The AI stack audit guide now separates suspected unauthorized actions or data exposure from routine keep/replace/add/cancel review. Teams contain affected connectors, preserve evidence, verify downstream impact with a named owner, and only then decide whether to retain, replace, or offboard the tool.
- Check scope
- Vendor-neutral incident-first buyer decision guidance. No vendor capability, pricing, privacy-policy claim, certification, tool verdict, recommendation scoring, quiz behavior, or route logic changed.
- Verdict impact
- No verdict changeNo tool verdict changed. A suspected unsafe connected-AI action now triggers immediate containment and incident ownership instead of waiting for the next procurement or renewal review.
Added a direct choice for founders and technical teams comparing Bolt's browser-first app-building and token allowance model with Replit Agent's code-visible hosted workspace and Agent usage model. The guide requires a matched low-risk app pilot, cost measurement, code handoff, and production security review.
- Check scope
- One new comparison, reciprocal tool relationships, compare-index discoverability, and public buyer decision history. No tool verdict, quiz scoring, recommendation order, pricing contract, or app UI changed.
- Verdict impact
- No verdict changeExisting tool verdicts remain unchanged; buyers gain an explicit same-app cost, ownership, and publishing test before choosing an AI app builder.
Fathom buyers now have a concrete team-rollout check: organization and team admins can set capture and visibility defaults by meeting type, and an optional account-admin setting can expose even calls marked Private. The latter is off by default. Bot-free Google Meet video on supported Mac setups also has platform and consent requirements; test those before requiring bot-free capture.
- Check scope
- Official Fathom October 2026 release notes and August 20 admin settings were reviewed. Updated canonical Fathom verdict rationale, privacy/security notes, source references, and check dates. No price or plan amount was revalidated; no tool verdict, recommendation scoring, quiz mapping, new route, or UI behavior changed.
- Verdict impact
- No verdict changeFathom remains Try. Teams should verify whether admins can access private recordings and whether bot-free capture is permitted and supported before approving meeting-note rollout.
Added a reusable evaluation scorecard that compares shortlisted AI tools against the same representative tasks, baseline, outcome evidence, reviewer effort, actual spend, and non-negotiable safety gates. Teams can now record a defensible choose, keep, rerun, or reject decision instead of relying on a polished demo or an average score.
- Check scope
- Vendor-neutral evaluation artifact and public decision history. No vendor capability, pricing, privacy-policy claim, tool verdict, recommendation scoring, quiz behavior, or application layout changed.
- Verdict impact
- No verdict changeNo tool verdict changed. Buyers gain a repeatable evidence record and explicit go/no-go gates before expanding an AI tool pilot.
The app-builder comparison now distinguishes Replit Agent's newly documented troubleshooting and Pro-plan support-ticket handoff from application-code debugging, which Replit's support policy excludes. Buyers must test the support and incident-response boundary before relying on a generated app.
- Check scope
- One existing comparison's pilot support/escalation guidance and public update history. No tool verdict, comparison winner, pricing claim, recommendation scoring, quiz behavior, application code, or vendor-specific Base44 support entitlement changed.
- Verdict impact
- No verdict changeThe Base44-versus-Replit operating-model verdict is unchanged. Buyers now test support eligibility, escalation ownership, and the debugging context shared with a vendor before production reliance.
The AI Tool Renewal Review Checklist now separates actively useful seats from the vendor's minimum billable commitment and cancellation deadline. Teams record the actual next-term cost and require confirmation of any seat reduction or cancellation before treating projected savings as real.
- Check scope
- Vendor-neutral contract-cost decision guidance. No vendor price, feature, legal term, privacy-policy claim, tool verdict, recommendation scoring, quiz behavior, or application route changed.
- Verdict impact
- No verdict changeNo tool verdict changed. A renewal decision no longer counts unused-seat reductions as savings until the contract permits the change and the vendor confirms its effective date.
The AI stack audit guide now carries keep/replace/add/cancel decisions into the AI Stack Decision Memo with a named owner, supporting evidence, next review, and stop condition. Replacement, addition, and cancellation remain open until the relevant pilot, migration, permissions, or offboarding work is verified.
- Check scope
- Vendor-neutral audit decision-record and lifecycle handoff guidance. No vendor facts, pricing, privacy-policy claims, tool verdict, recommendation scoring, quiz behavior, or route implementation changed.
- Verdict impact
- No verdict changeNo tool verdict changed. An audit category alone no longer counts as an approved or completed stack action without evidence, ownership, and the required follow-through.
The engineering-manager code-review recipe now requires a two-week pilot to sample AI summaries against actual diffs, tests, and reviewer findings. Teams record missed risky changes, incorrect test claims, reviewer corrections, and turnaround time; they expand only when review quality holds alongside repeatable time savings.
- Check scope
- Vendor-neutral code-review pilot and quality-evidence guidance. No vendor capability, pricing, privacy-policy fact, tool verdict, recommendation scoring, quiz tuple, linked slug, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict changed. Faster review alone is no longer sufficient to expand AI code-review seats when sampled summaries omit material risk or misstate test evidence.
The customer-support AI category now asks teams to check actual ticket and customer-record outcomes rather than treating the agent's success message as a verified resolution. Teams sample automated closures and assign an owner to reopen or correct mismatched cases before expanding automation.
- Check scope
- Vendor-neutral support rollout and outcome-verification guidance. No vendor capability, pricing, privacy-policy claim, tool verdict, recommendation scoring, quiz mapping, route, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict changed. A reported AI resolution is not enough to expand the pilot until the recorded and customer-visible result matches the intended support action.
The SEO content workflow now directs editors to the AI Research Source Verification Checklist before publication. Teams must trace consequential claims to primary sources, test whether corroboration is independent, and hold unsupported claims for a named reviewer instead of treating cited AI output as publication-ready.
- Check scope
- Vendor-neutral SEO publication and source-verification guidance in the existing workflow. No vendor capability, pricing, privacy-policy claim, tool verdict, recommendation scoring, quiz mapping, CTA, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict changed. A cited AI-assisted SEO brief remains unapproved until decisive claims pass independent source-origin review and a named reviewer clears unsupported claims.
The AI stack decision memo now separates purchase and seat approval from permission to use sensitive data, connected workspaces, and delegated actions. Teams record the exact approved boundary and require a new named approval before expanding it.
- Check scope
- Vendor-neutral approval and handoff guidance. No vendor-specific capability, pricing, data-policy, security-certification, tool verdict, recommendation scoring, quiz mapping, route, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict changed. A purchased seat or approved stack no longer implies approval to upload sensitive data or delegate higher-impact actions.
The free-versus-paid guide now separates buying a paid AI plan from approving sensitive-data use. Teams must check the exact plan's training-use, retention, sharing, connector, and admin terms for their intended data class, and keep unapproved pilots on public or synthetic inputs.
- Check scope
- Vendor-neutral purchase-versus-data-use approval guidance. No vendor-specific capability, pricing, privacy-policy, tool verdict, recommendation scoring, quiz mapping, route, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict changed. A paid subscription alone no longer counts as permission to upload confidential data; the intended data use needs its own approval.
The research verification checklist now asks reviewers to trace apparently corroborating citations to their original study, dataset, announcement, or interview. Repeated coverage of one source is treated as one evidence chain; uncorroborated decisive claims remain on hold for human review.
- Check scope
- Vendor-neutral research evidence verification guidance. No vendor facts, pricing, privacy-policy claims, tool verdicts, recommendation scoring, quiz mapping, routes, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict changed. A consequential research decision cannot treat repeated summaries of one original source as independent confirmation.
The user-research workflow now asks teams to count distinct participants behind consequential AI-generated themes, inspect contradictory interviews, and have the study owner review consent, source access, and gaps before a theme drives product prioritization.
- Check scope
- Vendor-neutral research-synthesis evidence and decision-ownership guidance. No vendor capability, plan, privacy-policy, tool verdict, recommendation scoring, quiz mapping, CTA, route, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict changed. Teams now keep weak or conflicting AI-generated themes provisional instead of treating a polished summary as enough evidence for a roadmap decision.
The product-designer role now requires a representative hosted app-builder prototype to run and remain editable outside the builder before the team treats that tool as a production path. Data and authentication dependencies must also have a maintainable handoff; otherwise the prototype stays a disposable pilot.
- Check scope
- Vendor-neutral designer-role decision guidance aligned with the current design/prototyping category. No vendor feature, pricing, privacy-policy, tool verdict, recommendation scoring, quiz mapping, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict changed. Designers now require portable code and maintainable dependencies before committing to a hosted builder for production rather than treating an export button as sufficient proof.