19.99 / Team from $69; Make Core $9; n8n Starter €20; Activepieces Plus $20; Power Automate Premium $15/user yr (checked 7 Nov 2026). Not a ranking.
Activepieces vs n8n
Activepieces Plus $20 a month (10,000 credits); n8n Starter €20 a month billed annually (2,500 executions) (checked 4 Nov 2026). Not a ranking.
Activepieces
Activepieces Free 1,000 credits / Plus $20 flat / Team $200 flat / Ultimate custom (checked 3 Nov 2026).
Make alternatives
Alternatives: Zapier Free / Professional from $19.99; n8n Community Edition or Starter €20; Activepieces Free / Plus $20; Power Automate $15/user (checked 3 Nov 2026). Not a ranking.
Make
Credit-based automation. Often the cheapest way to stop copying data by hand.
Zapier
Task economics vs Make — when Zapier’s connectors win for simple polished paths.
Zapier Central
When an ops bot beats another Zap — Slack + Sheet invoice lookup with guardrails.
What’s new in Zapier (Sep 2026)
Dated changelog — Next Gen Zaps, pause/resume, Agentic Management for ops owners.
HubSpot AI
CRM-native AI for ops/revops already on HubSpot — hygiene without a parallel stack.
n8n
Self-hosted / cost-sensitive automation vs Zapier and Make — ownership of Sunday-night failures.
n8n vs Make
Educational compare: self-host cost control vs scenario speed on one weekly handoff job.
What’s new in n8n (Sep 2026)
Dated release notes for self-hosted ops — Agents default, publication, queue reliability.
Microsoft 365 Copilot
Word/Excel/Outlook in-file AI — when the Copilot seat pays vs ChatGPT + Office paste.
Microsoft Copilot Studio
Feature how-to: guarded ops bots — knowledge sources, denied actions, escalation.
Power Automate AI
Feature how-to: M365 approvals — Form → Approver → SharePoint with reminder and timeout.
ChatGPT Memory
Ops hygiene: save tone/SOP prefs in Memory; keep names and dollars in Projects/files.
ChatGPT scheduled tasks
Feature how-to: recurring ops check-ins; Monday renewals list + human gate.
Claude vs ChatGPT for ops
Three ops jobs side-by-side — memos, sheet cleanup, meeting → actions — match job to product.
Perplexity
Cited ops research for vendor/policy notes — when sourced answers beat plain chat.
Gamma
Ops/finance readout decks from bullets — when a fast Gamma draft beats blank PPTX.
Loom AI
Async ops status clips + AI summaries — when a short Loom beats a standup.
Synthesia
Avatar/script SOP enablement clips — when polished internal video beats a one-off Loom.
HeyGen
GTM/ops explainers — scenes, CTA, and what must stay human-filmed vs Synthesia / Loom.
Beautiful.ai
Locked board/finance deck templates — when guardrails beat freer Gamma drafts.
Typeform AI
Smarter ops intake forms — AI builder, logic branches, Ask AI summaries vs Forms+LLM.
DocuSign AI
Agreement AI for ops/legal ops handoffs — when IAM helps teams already on DocuSign.
Ramp
Spend ops — cards, bills, and AI assist for small finance teams vs Brex / Sheets+LLM.
Brex AI
Spend and close helpers for teams already on Brex — Assistant + month-end checklist patterns.
Lindy
AI agents for recurring ops tasks — inbox/calendar chores with allow/deny supervision.
Claude for legal ops
Playbooks, intake, and clause checklists — ops workflow education, not legal advice.
Claude for HR
Role guide: policy outlines, FAQ drafts, and onboarding notes with Projects — no invented employment advice.
Perplexity Pages
Shareable sourced briefings for ops research — facts vs unknowns; companion to Perplexity.
Claude vs Perplexity for research
Internal files vs cited web briefs — same pricing question both modes; not a scorecard.
ChatGPT tasks
Follow-through to-dos from chat work — owner/due blanks; what belongs in Asana/Linear.
Gemini vs Microsoft 365 Copilot for ops
Google vs Microsoft homes — Drive vs SharePoint; same-brief decision memo; not a scorecard.
What’s new in Microsoft 365 Copilot (Sep 2026)
Dated ops-relevant Copilot changes for Excel/Outlook teams — cite Microsoft sources.
Zoom AI Companion
If Zoom is already paid — Companion vs adding Fireflies/Otter/Fathom.
Clay
Revops enrichment ops — table + waterfall research with a QA step before outbound.
Granola
Founder/ops meeting notes without a bot — recipes and enhanced notes from typed cues.
Gemini in Sheets
Cleanup, formulas, and variance notes inside Sheets — without exporting to chat.
Looker Studio + Gemini
Feature how-to: report narratives for ops — verify Pro/Gemini enablement; vs Sheets Gemini.
Productboard AI
Feedback themes for product+ops — PM confirms; no invented roadmaps.
Aha! AI
Roadmap notes and stakeholder summaries — never invent dates; strategy human-owned.
Amplitude AI
Product analytics assists for ops/revops consumers — metrics + audiences for alerts/narratives; verify live AI naming.
Mixpanel AI
Event analytics assists for growth ops — AI-answerable funnel questions vs analyst-owned; Mixpanel Agent.
ChatGPT for finance
Close and board-pack patterns on ChatGPT Team/Business — Custom GPT + Projects.
What’s new in Claude (Sep 2026)
Dated changelog — One Claude, Docs/Slides, redesigned Projects — only changes ops should care about.
Cursor
When one AI IDE seat replaces contractor glue hours for a small team.
Cursor Rules
Feature how-to: Rules so AI edits follow ops/scripts conventions — dry-run, no column drops.
Claude vs Cursor for ops scripts
Compare: Claude Projects chat vs Cursor IDE agents for glue-code maintenance — dry-run + logging.
Claude computer use
Feature how-to: realistic ops jobs for desktop-agent style flows — and what must stay human.
Retool AI
Internal ops apps with AI assist — when a thin Retool build beats another niche SaaS seat.
Intercom Fin
Support deflection for small teams — FAQ setup honesty and always-human escalate types.
ClickUp Brain
AI inside ClickUp for standup/risk scripts when ClickUp is already the system of record.
monday.com AI
Board-native updates and summaries for ops — Friday leadership notes without another chat seat.
monday.com AI vs ClickUp Brain
Compare: boards vs nested work for the same ops tracker — checklist SOP fit; companions monday-ai + clickup-brain.
Coda AI vs monday.com AI for ops
Compare: docs-as-apps vs boards for the same ops tracker — checklist SOP fit; companions coda-ai + monday-ai.
ClickUp Brain vs Asana Intelligence
Compare: nested hierarchy vs projects for the same ops tracker — checklist SOP fit.
Confluence AI
Wiki answers for ops runbooks — FAQ + checklist drafts when Confluence is already the system of record.
ChatGPT for ops leads
Role guide: Custom GPT Ops status, SOP Projects, and intake on ChatGPT Team/Business — vs Claude for ops.
ChatGPT for HR
Role guide: Team Custom GPTs for onboarding/FAQ cadences with human review — never invent legal outcomes.
Gemini for HR
Role guide — Docs policy FAQ drafts with counsel-review gates; Workspace people-ops notes.
Gusto AI
Payroll/HR FAQ drafts for small people ops — mark counsel or accountant review; not legal advice.
GitHub Copilot Business
Org coding seats for ops-adjacent glue scripts — validation/logging assists, admin basics, vs Cursor.
Asana AI
Rules and summaries inside the work tracker — overdue/blocker Monday plans when Asana is already SoR.
Asana Intelligence
Deeper smart fields, stale-task rules, and weekly summary format — companion to Asana AI overview.
Gemini for nonprofits
Role guide: Grant library notebook, Goodstack verification, $0 plan vs Business Standard, Deep Research funder lists, Gems with a do-not-paste list, board summaries. Workspace for Nonprofits $0; Business Standard $3.50/user/mo (1-year) or $4.20 monthly; Business Plus $6.16 or $7.40; Enterprise 70%+ off (checked 24 Oct 2026). Not legal, tax, or gift-acceptance advice.
DonorSearch vs Kindsight
Compare: known-donor test, quote-only vs printed prices, DonorSearch Ai models, AI summaries vs KI Briefings, Trip Planning Agent, privacy and opt-outs. DonorSearch quote-only; Kindsight iWave from $4,500 / $5,800, Premium by contact (checked 24 Oct 2026). Not a ranking.
Donorbox vs Givebutter
Compare: fee math, tip prompt test, Pro vs Plus, Jay·AI, Givebutter Magic, event giving. Donorbox Standard $0 (2.95%–3.95%), Pro $150/mo (from 1.75%); Givebutter free with tips or 3% + processing, Plus from $348/yr (checked 24 Oct 2026). Not a ranking.
Make vs Power Automate
Compare: pricing model, Microsoft 365 fit, desktop flows, owners, AI steps. Make Free / Core $9 / Pro $16 / Team $29; Power Automate Premium $15/user (checked 2 Nov 2026). Not a ranking.
Microsoft 365 Copilot for nonprofits
Role guide: board report in Word, grant vs plans vs add-on, grant renewals, Copilot Chat, Teams recaps, Copilot Studio quotes. Business Basic free up to 300 users; Business Standard $3.50; Business Premium $5.50; Copilot add-on $25.50/user/mo paid yearly (checked 24 Oct 2026). Not legal, tax, or gift-acceptance advice.
Little Green Light vs Bloomerang
Compare: board reports, price by records vs annual, AI, giving pages, migration, terms. LGL $45–$135/mo by record count, unlimited users, no contract; Bloomerang CRM from $125/mo billed annually, Fundraising from $40/mo (checked 24 Oct 2026). Not a ranking.
Agentforce Nonprofit
Core $70, Advanced $125, Sales/Service Max $285 per user/month billed annually; annual contract; 10 Core licenses at no cost via Power of Us; Flex Credits $500 per 100k (checked 24 Oct 2026). Renamed from Nonprofit Cloud Dec 2025.
Canva for nonprofits
Role guide: Canva Nonprofits free for one team of up to 50 users (all Pro features; extra seats 50% off Enterprise), eligibility, Goodstack verification, Canva AI and Magic Write on donor-facing designs (checked 26 Oct 2026).
OneCause vs GiveSmart
Compare: all-in quote, flat vs percentage, mobile bidding test, AI, ownership, checkout. OneCause $2,995 flat or 5% capped (part of Bonterra); GiveSmart annual fee or $0-upfront Pay-As-You-Go (checked 26 Oct 2026). Not a ranking.
Claude vs ChatGPT for grant writing
Compare: same-proposal test, nonprofit price, Projects, funder research, custom GPT retirement, grant reports. Claude Team $8 ($3 LMIC); ChatGPT Business Standard $8 annual / $10 monthly (checked 26 Oct 2026). Not a ranking.
Benevity vs YourCause
Compare: written quote, modules, AI on grant review, payouts, nonprofit side, impact reports. Both quote-only (checked 26 Oct 2026). Not a ranking.
Zeffy vs Donorbox
Compare: cost per gift, donor checkout, monthly giving, Jay·AI, tickets, donor records. Zeffy $0; Donorbox Standard free / Pro $150 / Premium quote (checked 26 Oct 2026). Not a ranking.
Claude for nonprofits
Role guide: Grant library project, Goodstack verification, read-only Blackbaud connector, Candid funder research, do-not-paste list, Team vs Enterprise. Team $8/user/mo nonprofit standard, $3 in low- and middle-income countries, 2-seat minimum; Enterprise $10/user/mo per Anthropic tutorial (checked 23 Oct 2026). Not legal, tax, or gift-acceptance advice.
ChatGPT for nonprofits
Role guide: Appeals project, nonprofit application and Goodstack, grant gap check against funder criteria, page-cited research summaries, do-not-paste list, Business vs Enterprise (no BAA on Business). Business Standard $8/user/mo annual, $10 monthly; Premium not discounted; Enterprise up to 75% via sales (checked 23 Oct 2026). Not legal, tax, or gift-acceptance advice.
DonorPerfect vs Bloomerang
DonorPerfect from $119/mo monthly (its compare page); Bloomerang CRM from $125/mo, Fundraising $40, Volunteer $119, billed annually; Giving Platform quoted (checked 23 Oct 2026). Contract-term claim attributed to DonorPerfect. Not a ranking. Links bloomerang-ai.
Zeffy vs Givebutter
Zeffy one $0 plan, donor contribution optional; Givebutter free with tips or 3% + processing with tips off, Plus $348 / $948 / $1,548 billed annually (checked 23 Oct 2026). Donor-rate figures attributed. Not a ranking. Links givebutter-ai.
Grantable AI
Free; Starter $50/month; Pro $150/month; annual saves 17%; no per-seat fees; Agency Hub $300/month (checked 23 Oct 2026). Trust page: no training on content; no active SOC 2 certification claimed.
Instrumentl vs Candid
Instrumentl Discover $299/month paid annually or $349 monthly, up to $999; Candid free, Premium $219/month, nonprofit annual $1,199 / $1,699 (checked 23 Oct 2026). Not a ranking. Links grantable-ai.
Kindsight AI
iWave Starter from $4,500, Professional from $5,800, Premium by contact; engage $545 / $1,095 / $3,295 a year; Ascend quote-only (checked 23 Oct 2026). Screening Agent and Prospect Summary announced for iWave in Q3 2026.
Keela AI
From $164/month billed annually (up to 1,000 contacts) to $438 (7,501–10,000+); $190–$489 monthly; Wealth Screening, Pipelines, Texting by sales (checked 23 Oct 2026). Automation 2.0 available to all since 3 Sep 2026.
Submittable AI
Quote-only: CSR Platform, Grant & Application Management Software, Enterprise, each by meeting (checked 23 Oct 2026). Smart Summary and Smart Reviewer beta per help center; Automated Review custom premium via sales.
Blackbaud AI
Quote-only (no public price list); Development Agent GA for US Raiser’s Edge NXT; Data Health Agent early adopter program through end of 2026 (as checked 22 Oct 2026).
Bonterra Que
Quote-only (no public price list); Que skills included by plan; Que live in DonorDrive since 29 Jul 2026 (as checked 22 Oct 2026).
Bloomerang AI
CRM from $125/month, Giving Platform from $242/month, billed annually; Intelligent Giving Platform upgrade by interest form; Penny beta (as checked 22 Oct 2026).
Virtuous AI
Quote-only (Request Pricing on every product); AI email drafts included in all CRM+ tiers with 100 credits per month; research agent in beta (as checked 22 Oct 2026).
Neon One AI
Neon CRM about $1,188/year at entry, revenue-based, modules +10–20%; Gen and Intelligent Donation Amounts in beta; AI Xchange free (as checked 22 Oct 2026).
Dataro AI
Essentials from $15,000/year + $0.10 per active donor, Growth from $25,000/year + $0.12; ProspectAI US-only, credits by plan (as checked 22 Oct 2026).
Blackbaud vs Bonterra
Both quote-only (checked 22 Oct 2026); Que skills included or based on plan. Development Agent GA (US); Data Health Agent early access. Not a ranking. Links blackbaud-ai and bonterra-ai.
DonorSearch AI
Quote-only (no public pricing page, checked 22 Oct 2026); DonorSearch360+ for Salesforce GA 29 Jun 2026; part of EverTrue since Oct 2025.
Givebutter AI
Free with optional tips (3% platform fee if tips off); Plus $348 / $948 / $1,548 billed annually by contact tier (checked 22 Oct 2026); Magic launched 1 Oct 2026, mostly included free.
Fundraise Up AI
Performance-based: $0 upfront, no subscription or contract; about 1% average effective cost after donor fee coverage per Fundraise Up, not guaranteed (checked 22 Oct 2026). Agentic Giving 8 Sep 2026; AI Fundraiser waitlist.
Karbon AI
Team $59 / Business $89 per user/month billed annually; Karbon AI at no extra cost; Kai early access; Aider close by demo (as checked 21 Oct 2026).
TaxDome AI
Essentials $800 / Pro $1,000 / Business $1,200 per seat/year (1-year, billed upfront); Juno billed per return by Juno; Atlas + MCP beta (as checked 21 Oct 2026).
Blue J
Individual $1,498/year per user; Team quote; 7-day free trial; IBFD content 25 Mar 2026; Legora early access 19 Oct 2026 (as checked 21 Oct 2026).
Canopy AI
Standard $74 / Plus $109 per user/month billed annually (Premium $149 coming soon); Tax Workflow Automation from $34 per client credit; Coworker beta (as checked 21 Oct 2026).
CCH Axcess Expert AI
Quote-only (no public prices; each module page offers a quote request); Scan K-1 automation generally available since 29 Jun 2026 (as checked 21 Oct 2026).
Fieldguide AI
Quote-only (no public pricing page); Field Orchestrator since 8 Jun 2026; Field Financials and MCP announced 12 Aug 2026 (as checked 21 Oct 2026).
Karbon vs TaxDome
Karbon Team $59 / Business $89 per user/mo annual (AI included); TaxDome $800–$1,200 per seat/yr on a 1-year term (checked 21 Oct 2026). Kai early access; Atlas beta. Not a ranking. Links karbon-ai and taxdome-ai.
DataSnipper AI
Quote-only (Start / Accelerate / Elevate, no printed prices); Excel Agents September 2026 update; Alwin introduced 7 Oct 2026 (as checked 21 Oct 2026).
MindBridge AI
Quote-only (no public pricing page); risk assessment update 8 Jun 2026; Fieldguide integration 20 Aug 2026; Agentic Risk Assessment and MCP server announced 22 Sep 2026 (as checked 21 Oct 2026).
Caseware AI
Quote-only (no public pricing page); Caseware Verity launched 20 May 2026 (AiDA evolved into it); Verity for Excel 9 Sep 2026; Risk Suggestion Agent 6 Oct 2026 (as checked 21 Oct 2026).
Fieldguide vs DataSnipper
Both quote-only (Fieldguide no public pricing page; DataSnipper Start / Accelerate / Elevate, no printed prices; checked 21 Oct 2026). Not a ranking. Links fieldguide-ai and datasnipper-ai.
Financial Cents AI
Solo $19 / Team $49 / Scale $69 per user/mo billed annually; Month-End Close $5/client/mo; file agents free on every plan (24 Sep 2026); MCP on Scale (20 Oct 2026) (as checked 21 Oct 2026).
Ignition AI
Solo $39/mo, Pro $229/mo, Pro+ $399/mo billed annually; Core $1,188/yr; Price Insights $349/yr add-on (US, as checked 21 Oct 2026). AI Proposal Creator beta in Ignition Labs.
Juno AI
One flat per-return price, $50 list with volume and end-of-season discounts; all modules included; 5 free preparations (as checked 21 Oct 2026). Business returns since 16 Apr 2026.
Thomson Reuters SurePrep
Quote-only (no SurePrep or Ready to Review price published, checked 21 Oct 2026). 1040SCAN, SPbinder, TaxCaddy; Ready to Review GA for US 1040s since 15 Dec 2025.
Basis AI
Quote-only (no pricing page, demo or waitlist; checked 21 Oct 2026). SOC 2 Type II, ISO 27001, ISO 42001; End-to-End Tax Platform announced 5 Aug 2026.
Dext AI
Per client with a 10-client minimum; 10 US clients $207.99 (Essentials) or $222.99 (Advanced) a month on annual billing; AI Assist custom guidance $7/client (as checked 21 Oct 2026).
Digits AI
Essentials $65 / Core $100 a month, Pro $250 coming soon; firms priced per client account with partner-only plans (as checked 21 Oct 2026). Write MCP + Locked Periods 13 Oct 2026.
Juno vs SurePrep
Juno $50 list per return before volume and season discounts ($44 at 500 returns; custom above 2,500); SurePrep quote-only (checked 21 Oct 2026). Which tax software each pushes to; when to keep manual entry. Not a ranking. Links juno-tax-ai and sureprep-ai.
Blue J vs CCH Axcess Expert AI
Blue J Individual $1,498/year per user, Team quote; CCH Axcess Expert AI quote-only (checked 21 Oct 2026). Why most firms keep one research platform of record. Not a ranking. Links blue-j-ai and cch-axcess-ai.
Claude for accounting firm ops
Role guide: Client email style project, engagement-letter clauses, WISP outline from IRS Pub 5708, do-not-paste list, view-only sharing. Team $20/$25 Standard, $100/$125 Premium; Enterprise $20/seat/mo annual, 20-seat minimum, plus API-rate usage (checked 21 Oct 2026). Never tax advice.
Gemini for accounting firm ops
Role guide: deadline table, capacity pivot, Gmail thread summaries, Docs engagement summaries, data-protection settings first. Workspace Starter $7 / Standard $14 / Plus $22 per user/mo annual; Gemini in Docs and Sheets on Standard+ (checked 21 Oct 2026). Not tax advice.
What’s new in Karbon (Sep 2026)
One dated Sep 2026 Karbon release (28 Sep) with ten distinct changes, read 21 Oct 2026; Team $59 / Business $89 per user/month annual.
What’s new in TaxDome (Sep 2026)
Eight Sep 2026 Help Center release-note items read 21 Oct 2026; Atlas/MCP/API still 'coming this fall'; $800 / $1,000 / $1,200 per seat/year (1-year term).
Suralink AI
Quote-only (pricing page lists CORE and add-ons with no figures; checked 21 Oct 2026). Cloud Testing Suite 3 Jun 2026; new agents 12 Aug; Thomson Reuters partnership 16 Sep 2026.
Soraban AI
Quote-only (no pricing page, demo; checked 21 Oct 2026). Prepare introduced 11 Jun 2026; SOC 2 Type II; no model training on client data.
Stack map for accounting firm ops
How-to inventory — costs from contracts and invoices only (Unknown — check bill); no invented vendor prices; named CPAs, EAs, and partners approve returns, workpapers, entries, and client messages.
Clio AI
Starter from $49/user/month; AI included on Core and above (quote); Clio Work per-user quote; Visualizations 1 Oct 2026 (as checked 20 Oct 2026).
Harvey AI
Quote-only (no price page); Harvey II 18 Aug 2026; Motion to Dismiss workflow with LexisNexis 7 Oct 2026; vendor usage figures attributed (as checked 20 Oct 2026).
Filevine AI
Custom-quoted packages; LOIS billed per Project with yearly minimums; MedChron in LOIS Expert only; LOIS console 2 Jun 2026 (as checked 20 Oct 2026).
CoCounsel Legal
Configurator or quote pricing (1-, 2-, or 3-year plans; online prices for new customers up to 10 attorneys); next-generation GA 20 Aug 2026 (as checked 20 Oct 2026).
Lexis+ with Protégé
Quote-only (no printed price; call 888-AT-LEXIS); replaced Lexis+ AI 24 Feb 2026; Vault limits differ across LexisNexis pages (as checked 20 Oct 2026).
EvenUp
Quote-only, case-based pricing; usage limits and overage set per Order Form (terms v9.3.26); Communication Agents 28 Jan 2026; PLAAS 13 May 2026 (as checked 20 Oct 2026).
Supio
Quote-only (no public price list; pricing page now redirects to a demo request, re-checked 21 Oct 2026); Supio Agent 14 May 2026; YoCierge 25 Aug 2026; Case Communications 2 Oct 2026.
Clio vs 8am MyCase
Clio from $49/user (AI on Core and above, quote; Clio Work per-user quote) vs MyCase Pro $100 / Advanced $130 per user/month annual (checked 20 Oct 2026). Not a ranking. Links clio-ai and mycase-ai.
8am MyCase AI
Pro $100/user/month annual or $120 monthly; Advanced $130 or $150; +5,000 OCR pages $30; MyCase MCP 23 Sep 2026 (as checked 20 Oct 2026).
Smokeball AI
Quote-only (Bill, Boost, Grow, Prosper+ all Get pricing); Archie AI assistant add-on on Boost/Grow/Prosper+; Westlaw Deep Research announced 13 Oct 2026 (as checked 20 Oct 2026).
Legora AI
Quote-only (legora.com/pricing 404; demo only); aOS 7 May 2026; Agent for all customers 4 Jun 2026; Skills 5 Oct 2026 (as checked 20 Oct 2026).
Harvey vs Legora
Both quote-only (pricing pages 404, checked 20 Oct 2026). Harvey II 18 Aug 2026; Legora aOS 7 May 2026, Skills 5 Oct 2026. Not a ranking. Links harvey-ai and legora-ai.
Eve AI
Quote-only (eve.legal/pricing 404; contact for pricing); Eve 2.0 GA 10 Mar 2026; EveOS 11 Jun 2026; Atlas + Analyst 25 Aug 2026 (as checked 20 Oct 2026).
Litify AI
Quote-only (pricing page is a demo form); ACE 31 Mar 2026; next-generation ACE 15 Sep 2026; Damages Assistant + Instant Demands powered by Supio (as checked 20 Oct 2026).
Everlaw AI
Quote-only; Deep Dive, Coding Suggestions, translation and extractions on AI credits; Deep Dive in UK/EU/Canada since 3 Feb 2026; ChatGPT Enterprise plugin 17 Sep 2026 (as checked 20 Oct 2026).
Relativity aiR
Quote-only; AI included with committed data volume, no per-user fees; custom analyses + aiR Assist GA 16 Jun 2026; claiR GA planned early 2027 (as checked 20 Oct 2026).
Lawmatics AI
Platform custom quote; Merlin AI Outcomes from $149/month for 50 (to $1,999 for 2,000); Copilot Pro $49 per seat per month; Merlin unveiled 9 Jul 2026 (as checked 20 Oct 2026).
iManage AI
Quote-only (no public prices); Ask iManage, AI Services and Mailbox Assistant are separate add-ons on cloudimanage.com; agentic search 29 Jan 2026; MCP Server 14 May 2026 (as checked 20 Oct 2026).
EvenUp vs Supio
Both quote-only (EvenUp case-based, no figure; Supio pricing page now a demo form, checked 20 Oct 2026). PLAAS 13 May 2026; YoCierge in Supio Agent 25 Aug 2026. Not a ranking. Links evenup-ai and supio-ai.
CoCounsel Legal vs Lexis+ with Protégé
Both unpriced (TR configurator or quote; LexisNexis 1-888-AT-LEXIS, checked 20 Oct 2026). CoCounsel next gen 20 Aug 2026; Protégé GA 24 Feb 2026. Not a ranking. Links cocounsel-legal-ai and lexis-plus-protege-ai.
ChatGPT for law firm ops
Role guide: Billing style project, sanitized intake summaries, policy drafts, project-only memory, Projects not custom GPTs (retire Dec 11, 2026). Business $20/$25 Standard, $100/$125 Premium (as checked 20 Oct 2026). Never legal advice.
Microsoft 365 Copilot for law firm ops
Role guide: Word engagement letters, Outlook thread summaries, Teams recaps, Information Barriers, labels and retention. Business Premium with Copilot $32.00, Standard with Copilot $23.50, Copilot Business add-on $18.00 promo ($21.00) paid yearly (as checked 20 Oct 2026). Never legal advice.
What’s new in Clio (Sep 2026)
Five dated Sep 2026 clio.com announcements (9, 17, 23, 30 Sep) read 20 Oct 2026; no Manage AI or Grow release note in September; Starter from $49/user, AI on Core and above.
What’s new in Harvey (Sep 2026)
Five dated Sep 2026 Harvey blog posts (8, 17, 22, 23, 30 Sep) plus release notes (23, 30 Sep) read 20 Oct 2026; quote-only.
Briefpoint AI
$150 per attorney per month billed annually ($1,800/year); 20,000 Find Answers credits per attorney seat, overage 1 cent per credit from 20 Oct 2026 (as checked 20 Oct 2026).
Steno AI
Transcript Genius included with Steno depositions (no additional charge, per Steno); clip cutting included with Text-to-Video Sync; court reporting quote-based; Litigation Genius open beta 13 Oct 2026 (as checked 20 Oct 2026).
Stack map for law firm ops
How-to inventory — costs from contracts and invoices only (Unknown — check bill); no invented vendor prices; named attorneys approve filings, citations, demands, deadlines, discovery responses, and client messages.
athenahealth AI
Quote-only platform pricing; athenaAmbient described as no additional cost (vendor claim, confirm); Aug 2026 broad availability to 170k+ clinicians (as checked 19 Oct 2026).
Epic Systems EHR AI
Quote-only (no public Epic list prices); AI Charting described Feb 2026; not Applied Epic AMS (as checked 19 Oct 2026).
Waystar AI
Quote-only; AltitudeAI agentic launch 26 Aug 2026; vendor scale/lift figures attributed (as checked 19 Oct 2026).
Oracle Health AI
Quote-only; ambient / orders / coding / nursing waves dated 2026 per product timeline — confirm live for your build (as checked 19 Oct 2026).
Abridge AI
Quote-only enterprise contracts; 300+ health systems claim attributed (as checked 19 Oct 2026).
Microsoft Dragon Copilot AI
Quote-only Microsoft/Nuance commercial terms — verify on the day (as checked 19 Oct 2026).
Suki AI
Quote-only (“various pricing models”); Suki Dictation 25 Aug 2026; Ask 8 Oct 2026; 450+ organizations per 13 Oct 2026 release (as checked 19 Oct 2026).
athenahealth vs Epic Systems EHR
athenahealth vs Epic Systems EHR: athenaAmbient (13 Aug 2026, no additional cost per athena) vs Art AI Charting (4 Feb 2026), Penny, Emmie; both quote-only (checked 19 Oct 2026). Not a ranking. Links athenahealth-ai and epic-ehr-ai.
eClinicalWorks AI
EHR $499 / EHR+PM $599 per provider per month; RCM 2.9% of collections; Sunoh from $149/user/mo (limited time); Genie, healowIQ, Workbench quote-only (as checked 19 Oct 2026).
Akasa AI
No public price list; performance-based pricing described for the prebill suite; autonomous coding launched 2 Oct 2026 (as checked 19 Oct 2026).
Phreesia AI
No price list (custom quote); Intake platform advertised free until spring 2027; PhreesiaOnCall marketed as included at no cost; VoiceAI inclusion unstated (as checked 19 Oct 2026).
Oracle Health vs athenahealth
Oracle Health vs athenahealth: Clinical AI Agent (order creation 2 Feb, inpatient/ED notes 11 Mar, coding 19 Aug, nurses 14 Sep 2026) vs athenaAmbient (13 Aug 2026, no additional cost per athena); both quote-only (checked 19 Oct 2026). Not a ranking. Links oracle-health-ai and athenahealth-ai.
NextGen Healthcare AI
Quote-only (pricing link is a demo form); brochure: base Mobile caps 25 orders and 30 min speech-to-text a month, Clinical AI only in Mobile Pro (as checked 19 Oct 2026).
Elation Health AI
No price list (personalized quote); native AI included at no additional cost per Elation; Note Assist inclusion unstated; payment posting beta from 1 Nov 2026 (as checked 19 Oct 2026).
Innovaccer AI
Quote only — no public prices; pricing URL not found (as checked 19 Oct 2026). Catalog lists 51 named agents; Flow pairs RCM agents with Innovaccer coders.
Notable AI
Quote only — no public prices; pricing URL not found (as checked 19 Oct 2026). Optum Real APIs via Connector Hub (Feb 2026); Flow Compass announced 19 Oct 2026.
Cedar AI
Quote only — no public prices; pricing URL not found (as checked 19 Oct 2026). Kora Platform launched 13 Aug 2026; Cedar Intelligence capabilities 8 Apr 2026.
Luma Health AI
Quote only — no public prices; pricing URL not found (as checked 19 Oct 2026). Agentic care-gap and rebooking outreach (Sep 2026); referral scheduling coming soon.
Abridge vs Microsoft Dragon Copilot
Abridge vs Microsoft Dragon Copilot: Linked Evidence and Haiku/Hyperspace vs ambient plus dictation, coding suggestions, U.S. nurse flowsheets, radiology preview; both quote-only (checked 19 Oct 2026). Not a ranking. Links abridge-ai and dragon-copilot-ai.
Waystar vs Akasa
Waystar vs Akasa: autonomous resubmission (26 Aug 2026), analytics, agentic CDI vs autonomous inpatient coding, CDI Optimizer, AI Advisor; Waystar quote-only, Akasa prebill suite performance-based (checked 19 Oct 2026). Not a ranking. Links waystar-ai and akasa-ai.
ChatGPT for healthcare ops
Role guide: Denials & Auth project, sanitized denial themes, prior-auth checklists quoting public payer policy, huddle agendas, sanitizing template. No PHI in Business; ChatGPT for Healthcare is the contracted path. Never medical or coding advice.
Gemini for healthcare ops
Role guide: denial sheet + Ask Gemini pivot, recall cohorts with sign-off, Gmail payer follow-ups with Sources, Docs policy outlines, Gemini Notebook SOPs (formerly NotebookLM). Workspace $7/$14/$22 (checked 19 Oct 2026). Never medical or coding advice.
What’s new in athenahealth (Sep 2026)
Three dated Sep 2026 athenahealth press releases (1, 23, 24 Sep) fetched 19 Oct 2026; workplace list excluded; most features beta/alpha; quote-only.
What’s new in Epic Systems EHR (Sep 2026)
Five dated Sep 2026 Epic newsroom posts (2, 8, 15, 23 Sep) fetched 19 Oct 2026; no Penny or Cosmos item in September; quote-only.
R1 RCM AI
Quote only — no public prices; pricing URL not found (as checked 19 Oct 2026). Phare UM announced 16 Sep 2026; R1 markets its automation as Phare OS.
AdvancedMD AI
Public prices (19 Oct 2026): AI add-on $100/provider/month unlimited or $0.99 per encounter; software from $130–$1,070/provider/month by specialty; RCM 4–8% of collections.
Stack map for healthcare ops
How-to inventory — costs from contracts and invoices only (Unknown — check bill); no invented vendor prices; named approvers for notes, orders, coding, claims, appeals, and patient messages.
Applied Epic AI
No public prices (quote only); Epic Conductor launched 29 Sep 2026, no rollout date or edition list published; AI agents with a small customer group (as checked 18 Oct 2026).
Vertafore AI
No public prices (quote only); Policy Intake and Policy Check available in AMS360 per Vertafore (15 Oct 2026); every agent proposes and a person approves (as checked 18 Oct 2026).
Guidewire AI
No public prices (quote only); several Qusar agents are Early Access or Restricted Availability per Guidewire’s release notes (as checked 18 Oct 2026).
Duck Creek AI
No public prices (quote only); Agentic FNOL is early access (28 Sep 2026) and the Product Configurator is Controlled Availability through Professional Services per its product page (checked 18 Oct 2026).
Zywave AI
No public prices (quote only); Advisor Agent is early access with Agency Matrix and Partner Platform listed as supported systems (checked 18 Oct 2026).
Sixfold AI
No public prices (quote only); Life & Health AI Underwriter available now (2 Sep 2026); Distribution Intelligence announced 24 Sep 2026 (checked 18 Oct 2026).
Federato AI
No public prices (quote only); Submission Triage GA since 29 Apr 2025; Control Tower launched 13 Oct 2025; Federato Claims 4 Aug 2026; now positioned as an AI-native core (checked 18 Oct 2026).
Applied vs Vertafore
Applied vs Vertafore: one AI layer in Epic (29 Sep 2026, no rollout date) vs dated Velocity AI agents (Policy Intake + Policy Check in AMS360 from 15 Oct 2026); both quote-only (checked 18 Oct 2026). Not a ranking. Links applied-epic-ai and vertafore-ai.
Kalepa AI
No public prices (quote only); James River (10 Feb 2026) and Church Mutual / CM Vantage (3 Sep 2026) selected Kalepa; Copilot is the product’s earlier name (checked 18 Oct 2026).
hyperexponential AI
No public prices (quote only); Actuarial Agent in use (Nov 2025 post); Workflow Builder announced 17 Sep 2026; hyperoperator in controlled rollout later in 2026, not GA (checked 18 Oct 2026).
Gradient AI
No public prices (quote only); Renewal Analytics upgrade 9 Sep 2026 (IBNR, peer benchmarks, termination model); ClaimVoyant coming to Guidewire ClaimCenter later in 2026 (checked 18 Oct 2026).
Guidewire vs Duck Creek
Guidewire vs Duck Creek: Qusar Agentic Framework (3 Aug 2026; most agents EA or RA) vs Agentic AI Platform (28 Apr 2026; Agentic FNOL early access from 28 Sep 2026); both quote-only (checked 18 Oct 2026). Not a ranking. Links guidewire-ai and duck-creek-ai.
Tractable AI
No public prices (quote only); LumaScanner and Instant Quote launched 2–3 Jun 2026; Covéa renewed for three years (1 Apr 2026); Foyer partnership (6 May 2026) (checked 18 Oct 2026).
CCC AI
No public prices (quote only); Mobile Jumpstart 2.0 (Crash Champions, 13 Aug 2026); acquisition agreement with a GTCR-led group (15 Oct 2026, close expected Q1 2027) (checked 18 Oct 2026).
FRISS AI
No public prices (quote only); five current products incl. Media Check; State of Insurance Fraud 2026 report (78% expect agentic AI fraud within two years, 2% very well prepared — FRISS survey) (checked 18 Oct 2026).
CLARA Analytics AI
No public prices (quote only); Agentic Intelligence launched 22 Sep 2026; Triage + DocIntel Pro integration 27 Jul 2026; 7 million+ claims dataset (CLARA figure) (checked 18 Oct 2026).
Five Sigma AI
No public prices (quote only); Adjuster’s Cockpit + Clive Claim Conductor unveiled 28 Sep 2026; runs on Five Sigma’s claims system or an existing one (checked 18 Oct 2026).
Bevaya AI
Public price from $4,000 per AI agent per month, billed annually (pooled credits; multi-agent discounts); Bevaya launch 28 May 2026; Guidewire-validated indexing accelerator 7 Jan 2026 (checked 18 Oct 2026).
Hi Marley AI
Quote only (modular pricing; no public prices); Quiet Hours in production 14 Jul 2026 (Open Beta label); Unite launched 4 Aug 2026; Canadian PII redaction 14 Apr 2026 (checked 18 Oct 2026).
Indico Data AI
Quote only (no pricing page); customer story at ~10,000 submissions/month across 30+ lines (headless); incident notice dated 7 May 2026 on its site (checked 18 Oct 2026).
Sixfold vs Federato
Sixfold vs Federato: AI Underwriter (16 Jun 2026; Distribution Intelligence 24 Sep 2026) vs Control Tower (13 Oct 2025) and AI-native core; both quote-only (checked 18 Oct 2026). Not a ranking. Links sixfold-ai and federato-ai.
Tractable vs CCC
Tractable vs CCC: specialist estimating and triage vs Intelligent Estimating with STP settings and First Look; CCC acquisition by GTCR-led group pending (15 Oct 2026); both quote-only (checked 18 Oct 2026). Not a ranking. Links tractable-ai and ccc-ai.
ChatGPT for insurance ops
Role guide: Agency Renewals project, renewal checklists, side-by-side comparison drafts, certificate triage, claim timelines checked against the file. Projects not new custom GPTs (retire Dec 11, 2026). Never coverage advice.
Gemini for insurance ops
Role guide: loss-run summaries checked against the carrier's report, renewal pivots, Gmail drafts a licensed person sends, sourced proposal outlines, SOPs in Gemini Notebook. Sheets Gemini needs Business Standard ($14/user/mo, checked 18 Oct 2026).
What’s new in Applied Systems (Sep 2026)
Three dated Sep 2026 Applied newsroom items (9, 29, 30 Sep) fetched 18 Oct 2026; recognition notices and the Applied Net kickoff filed as context; quote-only.
What’s new in Vertafore (Sep 2026)
Three dated Sep 2026 Vertafore press releases (23, 24, 28 Sep) fetched 18 Oct 2026; 15 Oct availability follow-up marked; honours release not used; quote-only.
Stack map for insurance ops
How-to inventory — costs from contracts and invoices only (Unknown — check bill); no invented vendor prices; licensed approvers for messages, quotes, coverage positions, reserves, payments, referrals.
ChatGPT for logistics ops
Role guide: Freight SOPs project, carrier templates, exception SOPs with open questions, lane cost summaries checked against invoices. Projects not new custom GPTs (retire Dec 11, 2026).
Gemini for logistics ops
Role guide: lanes up more than 10% with ten rows checked by hand, on-time pivots by carrier, sourced carrier briefs in Docs, tender replies in Gmail. Sheets Gemini needs Business Standard ($14/user/mo, checked 17 Oct 2026).
What’s new in Flexport (Sep 2026)
Three dated Sep 2026 Flexport blog posts plus the Fall Release (dated 29 Sep by trade press) fetched 17 Oct 2026; explainers filed as context.
What’s new in o9 Solutions (Sep 2026)
Three dated non-award Sep 2026 o9 press releases fetched 17 Oct 2026; analyst recognition and October items filed as context.
Stack map for logistics ops
How-to inventory — costs from contracts and invoices only (Unknown — check bill); no invented vendor prices; human approvers for bookings, rates, messages, customs codes, plans, routes.
Altana AI
Quote only for buyers; free for suppliers to respond; Cervo AI entry writing (21 Jul 2026); Product Passports with CBP (as checked 17 Oct 2026).
Everstream AI
Quote only; modular (map first, then Reveal, Explore, Discover); 4–12 week onboarding per Everstream (as checked 17 Oct 2026).
Kinaxis vs o9
Kinaxis vs o9: concurrency vs knowledge graph, Maestro Agents and Agent Studio vs specialized agents, S&OP vs IBP and merchandise planning, both quote-only (checked 17 Oct 2026). Not a ranking. Links kinaxis-ai and o9-solutions-ai.
HappyRobot vs Parade
HappyRobot vs Parade: voice-first agent platform vs capacity tool with CoDriver, rate counters vs Max Rate and Auto-Accept, both quote-only (checked 17 Oct 2026). Not a ranking. Links happyrobot-ai and parade-ai.
Optimal Dynamics AI
No public prices (quote only); Scale agents can auto-accept or reject freight against your thresholds; Scale announced 2 Mar 2026 (as checked 17 Oct 2026).
Descartes AI
TMS and routing quote only; Visual Compliance screening from a few thousand dollars a year; Agent Control Plane announced 6 Oct 2026 (as checked 17 Oct 2026).
ShipBob AI
Fulfillment quoted per customer; software free; MCP write prompts depend on your AI client; Bobby listed live Oct 2026 (as checked 17 Oct 2026).
Locus AI
No public prices (quote only); autonomy levels L1–L3 with shadow mode; owned by Ingka Group since Oct 2025 (as checked 17 Oct 2026).
Parade AI
No public prices (quote only); CoDriver can book under a Max Rate if you enable it; acquired by Mudflap in April 2026 (as checked 17 Oct 2026).
Blue Yonder vs Manhattan
Blue Yonder vs Manhattan: five domain agents vs 26 named agents, Agent Foundry, planning plus execution vs execution suite, both quote-only (checked 17 Oct 2026). Not a ranking. Links blue-yonder-ai and manhattan-active-ai.
Loadsmart AI
Launched 17 Sep 2026; free proof of concept on one workflow, then quote only; part software, part Loadsmart people (as checked 17 Oct 2026).
Shipwell AI
No public prices (quote only); Document AI and the tracking worker sold standalone; Swifty page now redirects to the In-App AI Assistant (as checked 17 Oct 2026).
o9 Solutions AI
No public prices (quote only); AI agents generally available since June 2025, not named on o9’s site; APEX introduced March 2026 (as checked 17 Oct 2026).
project44 vs FourKites
project44 vs FourKites: Mo vs FourSight Ask, agents by job vs named Digital Workforce, Agentic Workflow Manager vs Loft and Sophie, both quote-only (checked 17 Oct 2026). Not a ranking. Links project44-ai and fourkites-ai.
Uber Freight AI
No public software prices (quote only); Insights AI with 30+ agents; latest AI product items dated 2025, none dated 2026 (as checked 17 Oct 2026).
HappyRobot AI
No public prices (quote only); custom workflows built per customer; now sold across several industries beyond logistics (as checked 17 Oct 2026).
Manhattan Active AI
No public prices (quote only; Essentials, Enterprise, Enterprise Premier editions); agents commercially available since Jan 2026; some act on their own, so add approval steps (as checked 17 Oct 2026).
Blue Yonder AI
No public prices (quote only); five domain agents plus an Orchestrator per Blue Yonder, which says agents can act without a person, so agree approval holds first (as checked 17 Oct 2026).
Kinaxis AI
No public prices (quote only); Maestro Agent Studio announced Feb 2026; Kinexions EMEA runs 26–28 Oct 2026, after this check (as checked 17 Oct 2026).
project44 AI
No public prices (quote only); Mo in beta for all customers per project44 (Aug 2026); agents book only within the limits you set (as checked 17 Oct 2026).
FourKites AI
No public prices (quote only); Outcome-as-a-Service announced 14 Oct 2026; Loft and Sophie launched 9 Feb 2026 (as checked 17 Oct 2026).
Flexport AI
No public software price list (freight and customs quoted); MCP launched 29 Sep 2026; licensed brokers confirm AI-drafted codes per Flexport (as checked 17 Oct 2026).
ChatGPT for ecommerce ops
Role guide: Store SOPs project, returns macros, product copy that quotes the spec sheet, promo calendars with overlaps flagged. Projects not new custom GPTs (retire Dec 11, 2026).
Gemini for ecommerce ops
Role guide: low-stock SKUs with ten rows checked by hand, reorder pivots by supplier, sourced product briefs in Docs, supplier replies in Gmail. Sheets Gemini needs Business Standard ($14/user/mo as listed 16 Oct 2026).
What’s new in Attentive (Sep 2026)
Three dated Sep 2026 press releases fetched 16 Oct 2026; beta features labelled; AI Grow filed under August.
What’s new in Wix (Sep 2026)
Three dated Sep 2026 Wix press-room items fetched 16 Oct 2026; Gemini (24 Aug) and Symphony Link wallet (15 Oct) filed as context.
Stack map for ecommerce ops
How-to inventory — costs from invoices only (Unknown — check bill); no invented vendor prices; human approvers for sends, prices, product copy, ad budgets, purchase orders.
Jungle Scout AI
Catalyst $49 / $79 / $149 per month on monthly billing; AI Assist allowance by plan; Ask Cobalt + MCP from 10 Sep 2026 on Cobalt (as checked 16 Oct 2026).
YOOBIC AI
No published prices (by locations or users and modules; 4-week proof of value); Store Manager Copilot GA in V16 (30 May 2026); District Manager Copilot coming soon (as checked 16 Oct 2026).
Algolia vs Bloomreach
Algolia vs Bloomreach: published usage pricing vs custom annual ($60K+ for most brands), Agent Studio vs Shopping Agent, search-only vs search + marketing (checked 16 Oct 2026). Not a ranking. Links algolia-ai and bloomreach-ai.
Salsify vs Akeneo
Salsify vs Akeneo: own-asset extraction vs cited web values, approval steps, Angie vs Ziggy, OpenAI channel vs AI Discovery, both quote-only (checked 16 Oct 2026). Not a ranking. Links salsify-ai and akeneo-ai.
AfterShip AI
Tracking from $11/mo and Returns from $19/mo on monthly billing; agent on Premium/Enterprise (return reviews US-only); MCP writes need approval (as checked 16 Oct 2026).
Salsify AI
No published prices (quote only); SalsifyIQ announced 5 May 2026; Angie platform-wide status and MCP availability not confirmed (as checked 16 Oct 2026).
Akeneo AI
Paid packages by quote (Community Edition free); Agentic Ziggy from 8 Jul 2026; web enrichment on Growth+; DAM prompt edits 5 credits per asset (as checked 16 Oct 2026).
Rebuy AI
From $25/mo per package (priced by monthly orders; bundles 10–30% off); 14-day trial; Monetize free (as checked 16 Oct 2026).
Cin7 AI
Core $349 / $599 / $1,199 per month; ForesightAI add-on priced by GMV (no published amount); AMA included in Core; IDR from $79/mo (as checked 16 Oct 2026).
Triple Whale vs Northbeam
Triple Whale vs Northbeam: models, MMM and incrementality, Moby Actions vs read-only Northbeam AI, prices (checked 16 Oct 2026). Not a ranking. Links triple-whale-ai and northbeam-ai.
Northbeam AI
Starter shown from $1,500 (period not stated), Professional $3,500/mo, Growth + Enterprise custom; Northbeam AI + MCP on every plan per docs; read-only (as checked 16 Oct 2026).
Narvar AI
No published prices (quote only); NAVI introduced Jan 2026; AI can approve or deny claims and returns within retailer policies (as checked 16 Oct 2026).
Algolia AI
Free; Grow $0.50 and Grow Plus $1.75 per 1K searches after 10K/mo; Elevate custom (NeuralSearch); Agent Studio generally available (as checked 16 Oct 2026).
Attentive vs Postscript
Attentive vs Postscript: published prices vs quote, AI copy, audiences, two-way texting, consent (checked 16 Oct 2026). Not a ranking. Links attentive-ai and postscript-ai.
Bloomreach AI
Custom pricing, no rate card; most brands $60K+/yr per Bloomreach; Loomi included, agents are add-ons; Loomi Connect limited availability (as checked 16 Oct 2026).
Nosto AI
Custom pricing by GMV and traffic; AI included in every module; Ask Huginn needs generative-AI consent; some agents beta / early access (as checked 16 Oct 2026).
Wix AI
Light $204 → Business Elite $1,908 a year (yearly billing, Wix pricing article 8 Oct 2026); Gemini app 24 Aug 2026 (eligible markets); Symphony payments need owner approval (as checked 16 Oct 2026).
Yotpo AI
Reviews Free → Starter $89 / Pro $169 per month at 500 orders; Loyalty Free → from $199/mo; Discover quoted ($10M+ initial release per FAQ) (as checked 16 Oct 2026).
Postscript AI
Starter $0 + $49 minimum, Growth $100, Professional $500 per month plus message fees; AI Plan $699/mo; Shopper Campaigns Alpha; Email waitlist (as checked 16 Oct 2026).
BigCommerce AI
Companion included; Core $39 / Growth $105 / Scale $399 per month on monthly billing, Performance from $1,499/mo billed annually; Catalog Enrichment, Smart Edits, Shopping Agent early access (as checked 16 Oct 2026).
Attentive AI
Usage-based pricing, no public amounts (quote; free trial); Lifecycle Intelligence 22 Sep 2026 (RFM + LTV beta); Reporting Agent + MCP beta; AI Grow GA 19 Aug 2026 (as checked 16 Oct 2026).
Triple Whale AI
Free plan; Foundation / Automate / Enterprise priced by annual GMV (amounts not in page text); Actions + Automations on Automate; Compass on Enterprise (as checked 16 Oct 2026).
ChatGPT for restaurant ops
Role guide: Kitchen SOPs project, pre-shift notes, prep lists with the math shown, catering templates from a fact sheet. Projects not new custom GPTs (retire Dec 11, 2026).
Gemini for restaurant ops
Role guide: food-cost jumps with ten rows checked by hand, waste pivots, sourced recipe cards in Docs, catering replies in Gmail. Sheets Gemini needs Business Standard ($14/user/mo as listed 15 Oct 2026).
What’s new in Toast (Sep 2026)
Four dated Sep 2026 newsroom items and three product updates fetched 15 Oct 2026; Fall Release filed under October elsewhere.
What’s new in Square (Sep 2026)
Six dated Sep 2026 newsroom items fetched 15 Oct 2026 (swap rule checked — no swap); Kiosk filed under October elsewhere.
Stack map for restaurant ops
How-to inventory — costs from invoices only (Unknown — check bill); no invented vendor prices; human approvers for menu changes, orders, schedules, guest answers, campaigns.
Presto AI
Presto Voice drive-thru AI; quote-only (no pricing page); Toast Partner Ecosystem since 21 Sep 2026; vendor accuracy figures attributed (checked 15 Oct 2026).
Yelp Host AI
Yelp Host Basic $249/mo (call limits) · Plus $399/mo unlimited calls · Enterprise custom; OpenTable sync US/Canada; no takeout commission (checked 15 Oct 2026).
MarginEdge vs MarketMan
MarginEdge vs MarketMan: flat $350/location vs Starter $249 / Growth $299 / Enterprise from $449 (checked 15 Oct 2026). Not a ranking. Links marginedge-ai and marketman-ai.
7shifts vs Harri
7shifts vs Harri: Comp free → Premium $149.99/location vs quote-only bundles; One Click Schedule coming soon on Harri US pricing (checked 15 Oct 2026). Not a ranking. Links 7shifts-ai and harri-ai.
Harri AI
Harri bundles quote-only; Salli (operations) available, One Click Schedule listed coming soon on the US pricing page (as checked 15 Oct 2026).
Popmenu AI
Popmenu Starter $159 · Essentials $269 · Premier $449 per month (annual); AI Answering from $149/mo plus custom quote (as checked 15 Oct 2026).
BentoBox AI
BentoBox now part of Clover; only for Clover POS customers; no BentoBox prices published (as checked 15 Oct 2026).
Slang AI
Slang AI Core / Premium / Enterprise — Get a quote, no prices displayed (as checked 15 Oct 2026); books into OpenTable, SevenRooms, Yelp, Resy.
SpotOn AI
SpotOn Profit Assist $100/loc; Profit AI open beta (2 Jun 2026); POS from $0/$55/station; AI Menu Assistant included (as checked 15 Oct 2026).
SevenRooms vs OpenTable
SevenRooms vs OpenTable: quote-only CRM AI vs published US plans + Concierge (checked 15 Oct 2026). Not a ranking. Links sevenrooms-ai and opentable-ai.
Crunchtime AI
Crunchtime AI: forecasting + voice inventory + analyst; quote-only pricing; Voice trial window confirm on quote (as checked 15 Oct 2026).
Resy AI
Resy Platform/Essential $289 · Platform 360/Premium $459; no cover fees; ChatGPT booking (US, 10 Aug 2026) (as checked 15 Oct 2026).
OpenTable AI
OpenTable US Basic $149 / Core $299 / Pro $499 + cover fees; Concierge + LLM booking; Conversational Reporting in testing; Square partnership 18 Aug 2026 (as checked 15 Oct 2026).
Toast vs Square
Toast vs Square: published POS prices + AI layers compared (checked 15 Oct 2026). Not a ranking. Links toast-ai and square-for-restaurants-ai.
MarketMan AI
MarketMan Starter $249 / Growth $299 / Enterprise from $449; Square add-on USD 99/mo if new to MarketMan (as checked 15 Oct 2026).
Lightspeed Restaurant AI
Lightspeed Restaurant Starter $69 / Essential $189 / Premium $399; AI labelled beta; Tempo on plans; Alerts packaging by package (as checked 15 Oct 2026).
Square for Restaurants AI
Square Free $0, Plus $49/mo, Premium $149/mo per location; Square AI + Managerbot in beta; ChatGPT/Claude ordering (1 Jul), Ask Maps (6 Aug), Apple Business (24 Sep), new Square Kiosk (14 Oct 2026, $1,999) (as checked 15 Oct 2026).
MarginEdge AI
MarginEdge $350/mo per location (Freepour bundle $500); Tom AI + read-only AI Connector included; SmartPrep (Sep 2026) (as checked 15 Oct 2026).
Restaurant365 AI
Quote only (no public prices); AI Dashboards + Labor Management Suite GA, AI Advisor + AI Scheduling early access, AI shifts beta (as checked 15 Oct 2026).
Toast AI
Toast IQ included with Toast POS; Starter Kit $0/mo, Point of Sale $69/mo, Build Your Own custom; Toast IQ Team + Grow agents (6 Oct 2026), several in beta (as checked 15 Oct 2026).
SevenRooms AI
Starter / Growth / Premium, quote only (no public price); Voice AI add-on; six live AI features; a DoorDash company (as checked 15 Oct 2026).
7shifts AI
Comp free; Essentials $44.99 / Pro $89.99 / Premium $149.99 per location per month (monthly billing); Operational Insights (Jul 2026); Training on Premium (Sep 2026) (as checked 15 Oct 2026).
RoomRaccoon AI
RoomRaccoon Entry / Essentials / Premium / Pro — calculator default $207–$542/month monthly billing, $197–$517 annual (as of Oct 17, 2026, varies by rooms); RaccoonRev Plus AI pricing on Pro; co-pilot before autopilot.
StayNTouch AI
Stayntouch PMS + Kiosk + Guest Messaging (AI add-on, announced 26 Feb 2026) — Request Pricing only, no public price (14 Oct 2026); FOM approves every room move.
Duetto vs IDeaS
Duetto vs IDeaS: both quote-only on public pages (re-checked 14 Oct 2026). Not a ranking. Links duetto-ai and ideas-g3-ai.
Atomize AI
Atomize — honest status: acquired by Mews (21 Nov 2024); atomize.com redirects to Mews RMS (14 Oct 2026); no standalone price, Mews quote; revenue owner approves limits.
Lighthouse AI
Lighthouse (formerly OTA Insight) — independents Starter / Plus / Complete from €99 / €129 / €189 a month (14 Oct 2026); Ernest GA 7 Oct 2026; enterprise quote.
Revinate AI
Revinate — Ivy introduced 16 Jun 2026; Revinate Chat GA 1 Sep 2026; no AI voice agent found (people take calls, Ivy reviews them); demo-only pricing (14 Oct 2026).
HiJiffy AI
HiJiffy Basic / Pro / Premium from $109 / $179 / $359 a month on yearly billing + setup fees (14 Oct 2026); Enterprise quote; Aplysia 3 AI.
Apaleo AI
Apaleo €8 per room per month, starting at €400/month, no setup or license fees (14 Oct 2026); Agent Hub early access; GM or IT lead approves agent permissions.
Asksuite AI
Asksuite — no public pricing (14 Oct 2026, demo/quote); AI Reservation Assistant (text or audio — no phone voice agent confirmed), AskFlow Agents, WhatsApp API.
Agilysys AI
Agilysys guestsense.ai across PMS/POS — enterprise quote (no public $ as of 14 Oct 2026); department head approves folio/POS AI suggestions.
Duve AI
Duve Basic $120+ / Pro $150+ / Premium $200+ min packages (14 Oct 2026); DuveAI separately licensed; no ID/cards in tests.
Canary vs Revinate
Not a ranking. Canary Core/Advanced/Pro quote; Revinate quote-only; Revinate Chat GA 1 Sep 2026.
Little Hotelier vs RoomRaccoon
Not a ranking. LH calculator (no fixed $ without rooms); RR Entry from $207 / Pro from $542 monthly ($197 / $517 annual) shown Oct 17, 2026 (calculator-driven).
ChatGPT for hospitality ops
Role guide: Hotel SOPs project, night-audit checklists, reply templates from fact sheets. Projects not new custom GPTs (retire Dec 11, 2026).
Gemini for hospitality ops
Role guide: pickup WoW lists with ten rows checked by hand, soft-night pivots, sourced SOPs in Docs, group replies in Gmail. Sheets Gemini needs Business Standard ($14/user/mo as listed 14 Oct 2026).
What’s new in Mews (Sep 2026)
Four dated Sep 2026 press items fetched 14 Oct 2026; Guest Messaging filed under October elsewhere.
What’s new in Cloudbeds (Sep 2026)
Four dated Sep 2026 press items fetched 14 Oct 2026; swap rule checked — no swap.
Stack map for hospitality ops
How-to inventory — costs from invoices only (Unknown — check bill); no invented vendor prices; human approvers for messages, rates, room moves, folio charges.
Duetto AI
Duetto GameChanger + forecasting + BlockBuster + Advance; quote-only (no public price as of 14 Oct 2026); Autopilot inside rules you set.
IDeaS G3 RMS AI
IDeaS G3 RMS (a SAS company); quote-only; Feb 2026 Group Pricing redesign with Wish/Walk Price and approval workflows (checked 14 Oct 2026).
Canary Technologies AI
Canary Core / Advanced / Pro — custom quote (no public $ as of 14 Oct 2026); AI Messaging on Advanced; AI Webchat on Pro; AI Voice confirm on quote.
Mews vs Cloudbeds
Mews vs Cloudbeds: both quote-only on public pages (checked 14 Oct 2026). Not a ranking. Links mews-ai and cloudbeds-ai.
Little Hotelier AI
Little Hotelier Basics from $39 / Pro from $179 USD a month at the room calculator’s 5-room default (20 Oct 2026); Dynamic Revenue Plus + Guest Engagement Pro add-ons; SiteMinder company.
Mews AI
Mews Core / Mews Pro / Enterprise, per-room quote (no public price); Guest Messaging + Automations launched 1 Oct 2026; Smart Tasks coming soon (as checked 14 Oct 2026).
Cloudbeds AI
Cloudbeds Flex / One / Experience / Enterprise, no public prices; Cloudbeds RMS launched 15 Sep 2026; Ask Signals early pilot; WhatsApp per outbound message (as checked 14 Oct 2026).
SiteMinder AI
SiteMinder / SiteMinder Plus “From” price not shown, Groups by quote; usage fees on payments, metasearch, Dynamic Revenue Plus; AI distribution coming soon (as checked 14 Oct 2026).
Oracle OPERA Cloud AI
OPERA Cloud Assistant at no additional cost to OPERA Cloud customers (16 Jun 2026); AI Room Assignment + AI_RATE_DESC / AI_ROOM_DESC controls; OPERA Cloud quote-only (as checked 14 Oct 2026).
Gemini for property ops
Role guide: same-day turn lists on a sanitized turnover Sheet with ten rows checked by hand, lease-end pivots, sourced house rules in Docs, turn-issue pivots, and owner updates in Gmail — the property manager decides, a named person sends. Gemini in Sheets needs Business Standard ($14/user/mo as listed 13 Oct 2026).
What’s new in AppFolio (Sep 2026)
New Realm-X (Memory, Knowledge Base, Skills, Prompt-to-Flow; all plans incl. Claude connector), Receptionist Performer, Accounting Performer (reconciliation coming), Column featured banking, Snappt fraud flags in FolioScreen. Only fetched entries.
What’s new in Entrata (Sep 2026)
Entrata Pro tier (ELI Console, Agent Studio, Analytics, AI Admin — Summit, 15 Sep) and the Forge multifamily model (1 Sep). October release labelled as context only. Only fetched entries.
Stack map for property ops
Six-job inventory with who approves notices, rate changes, screening, bills, and guest messages. Costs from invoices only.
MRI Software AI
MRI Software: Contract Intelligence lease abstraction with expert review, Agora Intelligence + Orchestrator (launched 25 Jun 2026), Engage AI voice agent. Enterprise quote-only — no public prices (as checked 13 Oct 2026).
Yardi vs Entrata
Yardi vs Entrata: Virtuoso + Breeze vs ELI+ + Entrata Pro. Breeze from $1/unit/mo ($100 min; Premier $400 min); Voyager and Entrata quote-only. Not a ranking (checked 13 Oct 2026).
PriceLabs vs Wheelhouse
PriceLabs vs Wheelhouse: both flat plans $19.99/listing/mo (PriceLabs $9.99 outside listed regions; Wheelhouse $16.99 at 10–49); both offer 1% of revenue; Wheelhouse Free tier. Not a ranking (checked 13 Oct 2026).
ChatGPT for property ops
Role guide: a Property drafts project that drafts notices only from the approved template and marks legal-wording changes, verified listing drafts, maintenance triage checklists, and the Dec 11, 2026 custom GPT retirement — managers approve. Business from $20/user/mo annual (as listed 13 Oct 2026).
Breezeway AI
Breezeway Operations from $19.99/unit/mo (under 5 properties); first property free; Concierge add-on per messaging-enabled home (price on request); Controller included (as checked 13 Oct 2026).
Rentvine AI
Rentvine from $1.50/unit (request quote); 30-unit minimum + platform fee; AI suite + MCP included (as checked 13 Oct 2026).
Lodgify AI
Lodgify Basic $14 / Starter $26 / Professional $47 / Ultimate $68 per month (USD yearly, 1 property); 0% Lodgify booking fee (as checked 13 Oct 2026).
Hostfully AI
Hostfully Growth $15/property/mo + platform fee; Pro $25/property/mo + platform fee; 1 guidebook free (as checked 13 Oct 2026).
Guesty vs Hostaway
Guesty vs Hostaway: ReplyAI + agents vs AI Replies + Auto-Reply. Guesty Lite from $9 per listing per month (Pro/Enterprise quote); Hostaway quote-only. Not a ranking (checked 13 Oct 2026).
RealPage AI
RealPage Lumina AI Workforce (7 agents), Ascent + Analytics Agent, Connect / Model Connect (MCP), AI Revenue Management (antitrust litigation — check local rules). Quote-only (as checked 13 Oct 2026).
PriceLabs AI
PriceLabs Dynamic Pricing $19.99 USD per listing/mo (US, UK, CA, EU, AU, NZ, IL) or $9.99 rest of world; 1% revenue plan; Athena + MCP free in beta; Market Dashboards from $9.99 (as checked 13 Oct 2026).
Wheelhouse AI
Wheelhouse Pro Flex 1% of revenue ($2.99 min) or Pro Flat $19.99 per listing/mo ($16.99 for 10–49); Dynamic Sets $12.99/set; MCP + Skills for Claude; Enterprise custom (as checked 13 Oct 2026).
AppFolio vs Buildium
AppFolio vs Buildium: Realm-X vs Lumina. Buildium Essential $65 / Growth $202 / Premium $420 starting; AppFolio Get a Quote (Core 50-unit min; JSON-LD $1.49/$3.20/$5.00 per unit). Not a ranking (checked 13 Oct 2026).
DoorLoop AI
DoorLoop One $2.50/unit (min $199), Connect $4 (min $299), Multiply $5 (min $399). AI Assistant; Receptionist on Connect; Maintenance Ops + Lease Renewal on Multiply (as checked 13 Oct 2026).
Rent Manager AI
Rent Manager Orion AI by Basic/Plus/Premium bundle. Quote-only pricing (no $ on Compare Bundles page as of 13 Oct 2026). History/Notes Summaries were coming soon as of Nov 2025 Orion article — confirm in account.
EliseAI
EliseAI LeasingAI / ResidentAI / VoiceAI / EliseCRM. Quote-only — eliseai.com/pricing 404 as of 13 Oct 2026. Vendor stats attributed only.
Entrata AI
Entrata ELI+ agents, Entrata Pro (ELI Console, Agent Studio, Analytics, AI Admin; 15 Sep 2026), ELI+ Orchestrator and Lease File Audit (6 Oct 2026). Quote-only pricing (as checked 13 Oct 2026).
Yardi AI
Yardi Virtuoso: Virtuoso Assistant and Smart AP (Breeze), premium agents and Claude connector (Voyager 8 only); Virtuoso Enterprise 5 Oct 2026. Breeze from $1/unit/mo ($100 min); Voyager quote (as checked 13 Oct 2026).
Hostaway AI
Hostaway AI Replies (Draft or Auto-reply per rule), Knowledge Base, composer suggestions, Dynamic Pricing + gap nights, Review Insights. Quote-only pricing (as checked 13 Oct 2026).
Hospitable AI
Hospitable AI suggested replies, Message AI Assistant (Host), Inbox AI + Knowledge Hub (Mogul), AI issue alerts, Copilot, MCP; dynamic pricing $5/property after trial bookings. Essentials free (as checked 13 Oct 2026).
AppFolio AI
AppFolio Realm-X Assistant (Core), Flows (Plus), Performers for maintenance, leasing, resident messages, accounting, and calls; new Realm-X with Memory and Skills (29 Sep 2026); Core / Plus / Max quote-only (as checked 13 Oct 2026).
Buildium AI
Buildium Lumina AI — Bill Scan, Write with Lumina, AI Assistant, AI Workforce (account-specific pricing). Essential $65 / Growth $202 / Premium $420 starting per month; all Lumina features on Premium (as checked 28 Oct 2026).
Guesty AI
Guesty ReplyAI (Freemium on all plans), AI agent catalog, PriceOptimizer add-on, AI review responses + ReviewSmart AI, Guesty MCP. Lite from $9 per listing per month; Pro and Enterprise quote-based (as checked 13 Oct 2026).
Gemini for field service ops
Role guide: overlapping-stop lists on a sanitized routing log with ten rows checked by hand, sourced SOP drafts in Docs, callback pivots, and customer updates in Gmail — the dispatcher decides, a named person sends. Gemini in Sheets needs Business Standard ($14/user/mo as listed 12 Oct 2026).
What’s new in ServiceTitan (Sep 2026)
Atlas mobile app (Private Preview, Max), Atlas personas in Settings, Virtual Agent unsold-estimate texts, Voice Agent escalation and cancel toggles, Voice Intelligence (Early Access), Demand Orchestration. Only fetched entries.
What’s new in Jobber (Sep 2026)
Jobber Teammate (beta: Daily Digest, Action Board, Routines), Custom Report Builder (Plus), Projects (beta), Crew Scheduling (Plus), Jobber Bookkeeping, Phone Calls in Jobber (upcoming). Only fetched items.
Stack map for field service ops
Six-job inventory with who approves bookings, cancellations, quotes, and work orders. Costs from invoices only.
Dynamics 365 Field Service AI
Dynamics 365 Field Service Copilot: summaries, mobile updates (preview), inspection templates, agents via Copilot Credits. FS $105, Contractor $50 user/mo yearly; RSO $30 resource/mo (checked 12 Oct 2026).
MaintainX vs UpKeep
MaintainX vs UpKeep: Assist/Report Builder (Enterprise) vs Nova/Voice Fill (credits from Essential). MaintainX Essential $20/$25, Premium $65/$75; UpKeep Essential $24, Premium $55. Not a ranking (checked 12 Oct 2026).
Samsara vs Motive
Samsara vs Motive: Coach / Automated Coaching vs AI Coach / EVE / Dashcam Plus. Both quote-only on public pricing pages. Not a ranking (checked 12 Oct 2026).
ChatGPT for field service ops
Role guide: a Field-service drafts project that writes quote outlines only from the uploaded pricebook and marks inventions, sanitized dispatch cleanup, SOP checklists, and the Dec 11, 2026 custom GPT retirement — managers approve. Business from $20/user/mo annual (as listed 12 Oct 2026).
IBM Maximo AI
IBM Maximo AI: Maximo Assistant (9.1 data retrieval, 9.2 agentic), scheduling optimization, anomaly detection, MVI. Essentials from under US$40K/yr; Standard/Premium quoted (checked 12 Oct 2026).
Facilio AI
Facilio AI: Atom suite — Mira voice/chat/WhatsApp intake, Luca invoice matching, FM Copilot actions, OpsVision trends. No public prices; credit-based agents (checked 12 Oct 2026).
Geotab AI
Geotab AI: Geotab Ace assistant (included), GO Focus Plus AI dash cam with Smart Sequence, GO Core / GO Plan. No public prices — reseller quote (checked 12 Oct 2026).
Salesforce Field Service AI
Salesforce Field Service AI: Agentforce Post-Work Summary, Pre-Work Brief, Scheduling Agent (Flex Credits). Dispatcher / Technician $175, FS Plus $230, Agentforce 1 FS $650 user/mo (checked 12 Oct 2026).
Jobber vs Housecall Pro
Jobber vs Housecall Pro: AI Chat / Receptionist vs AI Team / CSR AI. Both publish base plans; Receptionist USD 29/mo add-on off Plus; CSR AI call answering price unpublished. Not a ranking (checked 12 Oct 2026).
Buildertrend AI
Buildertrend AI: Client Updates, Bill Capture, Submittals, Plans, Selections embedded in workflows (no separate AI chat on pages checked). Custom quote; unlimited users (checked 12 Oct 2026).
Samsara AI
Samsara AI: Coach briefings / in-cab voice / avatar recaps; Automated Coaching priority routing; manager AI tools. No public per-vehicle price list (checked 12 Oct 2026).
Motive AI
Motive AI: Dashcam Plus / Omnicam, AI Coach, EVE, Atlas voice (coming soon; not ServiceTitan Atlas). No public prices — quote form (checked 12 Oct 2026).
ServiceTitan vs Jobber
ServiceTitan vs Jobber: Atlas / Titan Intelligence / Virtual Agent vs Jobber AI Chat / Receptionist. ServiceTitan quote-only per technician; Jobber published plans, Receptionist USD 29/mo add-on off Plus. Not a ranking (checked 12 Oct 2026).
Limble AI
Limble Practical AI (PM Builder on all plans; Anomaly Detection, MCP, Asset Snap, Smart Parts on Premium+; AI scheduling on Enterprise). No public prices — estimate form (checked 12 Oct 2026).
Fiix AI
Fiix (Rockwell Automation): Fiix MAX add-on (contact for pricing; Professional/Enterprise), Foresight on Professional+. Basic $45, Professional $75 per user/month; Enterprise custom (checked 12 Oct 2026).
Procore AI
Procore AI (Digital Coworker Starter Pack / Pro / Enterprise; credit-based on Pro and Enterprise). Quote-only, no public prices; Assist and Agent Builder in maintenance mode (checked 12 Oct 2026).
Workiz AI
Workiz Genius Answering/Scheduling/Leads; Phone and Marketing sold separately. Standard/Pro/Ultimate quote-only on the public pricing page (checked 12 Oct 2026).
Service Fusion AI
Service Fusion Notes+ (Early Access), ZyraTalk, Advanced Search, ServiceCall.ai add-on. Published Starter $245/$208, Plus $382/$325, Pro $627/$533 (mo / annual equiv., checked 12 Oct 2026).
MaintainX AI
MaintainX Assist + Report Builder AI (Enterprise); Smart Time Estimates. Basic $0; Essential $20/$25; Premium $65/$75 per user/mo; Enterprise quote (checked 12 Oct 2026).
UpKeep AI
UpKeep Nova + Intelligence (Voice Fill, Photo-to-Part, Smart Checklist Builder, Smart Scheduler). Essential $24/user/mo; Premium $55/user/mo; Professional/Enterprise quote (checked 12 Oct 2026).
ServiceTitan AI
Atlas (mobile, Field Pro, Help Center, Adaptive Capacity, Max mobile app preview), Titan Intelligence predictions, Virtual Agent, Max Voice Intelligence. Custom per-technician pricing (as checked 12 Oct 2026).
Jobber AI
Jobber AI Chat/Voice, Rewrite, automations, Custom Report Builder (Plus), Receptionist (USD 29/mo or included on Plus), Teammate (announced 23 Sep 2026). Published plans from USD 29–$399/mo annual (as checked 12 Oct 2026).
Housecall Pro AI
AI Team (Analyst, Coach, Marketing, Help) included on every plan; CSR AI paid add-on (price not published). Basic $59 / Essentials $149 / MAX $299 per mo annual amounts (as checked 12 Oct 2026).
Gemini for learning ops
Role guide: overdue-by-team groupings on a sanitized training log with twenty rows checked by hand, sourced course outlines in Docs, and reminder emails in Gmail — course owners and team leads decide, a named person sends. Gemini in Sheets needs Business Standard ($14/user/mo as listed 11 Oct 2026).
What’s new in Docebo (Sep 2026)
Docebo Agents (beta), Docebo Knowledge (beta), MCP tools for Power Users, playing courses via MCP, Creator AI captions and comments, My team filters, Skilla retiring. Only fetched entries.
What’s new in 360Learning (Sep 2026)
360Learning MCP server (beta, on demand), AI Companion in the course player, mute notifications per path, QR check-in for classroom sessions, Edflex and SAP SuccessFactors sync updates. Only fetched items.
Stack map for learning ops
Seven-job inventory with who approves publishing, assigning, archiving, and reminders. Costs from invoices only.
LearnUpon AI
Create+, AI-Powered Assessments, Ask Lia, Skill Tagging, and a reporting MCP Server for ChatGPT, Claude, or Gemini; portals for employees, customers, and partners. Quote-only: Employees from 100 users, Customer Education from 300, Associations from 150 (as checked 11 Oct 2026).
Go1 AI
AI playlists, AI search and chat, retiring-content alerts, Morgan in Slack and Teams, translations, and policy-tuned simulations; works inside 70+ LMS and HR systems. Premium plans quote-only; Essentials Select per-user prices shown only in the browser (as checked 11 Oct 2026).
Highspot vs Seismic
Highspot vs Seismic: two enablement products from one company after the 18 Aug 2026 merger; Deal Agent now in both after Seismic Shift (12–15 Oct 2026), no migration announced. Not a ranking; both quote-only (as checked 17 Oct 2026).
ChatGPT for learning ops
Role guide: a Training drafts project that writes quizzes only from the approved policy and marks gaps, outlines with source sections, anonymized request triage, and the Dec 11, 2026 custom GPT retirement — policy owners approve. Business from $20/user/mo annual (as listed 11 Oct 2026).
Highspot AI
Deal Agent, GTM Agent, AI Role Play, AI knowledge checks, and Meeting Intelligence; Highspot is part of Seismic since 18 Aug 2026 (no migration plans announced). Quote-only: Good, Better, and Best packages, all “Contact sales” (as checked 17 Oct 2026).
Seismic AI
Aura Chat and Aura Agents (Search, Presentation, Lesson, Library, Roleplay, Program), Seismic Learning (formerly Lessonly), Aura MCP Server, plus Deal Agent (new at Seismic Shift, Oct 2026); merger with Highspot completed 18 Aug 2026. Quote-only — no public pricing page (as checked 17 Oct 2026).
Mindtickle AI
AI role plays in 25+ languages, AI Tutor, AI Content Creation, Copilot call summaries, and the Readiness Index, now under ElevateOS. Quote-only: packages with unmetered platform access plus AI credit allotments (as checked 11 Oct 2026).
Litmos AI
AI course refresh, AI Content Authoring, AI quizzes, automated renewals, and AI Insights; Litmos left SAP in 2022. Published: Foundation from $8K and Platinum from $15K per year; Platinum AI by quote (as checked 11 Oct 2026).
Trainual vs TalentLMS
Trainual vs TalentLMS: an SOP playbook whose AI drafts procedures and answers with sources vs a course LMS whose AI drafts courses and tests. Not a ranking; Trainual demo-only pricing, TalentLMS from $119/mo billed yearly (as of Oct 17, 2026).
Easygenerator AI
EasyAI course drafts from an expert’s notes (L&D reviews every course), EasyAI agent with course guidelines, AI quizzes, reviewers on Team. Published prices: Pro $1,499/yr, Team $7,495/yr; add-ons quote-only (as checked 11 Oct 2026).
iSpring AI
AI quiz questions (authors check every key), AI Course Creator, AI text, images, narration, and translation; iSpring Learn is now iSpring LMS. Published prices: Suite $970, Suite AI $1,290, Cloud AI $720 per author per year (as checked 11 Oct 2026).
Colossyan
Cora document-to-video (the owner approves every script), custom avatars only with written consent, interactive video and branching, translation, Learn courses + SCORM. Published prices: Starter free, Professional $59/mo on an annual plan (as checked 11 Oct 2026).
Absorb vs Cornerstone
Absorb vs Cornerstone: an LMS whose AI drafts courses and answers admins vs a talent suite whose AI infers skills and runs readiness agents; both train external audiences. Not a ranking; both quote-only (as checked 11 Oct 2026).
Trainual AI
AI SOP drafts from a description or files (the job owner corrects), AI quizzes, AI roles and responsibilities, the AI assistant with linked sources, verification reminders and nudge suggestions, connectors and an MCP server (Premium/Enterprise). No published plan prices; $1,000 implementation fee (as checked 11 Oct 2026).
TalentLMS AI
TalentCraft AI course drafts (an expert checks every claim), AI document extraction, AI tests (Grow+), AI translation, AI Coach and Skills (Pro+), Learning Playground practice. Published prices: Core $119/mo, Grow $229/mo, Pro $449/mo billed yearly (as of Oct 17, 2026).
WorkRamp AI
WorkRamp is now Learn:Up (employees) and Academy (customers) by Confirm: AI lessons from help articles (support confirms), AI Assist drafts, Practice roleplay, read-only MCP connector for Claude and ChatGPT, pass/fail automations. Learn:Up from $9 and Practice from $4 per user per month billed annually; Academy quote-only (as checked 11 Oct 2026).
Cornerstone AI
Skills inference and Skills Architect (HR approves), AI development plans and goals, AI knowledge checks and Content Studio, Course Assistant and Adaptive Learning Agent, readiness agents (Workforce Insights, Embark Navigator) over MCP. Quote-only pricing; agents bought individually (as checked 11 Oct 2026).
Absorb LMS AI
Aura Create drafts from documents (owner approves), Absorb Create reviewer and approval workflow, Aura Admin Assist plain-language reports, learner answers with citations in Teams and Chrome, Absorb Skills auto-tagging; Rehearse and MCP coming soon. Quote-only pricing (as checked 11 Oct 2026).
Degreed AI
Maestro AI coach and roleplays (coaching input), skill reviews the manager confirms, Degreed agents for pathways and content audits (L&D approves), Open Library, Skills+ and MCP gateway (read-only first). Quote-only pricing (as checked 11 Oct 2026).
Docebo vs 360Learning
Docebo vs 360Learning: central-team AI drafting, roleplay, and an AI assistant vs expert-authored courses with an AI course builder and the AI Companion; both MCP servers in beta. Not a ranking; Docebo quote-only with AI credits, 360Learning Team plan published (as checked 11 Oct 2026).
Docebo AI
Creator lessons from documents (owner reviews), AI roleplay with custom rubrics and human review, AI assistant and tutor, Docebo MCP server, Agents and Knowledge (beta), Companion browser extension. Custom pricing with usage-based AI credits (as checked 11 Oct 2026).
360Learning AI
AI Companion Action Mode (confirmation and revert), Insights Mode, Search and Coach for learners, AI course builder and inline AI editing, automatic AI skill tagging (off by default), MCP server (beta, on demand). Team plan $8 per active user per month as published (as checked 11 Oct 2026).
Articulate 360 AI
AI Assistant course drafts and quizzes, update content with AI (review before apply), Nova AI Avatars and multi-format translation on credits, Frontline kits and formats, Articulate MCP and Drive/OneDrive. Articulate 360 AI $1,749 per seat per year (Teams); Frontline from $500 per year with 100,000 credits (as checked 11 Oct 2026).
Gemini for security ops
Role guide: control-area tags on a sanitized questionnaire Sheet with twenty rows checked by hand, policy mismatch lists in Docs, and evidence-request emails in Gmail — owners decide, a named person sends. Gemini in Sheets needs Business Standard ($14/user/mo as listed 10 Oct 2026).
What’s new in Tines (Sep 2026)
GPT-6 Astra/Sol/Luna and Claude Opus 5.5, Records via the Tines MCP, Records API v2, Cases tools in the MCP, audit log retention, AI usage API dimensions. Only fetched entries.
What’s new in Conveyor (Sep 2026)
Approve answers from Slack, ConveyorAI for RFPs, the agentic answer engine (Labs for security questionnaires), editable automation rules, translated Word questionnaires, Trust Center product lines. Only fetched entries.
Stack map for compliance ops
Seven-job inventory with who approves answers, vendor decisions, control changes, and automated actions. Costs from invoices only.
Tines AI
Tines AI: Tines Stories (AI Agent action, Workbench, Cases, Records, MCP server; Records via MCP added Sep–Oct 2026) and Tines 3B (code-first, since 31 Jul 2026). Free editions with published limits; paid editions by quote (as checked 10 Oct 2026).
Torq AI
Torq AI: Auto Triage, HyperAgents (AI Agents hub since Aug 2026), Socrates Investigator + Builder (Plan and Build modes), Case Management, Hyperautomation, SOC Brain memory. Quote-only pricing — no public price page (as checked 10 Oct 2026).
Tines vs Torq
Tines vs Torq: workflows you build with AI steps vs an AI SOC with named agents; Storyboard and 3B vs Hyperautomation and Socrates Builder; Cases add-on vs native Case Management. Not a ranking; Tines free editions published, Torq quote-only (as checked 10 Oct 2026).
ChatGPT for security ops
Role guide: a Security answers project that drafts only from the approved library and marks gaps, policy summaries with section numbers, vendor notes from public documents, and the Dec 11, 2026 custom GPT retirement — control owners approve. Business from $20/user/mo annual (as listed 10 Oct 2026).
Anecdotes AI
Anecdotes AI: Data Engine evidence as data, AI framework mapping and analysis rules, Agent Studio and Agent Library, ChatGRC with write access, A-CCM, Agentic TPRM. Quote-only; frameworks, plugins, and AI features included per its pricing page (as checked 10 Oct 2026).
AuditBoard AI (now Optro)
AuditBoard is now Optro (9 Mar 2026): Optro AI narratives and flowcharts, fieldwork automation, Document Intelligence, Autonomous Testing agents with Excel workpapers, AI governance, MCP server. Quote-only (as checked 10 Oct 2026).
OneTrust AI
OneTrust AI: AI Discovery and Registry, AI risk workflows, AI-pre-filled privacy assessments, OneTrust Copilot, Guardian Agents and AI Guard SDK; CORIE and several TrustWeek features in private preview. Quote-only (as checked 10 Oct 2026).
LogicGate AI
LogicGate AI: Risk Cloud foundational AI (ex-Spark AI), GRC Agents GA in ERM, TPRM, AI Governance, BCM; Automated Control Testing; GRC Lifecycle Management; Config Newton used by LogicGate’s team; MCP access announced. Applications + Power Users, no published prices (as checked 10 Oct 2026).
Loopio vs Responsive
Loopio vs Responsive (formerly RFPIO): freshness and review cycles vs collections and connected sources, cited drafts vs agents and Agent Studio, MCP for Claude vs ChatGPT, Claude, and Copilot. Not a ranking; Responsive Emerging from $10,000, Loopio unpublished (as checked 10 Oct 2026).
Whistic AI
Whistic AI: Vendor Summary, SOC 2 Summary, Smart Search, Vendor Insights; AutoAssess agents (Initiator, Collector, Analyst, Reporter) that stop before the decision; Vendor Monitoring; Trust Center with Smart Response. Quote-only; pricing page still says Assessment Copilot and Trust Catalog (as checked 10 Oct 2026).
UpGuard AI
UpGuard: Vendor Risk (daily outside-in scanning, AI Security Profile with SOC 2 control citations, gap questionnaires, AI reports), Breach Risk (attack surface, AI threat triage, weekly Threat Posture brief), User Risk (shadow AI), free Trust Exchange. Vendor Risk Standard $1,750/month billed annually (as checked 10 Oct 2026).
Nudge Security
Nudge Security: email-based SaaS and AI discovery, browser extension (now on Safari), AI conversation monitoring, nudges and playbooks, AI agent discovery (research preview), OAuth and browser-extension AI agents in observe mode first. Essential $750/month, Growth $5/user/month, billed annually (as checked 10 Oct 2026).
Secureframe vs Sprinto
Secureframe vs Sprinto: one framework per Secureframe plan vs 25+ automated on Sprinto Foundation, Comply AI drafts vs Sprinto’s agents and browser assistant, Audit Partner Network vs auditor network plus bring-your-own-auditor on Growth. Not a ranking; Secureframe Fundamentals from $7,500/year, Sprinto unpublished (as checked 10 Oct 2026).
Conveyor AI
ConveyorAI (cited answers, Ask ConveyorAI reasoning view), Knowledge Librarian, Topic Preferences, Slack approvals, auto-return rules, agentic engine for RFPs, Trust Center Agent and AI Connector. Free trust center plan; Enterprise priced on usage, no published prices (as checked 10 Oct 2026).
Loopio AI
Response Intelligence: Automated Answers with citations and Confidence Pulse, freshness and Library Report, Review Cycles, Recommended Experts, SmartScan/SmartFill, Confluence connector, MCP server for Claude (writes need confirmation). Foundations, Enhanced, Enterprise by quote (as checked 10 Oct 2026).
Responsive AI
Responsive AI (formerly RFPIO): AI Draft with library-only mode, Auto-Respond, reviewer workflow, TRACE check, Fit Analysis and Executive Summary agents, Agent Studio (early access), Portal Automation (beta), MCP server (May 2026). Emerging Edition from $10,000; Growth and Enterprise by quote (as checked 10 Oct 2026).
Thoropass AI
Audit Lifecycle Platform plus Thoropass Assurance auditors; First Pass AI, Smart Sort AI (SOC 2), questionnaire autofill, Draft Report approvals, MCP server (Jul 2026); independence via separate roles and submit-only auditor access. No published plan prices (as checked 10 Oct 2026).
Hyperproof AI
Crosswalk-based control mapping, AI Assistant with confirmation cards, Evidence Collection Agent (Hypersyncs, explicit confirmation), Evidence Validation Agent with test library, proof summaries, global AI search, TPRM AI suggestions. No published prices (as checked 10 Oct 2026).
Scrut AI
Teammates policy drafts with up to five ordered approvers, mapping suggestions, AI policy gaps, evidence checker, Code Fix with confidence score, questionnaire autofill from the Answer Library, vendor inherent risk suggestions, read-mostly Scrut MCP. No published prices (as checked 10 Oct 2026).
Vanta vs Drata
Vanta vs Drata: agents on schedules vs drafts with approval, Questionnaire Automation tiers vs SafeBase AI Questionnaire Assistance, TPRM add-on vs TPRM Agent, 35+ vs 30+ frameworks. Not a ranking; neither publishes prices (as checked 10 Oct 2026).
Drata AI
AI Questionnaire Assistance (approve/edit/reject), Knowledge Base Potential Issues, TPRM Agent with approval cards and overrides, test-failure insights, SafeBase Trust Center, Drata MCP with scoped OAuth, AI Agent Governance (Limited Availability). No published prices (as checked 10 Oct 2026).
Secureframe AI
Comply AI for Remediation (CLI/Terraform/CloudFormation/CDK), Evidence Validation, Comply AI for Risk, questionnaire auto-answer with sources (100 or 15,000 questions/yr), vendor document review with citations, MCP (read/write). Fundamentals from $7,500/yr; Complete and Defense by quote (as listed 10 Oct 2026).
Sprinto AI
AI vendor document reviews, questionnaire engine (Yes/No/N/A/Not Evidenced, listed 20/yr on Foundation), Sprinto Assist (portal answers after plan approval; Fix it for me in your session), AI Playground (beta), AI Nudges, MCP (role-based read/write). No published prices (as checked 10 Oct 2026).
Claude for research ops
Role guide: a research ops Project that flags findings resting on one participant, maps guide questions to the brief, checks synthesis with supporting and contradicting codes, and drafts readouts with exact quotes — researchers decide. Team from $20/seat/mo annual (as listed 9 Oct 2026).
ChatGPT for research ops
Role guide: a survey drafter GPT with one question per goal and no leading wording, screeners with hidden qualifiers, feedback themes with row numbers, and the Dec 11, 2026 GPT-to-plugin move — researchers approve. Business from $20/user/mo annual (as listed 9 Oct 2026).
What’s new in Dovetail (Sep 2026)
Create agents with chat, Channels 2.0 open beta and follow-ups, MCP context and comments, scoped API keys, public chat links. Only fetched entries.
What’s new in Userpilot (Sep 2026)
Userpilot MCP (9 Sep), offline analytics in the mobile SDKs, QR previews and deep links, privacy changes, Lia and MCP on every plan. Only fetched items.
Stack map for research ops
Seven-job inventory with who approves studies, surveys, idea changes, and customer messages. Costs from invoices only.
Enterpret
Adaptive Taxonomy (three keyword levels plus themes; Dynamic Taxonomy adds themes every Saturday), Enterpret Agent with citations and verbatim quotes, Agent Automations (beta), PII scrubbing before storage, Enterpret MCP. No published prices; AI credits (as listed 9 Oct 2026).
Dovetail vs Enterpret
Dovetail vs Enterpret: interviews and research vs high-volume tickets and reviews, project tags and Channels ideas vs Adaptive Taxonomy with a weekly run, Chat and Agents vs Enterpret Agent. Not a ranking; Dovetail Free $0 + Enterprise custom; Enterpret quote-only.
Maze vs UserTesting
Maze vs UserTesting: prototype, unmoderated, and AI-moderated studies vs recorded video sessions, Maze Panel vs UserTesting Network, themes and reports vs insight summaries and friction markers. Not a ranking; Maze Free + Enterprise custom; UserTesting quote-only.
Userpilot vs Appcues
Userpilot vs Appcues: fuller product analytics vs experience impact views, Lia vs Appcues AI and Recommendations, MCP on all plans vs admin-enabled MCP. Not a ranking; Userpilot Starter $299/mo, Growth from $849/mo; Appcues quote-only.
Maze AI
AI study builder, bias detection, AI Moderator interviews (Enterprise add-on), AI Conversation block (credits per panel response), themes and reports, read-only Maze MCP beta. Free (5 seats, 1 study a month); Enterprise custom pricing (as listed 9 Oct 2026).
UserTesting AI
AI insight summaries (uneditable, English-only), friction detection and sentiment markers, AI test creation (Ultimate+), Insights Discovery, AI Moderation beta, MCP beta. Quote-only: Test-based or Team-based Unlimited at Advanced/Ultimate/Ultimate+ (checked 9 Oct 2026).
Sprig AI
Open-text AI themes, AI follow-ups, Design Agent drafts and simulation, AI Study Reports (10+ responses, English), Sprig MCP and Send to AI Tools; Analyze Agent coming soon. Enterprise platform, no published prices (checked 9 Oct 2026).
Canny AI
Autopilot inbox with Looks good/Merge/Delete, idea deduplication, priority extraction, CRM opportunity links (Business), Sales Pipeline and Churned Revenue reports, MCP (Pro+). Free $0 (25 tracked users); Pro from $79/mo billed yearly; Business custom (as listed 9 Oct 2026).
Claude for product ops
Role guide: a product ops Project that flags readout claims the data doesn’t support, drafts release notes only from shipped tickets, and sorts anonymized feedback into themes with row numbers — the launch owner decides. Team from $20/seat/mo annual (as listed 9 Oct 2026).
ChatGPT for product ops
Role guide: a launch checklist GPT that uses only template steps and marks gaps Unknown, in-app copy variants within limits, survey themes with row numbers, and the Dec 11, 2026 GPT-to-plugin move — PMs approve. Business from $20/user/mo annual (as listed 9 Oct 2026).
Gemini for product ops
Role guide: Gemini tags a sanitized feedback Sheet by theme (side panel or =AI()), pivot-table counts that trace to rows, launch docs from named files, and Gmail drafts a person sends. Business Standard $14/user/mo monthly view (as listed 9 Oct 2026).
Dovetail AI
Chat with cited answers and Deep research, Agents with scoped tools and triggers, Channels 2.0 ideas with ARR context (beta), Sources (beta), redaction, MCP and Claude/ChatGPT connectors. Free $0 (one project, one channel); Enterprise custom pricing (as listed 9 Oct 2026).
Gainsight vs ChurnZero
Gainsight vs ChurnZero: Essentials/Enterprise seat tables vs editions plus Agentic Essentials, deep data model vs Customer Intelligence Profile, Copilot and Staircase vs AI Marketplace and Pilot. Not a ranking; neither publishes prices.
LaunchDarkly vs Statsig
LaunchDarkly vs Statsig: engineering-led guarded rollouts vs product-led experiments, service connections and client-side MAU vs events, Vega and AgentControl vs Statsig AI. Not a ranking; prices as published.
Fullstory vs LogRocket
Fullstory vs LogRocket: product and UX vs engineering, StoryAI Opportunities and agents vs Galileo severity and Issues, private by default vs mark-what’s-private. Not a ranking; Fullstory free plan only, LogRocket from $176/mo at 25k sessions (annual).
Whatfix vs WalkMe
Whatfix vs WalkMe: web, desktop, and virtual desktops vs employee packages and SAP GUI, click-once Quick Capture vs conversational AI Authoring, QuickRead vs Pinned/Proactive/On-Demand AI. Not a ranking; neither publishes prices.
Whatfix AI
Whatfix ScreenSense and AI agents (Authoring, Guidance, Insights): Quick Capture Flows with AI step text, Visibility Rules AI (Beta), QuickRead, Ask Whatfix AI. No published prices (Oct 2026); Standard/Premium/Enterprise; DAP AI add-on.
WalkMe AI
WalkMe (an SAP company since Sep 2024): AI Authoring (gradual release from 31 Aug 2026; cannot publish), AI Insights (GA; MCP on request), Pinned/Proactive/On-Demand AI, Discovery. No published prices (Oct 2026); two packages by quote.
VWO AI
VWO (now Wingify, since 16 Sep 2026) and its Wingz AI: heatmap insights (early access), AI ideas, variations, Wingz Chat audits, agents, synthetic A/B (Advanced), MCP. No published prices (Oct 2026); Wingz Core 2,500 credits/mo included.
LogRocket AI
Galileo (Pro plan): Issues beta with severity ranking and Cursor/Claude agent hand-off, Highlights summaries, Ask Galileo, feedback clustering, MCP for Cursor/Claude Code. From $176/mo at 25k sessions billed annually (Oct 2026 pricing page); Enterprise quote.
Userpilot AI
Lia agent (skills for activation, retention, adoption, sentiment), AI writing assistant, AI surveys and feedback summaries, MCP for Claude/ChatGPT/Cursor/Copilot. Starter $299/mo (2k MAU), Growth from $849/mo (Oct 2026 pricing page); Enterprise quote.
Appcues AI
Appcues AI drafts and edits from prompts or mockups, Recommendations with AI actions and spike alerts, admin context rules and data toggles, MCP for Claude/ChatGPT/Cursor (Experience Builder beta). No published prices (Oct 2026); Start/Grow/Enterprise by MAU and experiences; Spark for teams under 25.
What’s new in LaunchDarkly (Sep 2026)
Warehouse-native assignment, in-app sample-size estimates, editable AgentControl datasets, LaunchDarkly AI SDK. Only fetched entries.
What’s new in Statsig (Sep 2026)
Entity-level edit/delete, self-serve MCP RBAC, read-only analyst MCP, AI autonomy note. Only fetched Sep entries; no swap.
What’s new in Gainsight (Sep 2026)
Agentforce/Slack MCP, Ask Staircase in Copilot/Slack/MCP, CS MCP Logs, Update Source, C360 stakeholder widgets. Only fetched entries.
Stack map for product ops
Seven-job inventory with who approves launches, flags, flows, and outreach. Costs from invoices only.
Planhat AI
Planhat AIP (AI steps in Automations, sentiment and categories, Conversation Summary, AI credits), Pi customer agent (limited rollout, waitlist), MCP server with OAuth and role-scoped write access. No public prices.
Statsig
Part of Amplitude since 5 May 2026 (OpenAI deal 2025). AI experiment summaries, Hypothesis Advisor, AI stale gate cleanup PRs, Knowledge Bank (beta), MCP v3 beta with role-scoped writes. Developer free; Pro $150/mo + $0.05 per 1K events over 5M (Oct 2026).
Optimizely Opal
Opal (now Optimizely Agent Platform, chat: Mark): Test Ideation, Experiment Planning, variation development agent, results summaries, CRO Manager drafts. Opal credits (200/mo complimentary through Dec 2026). No public prices.
Contentsquare AI
Sense Chat and AI summaries, Sense Analyst (Pro/Enterprise add-on; Growth open beta), MCP for Claude/ChatGPT/Copilot/Cursor; Heap = Contentsquare Product Analytics, Hotjar folded in. Free plan; Growth from $49 (Oct 2026); Pro/Enterprise quote.
ChurnZero AI
Snapshot AI briefs, AI Marketplace agents (Agentic Essentials), Pilot and Send AI Email with Review Required, Retrospective churn analysis, ChurnZero Connect MCP. No public prices.
Totango AI
Totango is now Odie (10 Sep 2026): Unison risk models, Account Summary, read-only Unison MCP, Customer Knowledge Engine (from $500/mo) and Customer Operating System (from $1,500/mo), one-year minimum.
Vitally AI
AI Copilot (included), AI+ add-on (AI Meeting Recorder, custom summaries, all-time history), AI Actions follow-up drafts, Copilot Calculations, Vitally MCP (beta, read-only option). No public prices.
Gainsight AI
Copilot answers and record updates, Staircase AI Risk/Expansion/Handoff agents, Gainsight MCP with admin tool controls, Admin CLI, Build with AI. Quote-only pricing.
LaunchDarkly AI
Vega agent for flag cleanup pull requests and alert triage, AgentControl (formerly AI Configs), guarded rollouts, experiments, hosted MCP. Free Developer plan; usage-based Foundation pricing.
Fullstory AI
StoryAI Summaries, Ask StoryAI, Opportunities, StoryAI Agents (early access), Fullstory MCP, privacy by default. Free plan published; paid plans quote-only.
Gemini for IT ops
Role guide: Gemini in Sheets, Docs, and Gmail for IT coordinators — asset-sheet questions, access-request summaries, onboarding emails; owners approve, technicians act, no IT data in personal accounts.
What’s new in JumpCloud (Sep 2026)
AI Assistant knowledge uploads, AI Gateway dashboard, agent client auth, MCP Server for Users, patch dashboards, Password Vault. Only fetched entries.
What’s new in Zluri (Sep 2026)
SoD policies and insights in requests and reviews, approver reassignment, admin cancellation, Workflows v2 beta, data freshness. Only fetched entries.
What’s new in Pigment (Sep 2026)
Modeler Agent modes, Frames open beta (also via MCP), Notion connector, AI Credits page, split import permissions, Data Flows API. Only fetched entries.
Stack map for IT ops
How-to inventory: service desk, RMM, MDM, identity, SaaS management, chat assistant — owners, invoice costs, overlaps, who approves actions, where secrets live.
Pigment vs Anaplan
Pigment vs Anaplan: one engine vs Classic and Polaris, Modeler Agent vs CoModeler (both need approval), Analyst Agent vs Anaplan Analyst with Show data sources. Not a ranking; neither publishes prices.
Datarails vs Cube
Datarails vs Cube: Excel vs Excel and Google Sheets, consolidation on the plan, AI answers traced to metrics or transactions, who may let AI write. Not a ranking; neither publishes prices.
Claude for IT ops
Role guide: runbooks, joiner/leaver checklists with “confirm with owner” gaps, and line-by-line script reviews in an IT runbooks Project — Claude never runs anything; technicians test, owners approve.
ChatGPT for IT ops
Role guide: a KB drafts GPT that uses only ticket-note steps and marks gaps Unknown, reply macros, change summaries with “Not stated” gaps, and the Dec 11, 2026 GPT-to-plugin move — humans send and run.
Vena AI
Excel-native planning on CubeFLEX: Reporting Agent in Ad Hoc (GA), Analytics Agent (open beta), Planning and Query agents, Vena AI in Teams, Vena MCP; permissions inherited, admin question log. Quote-only pricing.
Drivetrain
Model-first FP&A for startups and mid-market: Drive AI agents (Modeling, Scenario, Insights, BvA, Reporting), approval before AI changes, impact log, MCP with metric-level access. Quote-only; AI included per FAQ.
NinjaOne vs Atera
NinjaOne vs Atera: per device vs per technician (Robin per end user), patch and CVE AI vs AI Copilot and Robin, who approves device actions. Not a ranking; NinjaOne lists $1.50–$3.75 per device per month (Oct 2026), Atera $149–$219 per technician per month billed annually (Oct 8, 2026).
Moveworks vs Atomicwork
Moveworks vs Atomicwork: keep your ITSM with Moveworks on top, or replace it with Atomicwork (or run its AI on ServiceNow/JSM first); approvals, building your own, pricing. Not a ranking; Moveworks quoted, Atomicwork prices published.
Datarails
FinanceOS consolidation under Excel, AI Assistant (Beta, Claude-powered) with per-account in-flow agents, close agents that draft but never post, read-only FinanceOS AI Connector (MCP). Quote-only pricing.
Cube
Charlie in the Sheets/Excel sidebar, Smart Analysis top-five variances, Planner Agent (never overwrites Budget/Forecast/Actuals), MCP Server with Read Only vs Write permissions, metered AI credits. Quote-only pricing (Bronze/Silver/Gold).
Abacum
Abacum Intelligence (launched Apr 2026): AI Data Entry with owner approval and logged reasons, AI Spaces, right-click traceability, Scenario Studio and goal seek, Smart Mapping, MCP. No public pricing page.
Planful AI
Signals (formerly Predict: Signals) anomaly flags with confirm/resolve/escalate, Projections ML baselines, Analyst and Planner Assistants (write-back coming), Help, read-only MCP Server for Claude. No public pricing page.
Torii
SaaS discovery, Contract Magic Auto-Fill, usage-based reclaim with owner approval, Eko governance copilot, AI Module (billed vs estimated AI spend), Data Agents, MCP server. No prices on Torii’s page in Oct 2026.
Zluri
Access reviews with insights and recommended actions (reviewer decides), Approver Insights (limited availability), SoD checks (Early Access), shadow-AI tagging, Request to Forego, AI-Powered Integrations. No prices on Zluri’s page in Oct 2026.
Pigment AI
Analyst Agent (variance answers, Missions, Multi-Reports), Modeler Agent with Ask/Build/Plan modes, Predictions, MCP server and Agent Connectors, metered in AI credits. Quote-only pricing; 14-day free trial.
Anaplan AI
Forecaster (Standard/Advanced tiers, prediction-point quotas), Anaplan Analyst (show data sources; separate subscription), CoModeler (build plans you approve), Agent Studio, AI Gateway; CFO agents announced. Quote-only pricing.
NinjaOne AI
Patch Intelligence AI and AI approval overrides (Windows OS patches), AI-driven Vulnerability Management, Katana AI in Early Access. Per-device pricing; NinjaOne lists $1.50–$3.75 per device per month (Oct 2026).
Jamf AI
AI Assistant (off by default; inventory, explain, compliance, app risk) and AI Governance (built into Jamf for Mac). Jamf for Mac $12.50/device/mo, Mobile $5.75, billed annually, 25-device minimum.
Atomicwork
Atom assistant, access automation, AI Coworkers (Allow/Ask/Deny, spend caps, logs), ITSM or Bring Your Own Platform. Professional from $25,000/yr; outcome pricing $1/$2/$3+.
Moveworks
AI Assistant plugins for password, access, and ticket requests, enterprise search, Knowledge Studio, Tool Studio. Now a ServiceNow company; quote-only pricing.
Atera AI
AI Copilot (included: scripts, ticket summaries, KB drafts, MCP) and Robin (paid, per end user). Atera lists plans at $149–$219 per technician per month billed annually (Oct 8, 2026).
JumpCloud AI
AI Admin Assistant (confirms before acting), AI & SaaS Management with MCP and token tracking, AI Gateway and Agent Identities (preview). Device Management from $9/user/mo.
Stack map for recruiting ops
How-to inventory: ATS AI, notetakers, sourcing, screening, scheduling, job posts — owners, invoice costs, overlaps, who decides, candidate notice.
What’s new in Workable (Sep 2026)
Recruiting Agents GA, credit pricing, AI credits report, agent controls, Workable MCP Server for Claude and ChatGPT. Only fetched posts.
What’s new in FloQast (Sep 2026)
Transform builds from last month’s close, Detect (beta), AI Assistant JE review (early access), Operational Audit, COSO AI Governance. Only fetched posts.
What’s new in Greenhouse (Sep 2026)
Reschedule reasons, application caps, interviewer groups in self-schedule, MCP redirect allowlist, Notetaker transcripts via Harvest v3/MCP, Analytics beta. Only fetched entries.
Gemini for recruiting
Role guide: Gemini in Docs, Gmail, and Sheets for recruiting coordinators — job posts, scheduling notes, and pipeline checks; people decide, no candidate data in personal accounts.
ChatGPT for recruiting
Role guide: an Outreach drafts GPT that forbids protected-trait assumptions, job-post drafts, structured interview questions, and the Dec 11, 2026 GPT-to-plugin move — humans send, people decide.
Claude for recruiting
Role guide: intake briefs, interview kits with job-related questions only, and quoted debrief summaries with a Recruiting Project — people decide, no candidate data in personal accounts.
FloQast vs Numeric
FloQast vs Numeric: checklist, recs, AI matching and agents vs live GL, flux drafts, monitors and AI-drafted rules; ERP fit; audit evidence. Not a ranking; both quote-only.
Juicebox vs LinkedIn Hiring Assistant
Juicebox vs LinkedIn Hiring Assistant: public-data profiles and own seats vs LinkedIn member data as a Recruiter add-on; feedback loops, outreach settings, credits. Not a ranking; Juicebox prices published, Hiring Assistant quoted.
Metaview vs BrightHire
Metaview vs BrightHire: notes to ATS, Slack, or a TLDR vs drafted feedback forms with one-click submit; consent and opt-out workflows; add-ons. Not a ranking; Metaview Notetaker priced, BrightHire by demo.
Ashby vs Greenhouse
Ashby vs Greenhouse AI: criteria with citations vs calibrated match labels, notetaker add-on vs plan feature, assistants and MCP, fraud checks. Not a ranking; Ashby Foundations price published, Greenhouse quoted.
Stampli
AP + P2P on top of your ERP: Billy codes invoices line by line, predicts approvers, matches POs, flags duplicates; vendor portal with approved bank changes; Direct Pay. Quote only; no public price.
Numeric
Close + flux on live GL data: AI-drafted flux explanations, checklist with owners and MCP agents, recs with auto-submit, transaction monitors, AI-suggested cash rules. Modules listed; no public price.
BlackLine AI
Close + intercompany at scale: Transaction Matching and Verity Match, Verity Prepare recs, Journal Entry and Verity Accruals, intercompany create/balance/settle, Flux and Narrate, Collect and Remit. No public price.
FloQast AI
Close management + AI: transaction matching (incl. 3-way), recs with sign-offs, Transform agents, AI journal entry review, flux drafts, Detect. No per-user fees; no public price.
Eightfold AI
Talent intelligence: candidate and internal matching with reasoning, talent marketplace, AI Interviewer + 360 Interview, Interview Companion, Candidate and Career Coach agents, LL144 audits. No public price.
Textio
Job-post highlights and Textio Score, Write it with Textio AI, outreach and employer brand guidance, interview feedback in Workday/Greenhouse, manager feedback, Lavalier. Quote-based pricing.
LinkedIn Hiring Assistant
Recruiter add-on agent: intake to qualifications, sourcing into Pipeline, feedback-driven suggestions, AI and instant outreach, English prescreening, monthly credits per license tier. No public price.
Juicebox
PeopleGPT natural-language search, filters vs criteria, Agents add-on ($199/agent/mo), sequences with AI Commands, Smart Reports, MCP. Public prices from $99/seat/mo yearly.
Paradox
Olivia-style assistant for text-to-apply, knockout screening you configure, self-scheduling with reminders, offers and onboarding by text, Hiring Goals. Workday-owned; no public prices.
HireVue
On-demand video interviews, voice AI Interviewer (Meets / Does not meet + rubrics), assessments, self-scheduling and rule-based progression, integrity checks. Demo pricing.
BrightHire
AI interview notes and feedback-form drafts, Interview Assistant in Zoom, planning and coaching agents, BrightHire Screen, fraud signals. Zoom-owned; demo pricing.
Workable AI
AI job description and interview question generators, screening summaries, 400M+ profile sourcing, Workable Agent on AI credits. Published plan prices.
Lever AI
Talent Fit matches with reasons, AI Interview Companion summaries, Screening Companion drop-off signals, Fraud Signals, Nurture. Quote-only pricing.
Ashby AI
Criteria-based application review with citations, Ashby Assistant and custom agents, AI Notetaker add-on, MCP. Read the citation before anyone is archived.
Greenhouse AI
Talent Matching calibrations and match labels, Talent Matching assistant, Notetaker, Real Talent fraud and CLEAR checks, MCP. Quote-only pricing.
Metaview
Interview notes with templates and transcript links, cited Assistant, snippets, Reports and MCP, Application Review, Screening, Sourcing. Published per-agent prices.
dbt Wizard
Tests and docs as diffs, agent-mode refactors, Explore mode, per-token billing from Sep 2026. Build the model before you merge.
Metabase Metabot
Saved-question-first answers, SQL drafts it doesn’t run, verified content, per-group AI controls, published prices. Compare before you save.
Julius AI
File analysis, Data Explorer, connectors, credits, file retention, published prices. Recompute one total before you share.
Zip AI
Intake drafting, Concierge, Superagents with approval controls, Zip Forward 2026 launches. No public prices.
Coupa Navi
Analytics Agent, sourcing and AP agents, Agent Studio, MCP via Navi Connect, Tonkean and Rossum. No public prices.
Spellbook
Market comparisons, Review with playbooks, Draft and Ask, Associate, ACM early access. No public prices; not legal advice.
Juro AI
Operator with citations, AI Review on playbooks, AI Assistant, drafting via Operator, Claude, or ChatGPT. No list price; not legal advice.
Power BI Copilot vs Tableau Pulse
Ask-the-report vs follow-a-metric, prerequisites (Fabric capacity vs Cloud edition), published prices. Not a ranking.
Hex vs Julius AI
Where data lives, who needs the answer, how to check it, editors vs credits, published prices. Not a ranking.
Databricks Genie vs Snowflake Cortex Analyst
Curation (SQL examples vs semantic views), checking SQL, billing (LLM DBUs vs credits). Not a ranking.
Zip vs Coupa
Trace one purchase, compare front doors (Concierge vs Tonkean intake), agent controls, no public prices. Not a ranking.
Claude for data ops
Double-count review, metric definitions, write-ups from verified results, what stays out of chat. Not a BI tool.
ChatGPT for procurement
Vendor compare with gaps marked, RFP outlines, intake summaries, custom GPT retirement plan. ChatGPT Business prices.
Gemini for legal ops
Renewals from a tracker, intake drafts, Gmail summaries, plan check (no Gemini in Sheets on Starter). Not legal advice.
What’s new in Hex (Sep 2026)
Chat with apps, CSV exports from cell outputs, Skip approvals, MCP project building, BYOK, new models. Only fetched entries.
What’s new in Power BI (Sep 2026)
Model-level AI access control, old file picker cutoff, Export to Excel 500k, DirectQuery in the service, PBIP GA. Only fetched items.
What’s new in dbt (Sep 2026)
AI on by default, Wizard per-token billing, flipped behavior flags, dbt v2 and dbt State GA, new names. Only fetched lines.
Stack map for data ops
Blank inventory table for five data jobs, invoice-only costs, overlaps, links to the reviews. No invented prices.
Qlik Answers
Knowledge bases, citations and general-knowledge labels, fast vs thinking mode, indexing capacity. Open every citation before you act.
Domo AI
AI Chat with process steps and SQL, the Oct 2026 multi-DataSet update, agent tasks in Workflows, credits. People own alerts and actions.
Rows AI in Oct 2026: what happened after Superhuman bought Rows, and where to move
Status and migration guide: Rows wound down on 31 May 2026 after Superhuman bought it. What its AI Analyst did, XLSX/CSV export limits, and where to move — check totals after the move.
Sigma AI
Formula assistant, Sigma Assistant with View SQL, AI columns, workbook agents. Compare one total before you trust it.
Databricks Genie
Genie spaces (Genie Agents), example SQL, benchmarks, Genie One. Read the generated SQL before you forward the number.
Snowflake Cortex
AI_SUMMARIZE, AI_CLASSIFY, Cortex Analyst on semantic views, Cortex Agents. Credits, not seats — spot-check outputs.
Hex AI
Threads on endorsed data, notebook agent, Generative Apps. Check the logic before you forward the chart.
ThoughtSpot Spotter
Ask, read the search tokens, coach what is missing. Business terms only match exact wording.
Power BI Copilot
Copilot on reports you already have. Needs Fabric or Premium capacity, not just Pro. Trace each number.
Incident.io
Timeline in, update draft out. A human sends. No invented root cause.
Sentry AI
Triage note from the issue you already have. Read the diff before merge.
New Relic AI
Plain-language question to a query a human runs. No invented prices.
Grafana Assistant
Explain the panel you can point at. A human writes the note.
Honeycomb AI
Name real fields, run the query yourself, do not invent a cause.
Dynatrace Davis
Read the problem note. A human confirms before mute, close, or customer copy.
Sourcegraph Cody
Find the file, open it, then explain. Do not paste secrets.
CodeRabbit
Triage every comment. Silence is not approval. Narrow nits.
Guru AI
Cite a card or say Unknown. Do not send card text to customers.
Scribe
Capture, redact, edit, then move the steps to the canonical wiki.
GitBook AI
Cite a live page or say Unknown. A human publishes.
Vanta AI
Cite evidence or say Unknown. A human submits. Not legal advice.
Ironclad AI
Quote the clause. A human decides. Not legal advice.
Klaviyo AI
Draft from a real offer. A human sends. No invented rates.
Customer.io AI
Match the trigger to a real event. A human ships. No fake metrics.
Fellow AI
Agenda from open items only. A human edits. One capture tool if any.
Sentry AI vs Datadog Bits
Start from the issue or the graph. Do not ask both.
Incident.io vs PagerDuty AI
Page in the pager. Update in the record. A human sends.
Cody vs GitHub Copilot
Find, edit, and review are three jobs. One tool each.
Claude for security ops
Upload the file. Cite it or say Unknown. File the result in the record.
ChatGPT for knowledge ops
Paste the source. Cite it. Publish in the real library.
Gemini for marketing ops
Brief in the Doc. Ship in the sender. No invented metrics.
What’s new in Sentry (Sep 2026)
Five cited changes. No price grid was on those pages.
What’s new in Linear (Sep 2026)
Five cited changes. Plan names only where Linear printed them. No dollar prices.
What’s new in Intercom (Sep 2026)
Five cited changes. No price was on those pages.
Stack map for knowledge ops
Five jobs, six columns. Cost from an invoice or Unknown.
GitBook AI vs Confluence AI
One URL. Other copies point at it. Do not migrate for chat.
Front AI
Shared-inbox Copilot drafts + Autopilot steps that stay human-gated.
Help Scout AI
Docs/Beacon AI Answers coverage with human escalation topics.
PagerDuty AI
AIOps grouping/suppress candidates — responders confirm always-page.
Kustomer AI
CRM-timeline summaries + reply drafts a human edits before send.
Gorgias AI
Ecommerce ticket drafts — mark Unknowns that need Shopify truth.
Zoho Desk AI
Triage labels + QA sample for AI drafts before enablement.
Datadog Bits
Observability query drafts + narratives — humans own alerts.
Raycast AI
Mac launcher drafts — Raycast AI vs stay-in-app for recurring ops jobs.
Plane AI
Issue hygiene on open/self-host boards — labels + digest a PM edits.
Notion Calendar
Focus holds linked to Notion tasks — never invent attendees.
Shortcut AI
Story hygiene + sprint notes — risk bullets and standup a lead edits.
HubSpot Service Hub AI
Ticket drafts + CRM truth fields when HubSpot is CRM+CS.
Pendo AI
Adoption metrics and guide audiences for ops/CS. Verify Leo vs Pendo AI add-ons.
PostHog AI
Three funnel questions AI may answer, three that stay analyst-owned.
GitLab Duo
MR summary and test gaps a human reviewer confirms. Verify Duo packaging live.
Salesforce Service Cloud AI
Pilot outline: three case jobs safe to draft, three that stay agent-owned.
Linear AI vs Jira AI for ops
Same ops issue list in Linear vs Jira, and which one fits checklist procedures.
Freshdesk Freddy vs Zendesk AI
Same FAQ set on Freddy vs Zendesk AI, and which desk is already the record.
Datadog Bits vs PagerDuty AI
Six incident jobs mapped to Datadog, PagerDuty, or both.
Claude for incident ops
Project for incident drafts: postmortem outline plus Unknowns, no invented cause.
ChatGPT for incident ops
Custom GPT Incident draft: never invent root cause, run on a sanitized paste.
Gemini for support
Three reply drafts from a macro outline, with policy-review items marked.
What’s new in Front (Sep 2026)
Five sourced September Front changes, plus the MCP date that is actually 6 Oct.
What’s new in PagerDuty (Sep 2026)
Five dated September PagerDuty notes, including SRE Agent Skills and the postmortem deadline.
What’s new in GitLab (Sep 2026)
Five GitLab 19.4 items from 17 Sep 2026: /goal, MCP rules, MR tools, models, credit export.
Stack map for support ops
Blank stack map: triage, macros, KB, CSAT, escalations. Fill only what you pay for.
Asana Intelligence vs Jira AI for ops
Same ops snippet in Asana vs Jira, and which fits checklist procedures.
Todoist AI
Personal and ops task hygiene — focus trio and labels with human pins.
Basecamp AI
Small ops on Basecamp — status and to-do drafts with human approve before client send.
Hive AI
Ops project hubs — risk bullets and weekly summaries a PM edits before send.
Teamwork.com AI
Client projects — status update + 3 next actions a PM approves before send.
Calendly AI
Ops intake calendars — event-type copy and routing notes with human edit; no invented availability.
Cal.com AI
Open scheduling — event copy and routing for 2 ops intake types; mark human gates.
Microsoft Teams Copilot
Meeting and channel assists when Teams is the collab SoR — Unknown for missing owners.
Rippling AI
People/IT ops FAQ and policy drafts — counsel/admin review; not legal or payroll advice.
Lattice AI
Performance/engagement — coaching prompts a manager edits; never invent ratings.
BambooHR AI
Small-team HRIS — onboarding FAQ drafts vs HR-owned questions; verify live packaging.
Workday AI
Mid-market HCM/finance — pilot draft-safe jobs; human confirms before action.
Jira AI
Issue hygiene and summaries for ops already on Jira — complementary to Confluence AI.
Atlassian Intelligence
Umbrella AI across Jira and Confluence — map jobs to product homes; complements jira-ai / confluence-ai.
ServiceNow AI
ITSM triage/knowledge assists when ServiceNow is already standardized — QA before enablement.
Trello AI
Lightweight ops boards — checklist templates and stale-card rules with human approve.
Wrike AI
PMO work management — status and risk drafts a PM edits before stakeholder send.
Relay.app
AI-assisted ops handoffs (enrich → Slack approve → Sheet) — pattern guide after Sep 2026 shutdown; rebuild in Make/Zapier.
Notion AI for ops
Role guide: wiki notes → tracked work — meeting extract to DB-ready table; vs ChatGPT / Claude Projects.
Mem
Personal ops memory notes — light cross-link; primary hub is Meetings & notes.
Reflect AI
Networked personal/ops notes — backlinks + weekly review; when Reflect beats wiki sprawl vs Notion/Mem/Coda.
Craft AI
Doc outlines and polish for small ops writing — 5-bullet SOP → draft section list; human owns final publish.
ChatGPT vs Gemini for ops
Educational compare: Team chat vs Workspace-native writing/research — where files live drives the choice.
Claude Artifacts dashboards
Lightweight weekly KPI charts beside chat — CSV → trend + movers + Slack caption; not a BI replacement.
Slack AI
Channel summaries and search for ops already in Slack — when a Project or wiki is still clearer.
Shortwave
AI email for ops inboxes on Gmail — summaries/drafts vs Superhuman or Gemini in Gmail.
Superhuman AI
Fast email for ops leads — triage Respond today / Waiting / FYI; vs Shortwave / Gemini in Gmail.
v0
Internal UI mocks for ops — vendor queues and drawers you can hand to eng (not a product rebuild).
Make scenarios
Feature how-to: finance approvals + Slack alerts, writebacks, and 24h failure ownership.
Coda AI
Docs+tables runbooks for ops — rewrite messy SOPs into purpose, steps, owners, checklist.
Notion AI vs Coda AI for ops
Educational compare: Notion wiki patterns vs Coda doc+table for runbooks — same-runbook Try this; not a scorecard.
Smartsheet AI
Grid ops for finance/PMO trackers — % complete formulas and variance notes; vs Sheets+Gemini / Airtable.
Reclaim.ai
Calendar defense for ops leads — habits and tasks into defended focus blocks vs Motion.
Motion AI
Calendar-first task planning — auto-schedule flexible ops blocks vs human-pin; vs Reclaim.
Clockwise
Discontinued: as of Oct 11, 2026, Clockwise says it shut down on March 27, 2026. What it did, and Reclaim / Motion as alternatives.
Sunsama
Daily shut-down and intentional planning for ops makers vs calendar auto-schedulers.
Bardeen
Browser automation for ops glue — playbooks vs Zapier/Make when the job is web UI.
What’s new in ChatGPT (Sep 2026)
Dated ops re-look: Astra, Library connectors, Data/Deep Research in Work, Zendesk/OneNote plugins.
What’s new in Gemini (Sep 2026)
Dated Workspace ops re-look: Skills, cross-app drafts, Sheets canvas, Meet Quick notes / Drive hub.
Airtable AI
AI inside Airtable ops trackers — Field Agents, Omni, interfaces vs exporting to chat.
Airtable AI vs Smartsheet AI
Bases vs grid PMO — same tracker snippet; which fits finance PMO.
Gemini for ops leads
Role guide: day-to-day Gmail/Docs/Sheets loop with Gemini.
Gemini for finance
Role guide: Sheets/Docs close and MoM variance in Workspace — no invented figures.
Amazon Q Business
Workplace answers on AWS-centered stacks — pilot with sources, eval questions, success criteria.
Google Agentspace
Educational overview: agents on Google workplace data — pilot-safe jobs vs stay human; verify naming.
Claude for ops leads
Role guide: Projects, files, and meeting → action workflows.
Claude for revops
Role guide: pipeline hygiene, forecasts, enablement notes via Projects.
ChatGPT for revops
Role guide: Team Custom GPTs for pipeline hygiene and ops cadences.
Claude for founders
Role guide: weekly review, hiring notes, investor FAQ via Projects.
Claude for customer success
Role guide: QBR notes → risks, expansion signals, follow-ups via Projects.
Claude for support
Role guide — Project Support macro outline; 3 replies + human-review items; no invented policy.
ChatGPT for support
Role guide — Custom GPT Support draft; never invent policy; sanitized ticket paste + human review.
AI stack trim playbook
Map overlapping AI seats — jobs→tools table without a scorecard; soft $9/$19.
Figma AI
Design assists for ops/product handoff when the team already lives in Figma.
Miro AI
Workshop boards and process maps for ops — swimlanes/owners/risks; vs FigJam.
Lucidchart AI
Formal ops process maps — prose to flowchart with diamonds and owners vs Miro workshops.
Tableau Pulse
Metric alerts for ops/finance consumers — digests for non-analyst followers vs full dashboards.
FreshBooks AI
Invoicing assists for small finance ops — invoice copy and categorization drafts with bookkeeper confirm before send.
Harvest AI
Time tracking assists for ops and agencies — client summaries and review flags; humans own billable truth.
Toggl Track AI
Time insights for lean ops — tags and weekly insight format when light tools beat full PSA.
QuickBooks AI
Bookkeeping assists for small finance ops — categorize + summaries with human confirm before close.
Tipalti AI
Payables automation for scale AP — multi-entity pilots vs BILL / QuickBooks; human before pay.
NetSuite AI
ERP assists for mid-market finance ops already on NetSuite — human confirms before post.
Sage Intacct AI
Mid-market finance ops assists already on Intacct — pilot 3 AI-draft jobs vs 3 controller-owned; human before post.
Xero AI
Ledger assists for small finance teams on Xero — bank-rec and coding with bookkeeper confirm.
BILL AI
AP assists for invoice ops — coding drafts and exception queues with human approval.
Expensify AI
Expense receipt assists for lean finance — OCR and policy flags before submit.
Stack map for finance ops
Inventory AI seats by finance job — Job | Tool | Owner | Cost/mo | Overlap | Decision for close, AP, expense, board pack, forecasting.
Stack map for sales ops
Inventory AI seats by GTM job — Job | Tool | Owner | Cost/mo | Overlap | Decision for pipeline, sequences, CI, enrichment, forecast.
Stack map for people ops
Inventory AI seats by HR job — Job | Tool | Owner | Cost/mo | Overlap | Decision for onboarding, payroll FAQ, reviews, IT access, policy.
Height AI
Autonomous project assists for product+ops — update rules + human gates; verify live packaging (Oct 2026).
Linear AI
Issue triage for eng+ops glue work when Linear is already the tracker.
Apollo.io
Prospecting enrichment for ops/revops — fields, QA, and what not to auto-send (cross-hub).
Gemini
Workspace overlap angle for ops/finance drafts already in Google.
ChatGPT Custom GPTs
Ops SOPs and intake bots without building an app.
Claude for finance
Close checklist, variance notes, board-pack drafts.
Claude vs Gemini for finance
Compare: Projects vs Workspace close jobs — same MoM variance Try this; companions Claude/Gemini for finance.
Claude Projects
Files + instructions for recurring ops/finance workstreams.
What’s new in Notion (Sep 2026)
Dated Notion / Notion AI changes for ops — skills, model controls, Custom Agents; cite public Sep notes.
What’s new in Slack (Sep 2026)
Dated Slack / Slack AI changelog for ops — MCP Lists, analytics, CRM summaries; cite public Sep notes.
What’s new in Asana (Sep 2026)
Dated Asana / Asana Intelligence changelog for ops — AI Teammates, Dash, Automations; cite public Sep notes.
Notion AI
Wiki AI inside Notion — useful when Notion is already where docs live.
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