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July 2026 decision history

Material Choose AI Stack content changes, source checks, and recommendation-history entries from this month.

Change type

Showing 79 of 79 updates

July 2026

79 updates

Expanded the connected AI assistant permissions guide with a separate approval path for sensitive personal data. The new guidance uses ChatGPT Health as a current example and tells buyers to classify sensitive data, verify provenance and currentness, choose per-use or ongoing permissions deliberately, preserve professional escalation, and document revocation before approving a connection.

Check scope
Buyer-facing guide and public update history only. Sources checked: OpenAI Health launch guidance dated July 23, 2026 and the OpenAI Health Privacy Notice. No catalog records, tool verdicts, rankings, quiz scoring, recommendation order, pricing, Product behavior, UI system, or commercial metadata changed.
Verdict impact
No verdict changeNo tool verdict or recommendation changed. The guide now distinguishes ordinary connector approval from sensitive personal-data approval and adds a bounded operating check for high-consequence use.

The Vendor Pricing and Security Review Checklist now records the renewal date, notice deadline, review owner, and a 30–60 day checkpoint for rechecking actual usage, value, pricing, and security before a contract automatically rolls over.

Check scope
One vendor-neutral template lifecycle checkpoint and maintained date only. No vendor-specific pricing or security claims, tool verdicts, recommendations, quiz behavior, workflow records, comparisons, or application behavior changed.
Verdict impact
No verdict changeNo tool verdict or recommendation changed. Buyers now have an explicit owner and review window for deciding whether an existing vendor contract should renew, change, or end before the notice deadline.

The AI meeting-notes and AI coding-tools category pages now hand buyers directly to the operational checklist that matches the next rollout decision: a meeting-notes policy checklist for consent, retention, and ownership, and a coding-assistant rollout checklist for governed team adoption.

Check scope
Category guidance and maintained dates only. No tools, category membership, verdicts, pricing, privacy/security claims, quiz rules, recommendation order, or template content changed.
Verdict impact
No verdict changeNo tool verdict or recommendation changed. The category pages now expose the existing policy and rollout artifacts at the point where a buyer moves from choosing a tool to governing deployment.

Three buyer guides now make the next decision explicit: broad directory research ends with a bounded shortlist handoff, free-versus-paid review ends with a renew, reduce, replace, or cancel checkpoint, and the AI-stack audit guide links that renewal decision to the copyable review checklist.

Check scope
Guide decision methods, maintained dates, guide metadata, and links to an existing renewal checklist only. No vendor pricing or security claims, tool verdicts, quiz scoring, recommendation order, taxonomy semantics, or template content changed.
Verdict impact
No verdict changeNo tool verdict or recommendation changed. The guides now define when discovery is complete and how an existing-tool decision proceeds into a recorded renewal review.

Added a copyable checklist for deciding whether to renew, reduce, replace, or cancel an AI tool. It structures the review around workflow ownership, actual adoption and value, cost and risk changes, alternatives, switching effort, and one recorded decision before the renewal deadline.

Check scope
New vendor-neutral buyer template and template-catalog registration only. No vendor-specific pricing or security claims, tool verdicts, recommendations, quiz behavior, application behavior, or navigation system changed.
Verdict impact
No verdict changeNo tool verdict or recommendation changed. This adds a reusable decision artifact for reviewing existing AI spend and recording the next renewal action.

The default-assistant chooser now turns a shortlist into one bounded trial before a team buys seats or standardizes. Buyers are directed to the existing AI Tool Pilot Checklist to name the owner, allowed data, repeated task, success evidence, and return-to-shortlist condition.

Check scope
Guide decision guidance, guide-catalog metadata, and the handoff to the existing pilot checklist only. No tool verdicts, pricing or privacy/security claims, recommendation rules, quiz logic, template content, or UI system changed.
Verdict impact
No verdict changeNo tool verdict or recommendation changed. The update adds a lower-risk validation step between choosing a default assistant and buying team seats.

Added a vendor-neutral decision guide for approving AI assistants that connect to workplace files, inboxes, calendars, repositories, and business apps. The guide separates seat approval from connector approval, helps teams map reachable systems and delegated actions, preserves human gates for high-impact work, and gives clear approve, pause, or reject paths before broad access is enabled.

Check scope
New buyer guide, guide-hub metadata, and public update history only. No tool records, verdicts, rankings, quiz scoring, recommendation order, pricing, vendor privacy/security claims, workflow records, templates, UI layout, or commercial metadata changed. The guide links to the existing connected-assistant permissions checklist and AI-stack audit guide.
Verdict impact
No verdict changeNo verdicts or recommendations changed. This adds a reusable least-privilege decision method for connector approval without changing catalog or quiz behavior.

The connected-assistant permissions guide now separates connector access from consequential actions. It maps read, draft, send or deploy, and delete, payment, or access-change actions to default controls and the approval evidence teams should retain for later review.

Check scope
One existing buyer guide only. No vendor-specific permission claims, tool verdicts, pricing, privacy/security source claims, quiz behavior, recommendation logic, template content, or route structure changed.
Verdict impact
No verdict changeNo tool verdict or recommendation changed. Buyers now have a concrete way to place and audit human approval gates at the action that creates the real consequence.

Expanded the Runway buyer decision from a creative workspace pilot to include Runway Dev as a consolidated production API for image, video, audio, reusable recipes, private workflows, and real-time characters.

Check scope
Checked the official July 8 Runway Dev announcement and API pricing documentation for model aggregation, Recipes, Workflows, Characters, billing and cost visibility, vendor review, no-training and retention claims, SOC 2 Type II, moderation, indemnification, and uptime. Updated buyer guidance, the Creative-versus-Dev pricing boundary, and security caveats without changing the Try verdict, quiz logic, comparisons, or recommendation order.
Pages affected
/tools/runway
Verdict impact
No verdict changeRunway remains Try. Runway Dev broadens the credible pilot from campaign asset generation to production media APIs, but buyers still need model-quality, cost, governance, retention, and rights validation before standardization.

The software-versus-infrastructure guide now gives mixed decisions an explicit handoff: name the software decision owner, record the unresolved platform dependency, and set a production release gate before treating a successful pilot as production clearance.

Check scope
Buyer decision method, guide metadata, and guide-catalog framing only. No infrastructure vendor recommendations, architecture guidance, procurement or compliance advice, Product taxonomy, tool verdicts, quiz logic, or vendor claims changed.
Verdict impact
No verdict changeNo tool verdict or recommendation changed. The guide now helps buyers continue a bounded software pilot, pause production approval, or route the platform dependency to the correct owner.

Clarified how teams should pilot Paper Design's agent-connected canvas: start in a disposable file, separate read and write testing, assign a human approval owner, and keep the production design system out of scope until rollback and source-of-truth rules are proven.

Check scope
Buyer-facing pilot and governance guidance only. The existing June 30 Paper product, pricing, MCP, privacy, terms, and DPA source set remains the factual basis; no pricing, plan, verdict, quiz, comparison, or recommendation-order claim changed.
Verdict impact
Paper Design remains Try, with a more explicit permission ladder for teams deciding whether an AI agent may progress from observation to bounded edits and eventually production design-system access.

Added Superset and Warp as agentic development environments and a Superset vs Warp comparison for engineering buyers choosing between local-first macOS git worktree workspaces for parallel agents and a cross-platform terminal whose Oz platform orchestrates local and cloud agents. The comparison separates deployment location, platform support, per-seat versus credit-metered cost, and governance tier, and states where the two are complements rather than substitutes.

Check scope
New tool and comparison content, reciprocal tool alternatives, and workflow/role related links. Official Superset overview, workspaces, agent-integration, and pricing pages plus official Warp product, agents, agent-platform, pricing, privacy, and enterprise pages were reviewed on 2026-07-18. No quiz scoring, verdict policy, category structure, role taxonomy, UI, sitemap, or recommendation logic changed.
Verdict impact
No verdict changeNo existing verdicts or recommendation rules changed. Superset and Warp both enter as Try: each is worth piloting for the buyer situations named in the comparison, and neither is a default purchase while Superset remains macOS-only with Beta remote workspaces and Warp's agent cost stays credit-metered.

Added a focused comparison for product teams choosing between Figma's design-system-connected AI workflow and Google Stitch's experimental AI-native UI canvas. The page separates governed team rollout from low-risk ideation without changing either tool's existing verdict.

Check scope
New comparison content and reciprocal related links only. Official Figma Make, pricing, and release-note surfaces plus Google's Stitch product and launch surfaces were checked. No quiz scoring, tool verdict, workflow recommendation, UI layout, route architecture, or commercial metadata changed.
Verdict impact
No verdict changeNo existing verdict changed. Figma AI remains the stronger governed team path; Google Stitch remains a cautious low-risk experiment until its pricing and administrative controls are clearer.

Added ElevenLabs as a standalone generative voice and audio tool covering text-to-speech, voice cloning, dubbing and localization, speech-to-text, and voice agents, with first-party pricing plus retention, training-use, consent, likeness, and disclosure caveats.

Check scope
New ElevenLabs tool coverage plus focused marketing-content-production and customer-support workflow relationships. No voice/audio category page, comparison, role, recipe, category model, quiz rule, recommendation scoring, UI layout, or commercial relationship changed.
Verdict impact
No verdict changeElevenLabs enters as Try for bounded generative-voice, dubbing, and voice-agent pilots with consent and disclosure controls. No existing tool, workflow, comparison, recipe, or quiz recommendation changed.

Added Elicit for buyers evaluating scientific-literature search, evidence extraction, research reports, and systematic-review support, with first-party pricing, retention, training-use, and primary-source verification caveats.

Check scope
New Elicit tool coverage plus focused user-research and SEO-content workflow relationships. No comparison, role, recipe, category model, quiz rule, recommendation scoring, UI layout, or commercial relationship changed.
Verdict impact
No verdict changeElicit enters as Try for bounded scientific-literature and systematic-review pilots. No existing tool, workflow, comparison, recipe, or quiz recommendation changed.

Re-checked the stated entry-level pricing for the frontier AI assistants against current first-party pricing pages and confirmed the buyer-facing floors are still accurate: Claude Pro from $20/month billed monthly, Google AI Pro from $19.99/month, and GitHub Copilot Pro from $10/user/month. Only the pricing-checked dates were refreshed; no price numbers, tiers, verdicts, or recommendations changed.

Check scope
Pricing floors only, on the frontier-assistant tool records. First-party pages verified for Claude (claude.com/pricing), Google Gemini (gemini.google/subscriptions), and GitHub Copilot (github.com/features/copilot/plans); their pricing-checked dates advanced to 2026-07-14. xAI's Grok/SuperGrok first-party pricing pages returned HTTP 403 to automated retrieval, so Grok's pricing-checked date was left unchanged and its existing manual-review caveat preserved even though secondary sources still show SuperGrok at $30/month and Business at $30/user/month. ChatGPT, Perplexity, Microsoft 365 Copilot, and DeepSeek keep their existing manual-review pricing posture. No verdicts, recommendations, privacy/security copy, routes, or unverified model-launch names changed.
Verdict impact
No verdict changeNo tool verdicts or recommendations changed. The update only confirms and re-dates existing pricing evidence so buyers see current pricing-checked signals on the affected assistant pages.

Added a focused comparison for teams choosing between Fathom's free-first unlimited meeting capture and Otter's transcript-first workflow for live notes, imports, and cross-device review.

Check scope
New comparison content and reciprocal discovery relationships only. Official Fathom and Otter pricing plus trust or privacy-security sources were checked. Existing tool verdicts, quiz scoring, recommendation logic, UI layout, and commercial metadata did not change.
Verdict impact
No verdict changeNo tool verdict changed. The comparison adds a direct buyer fork between unlimited free-first follow-up and transcript-first review without changing quiz recommendations.

Added a focused comparison for teams choosing between Make's managed visual scenarios and n8n's more technical workflow model with code, human approvals, and self-hosting options.

Check scope
New comparison content, reciprocal tool links, workflow relationship, and public decision history. Existing tool verdicts, quiz scoring, pricing fields, privacy/security fields, and application layout did not change.
Verdict impact
No verdict changeNo existing tool verdict or recommendation logic changed. The new page makes the managed-visual versus technical-runtime decision explicit.

Added Wispr Flow for buyers evaluating cross-app voice dictation, accessibility, and faster drafting, with current pricing, privacy-mode, retention, microphone-access, and enterprise-control caveats.

Check scope
New Wispr Flow tool coverage plus focused workplace-productivity and marketing-content workflow relationships. No comparison, role, recipe, quiz rule, recommendation scoring, UI layout, or commercial relationship changed.
Verdict impact
No verdict changeWispr Flow enters as Try for bounded voice-dictation pilots. No existing tool, workflow, comparison, recipe, or quiz recommendation changed.

The developer stack quiz now includes one optional operating-model preference for developer workflows. After the existing deterministic recommendation is chosen, the quiz and result experience use that answer to explain whether the suggested stack fits a local, interactive workflow or a hosted, background workflow, while leaving unanswered or unknown preferences neutral.

Check scope
Public Stack Quiz methodology and decision-history entry only. No recommendation winner, scoring weights, tool ordering, required-answer flow, tool verdicts, catalog records, pricing, privacy/security guidance, routes, or commercial metadata changed.
Verdict impact
No verdict changeNo recommendation winner, scoring, order, or verdict changed. The optional developer-workflow answer adds post-recommendation operating-model fit guidance for interpreting the existing result.

Added a copyable permissions checklist for AI assistants that connect to workspaces, files, repositories, calendars, inboxes, or other business apps. The template helps buyers map connected locations, separate read-only from delegated write/send/approve permissions, set human approval gates, pilot with least privilege, and schedule connector/offboarding review.

Check scope
New vendor-neutral template content only. No tool, workflow, comparison, role, recipe, quiz, pricing, privacy/security verdict, recommendation logic, UI layout, or commercial metadata changed. The template routes to existing workplace productivity, workflow automation, and engineering-manager workflow guidance plus existing assistant/coding-agent comparisons.
Verdict impact
No verdict changeNo verdicts or recommendations changed. This adds an operational decision artifact for connected-assistant permissions and approval gates without changing any catalog ranking or tool guidance.

Added a Gemini CLI vs Codex comparison for engineering buyers choosing between Google's open-source terminal-first Gemini agent and OpenAI's ChatGPT-connected Codex coding-agent path.

Check scope
New comparison content, reciprocal tool links, workflow/role related links, and compare index metadata. Official Gemini CLI and OpenAI Codex access, quota, client, workspace-control, RBAC, compliance, data-control, sandboxing, telemetry, and GitHub Action sources were checked. No quiz scoring, UI, sitemap, or recommendation logic changed.
Verdict impact
No verdict changeNo existing tool verdict changed. The comparison recommends Gemini CLI for bounded open-source terminal experimentation and Codex for a managed OpenAI/ChatGPT-connected coding-agent route.

Added a Claude Code vs Gemini CLI comparison for engineering buyers deciding between a mature Anthropic coding-agent workflow and a lower-friction open-source Gemini terminal-agent pilot.

Check scope
New comparison content, reciprocal tool links, workflow/role related links, and compare index metadata. Official Claude Code and Gemini CLI capability, security, authentication, telemetry, quota, and GitHub Action sources were checked. No quiz scoring, UI, sitemap, or recommendation logic changed.
Verdict impact
No verdict changeNo existing tool verdict changed. The comparison recommends Claude Code for managed team standardization and Gemini CLI for bounded open-source terminal-agent experimentation.

Added Gemini CLI as a distinct agentic coding tool for developers and teams evaluating terminal-first Gemini workflows, Google Search grounding, MCP, GitHub automation, and generous public quotas, with rollout caveats around authentication route, quota, telemetry, sandboxing, command execution, repository access, and GitHub permissions.

Check scope
New tool content only. Official Gemini CLI repository/docs, Google quota/terms/privacy sources, and GitHub Action references were checked. No quiz scoring, comparison pages, UI, sitemap, or recommendation logic changed.
Verdict impact
No verdict changeNo existing verdicts or recommendation rules changed. Gemini CLI enters as a Try candidate for terminal-first coding-agent experimentation.

Added a direct buyer comparison for teams deciding between Claude as a writing, analysis, document, and coding assistant and Gemini as a Google-centered assistant for Workspace, research, and everyday productivity. The comparison clarifies when to choose one assistant, when to split jobs across both, and which pricing, privacy/security, connected-app, and workspace-governance checks matter before rollout.

Check scope
New comparison content only. Official Claude pricing, privacy, and trust references and Google Gemini subscription, Gemini Apps privacy, and Workspace AI references were checked for plan posture, assistant capabilities, connected-app or workspace-context risk, and admin/governance distinctions. Existing tool verdicts, canonical pricing copy, quiz scoring, recommendation logic, and commercial configuration did not change.
Verdict impact
No verdict changeNo tool verdicts or recommendation rules changed. The new comparison gives product, engineering, content, and Google Workspace-centered teams a clearer decision boundary between Claude's writing and analysis strengths and Gemini's suite-native productivity fit.

Added a direct buyer comparison for teams deciding between Claude as a broad writing, analysis, coding, document, and collaboration assistant and Perplexity as a cited web-research and source-discovery answer engine. The comparison clarifies when to choose one tool, when to use a governed handoff, and what pricing, privacy/security, citation, and source-verification checks matter before rollout.

Check scope
New comparison content only. Official Claude pricing, privacy, and trust references and Perplexity enterprise, privacy, and terms references were checked for plan posture, admin/security positioning, connector or uploaded-content risk, and research-source verification needs. Existing tool verdicts, canonical pricing copy, quiz scoring, recommendation logic, and commercial configuration did not change.
Verdict impact
No verdict changeNo tool verdicts or recommendation rules changed. The new comparison gives research, content, product, and user-research buyers a clearer decision boundary between broad assistant work and cited web-research workflows.

Added a direct buyer comparison for engineering teams choosing between Codex as an OpenAI/ChatGPT-native delegated coding agent and Cursor as an IDE-first AI coding environment for daily repository work.

Check scope
New comparison, reciprocal tool links, coding comparison filters, and buyer-facing update history. No quiz scoring, recommendation semantics, pricing engine, visual design, or commercial configuration changed.
Verdict impact
New comparison page. No existing tool verdict changed: Codex and Cursor both remain Try recommendations for different coding-agent rollout shapes.

Added a direct comparison for buyers deciding between Base44's backend-inclusive app-builder workflow and Replit Agent's code-visible Replit workspace for app generation, testing, publishing, and developer handoff.

Check scope
New comparison record, reciprocal tool comparison links, compare-index facets, and source-backed buyer guidance using existing Base44 and Replit Agent source coverage. No quiz scoring, recommendation algorithm, UI layout, commercial metadata, or affiliate configuration changed.
Verdict impact
No verdict changeNo tool verdict changed. Base44 and Replit Agent both remain Try candidates for low-risk app-builder pilots, with clearer guidance on when to pick the bundled app-builder path versus the code-visible Replit workspace path.

Added Base44 as an AI app-builder option for buyers comparing backend-inclusive prompt-to-app generation against Lovable, Replit Agent, Bolt, and v0. The new coverage emphasizes when Base44's bundled backend, authentication, data storage, integrations, hosting, visibility controls, and integration credits matter for founder, PM, operator, and internal-tool pilots.

Check scope
New Base44 tool record, Base44 vs Lovable comparison, related alternatives, official pricing/security/source references, and app-builder discoverability metadata. No quiz scoring, recommendation algorithm, UI layout, commercial metadata, or affiliate configuration changed.
Verdict impact
No verdict changeNew tool coverage with a Try verdict. Existing Lovable and Replit Agent verdicts were not changed; they now cross-reference Base44 as an adjacent app-builder option.

Added a focused comparison for teams choosing between Granola's bot-free AI notepad and Otter's transcript-first meeting assistant. The comparison reuses existing Granola, Otter, meeting-notes, user-research, and engineering-manager records; it does not add a new tool, workflow, recipe, verdict, pricing claim, or recommendation rule.

Check scope
New comparison content only. Official Granola pricing/security and Otter pricing/privacy/terms references were checked for notes, transcripts, imports, bot/recording behavior, sharing, model-training, deletion, and consent guidance. Existing tool verdicts, canonical pricing copy, privacy/security copy, quiz scoring, recommendation logic, and UI layout did not change.
Verdict impact
No verdict changeNo tool verdicts or recommendation rules changed. The comparison CTA seeds the existing meeting-notes workflow; the current quiz still requires the remaining core constraints before it previews or submits a recommendation.

Added a direct buyer comparison for engineering teams choosing between Cursor's agent-first editor and cloud-agent workflow and GitHub Copilot's GitHub-centered coding assistant, policy, license, and organization controls. The comparison reuses existing Cursor, GitHub Copilot, coding-review, and engineering-manager records; it does not add a new tool, workflow, recipe, verdict, or recommendation rule. On 2026-07-07, added one Operator Notes preview experiment to measure post-choice operating-guidance interest without gating the free comparison.

Check scope
New comparison content only. Official Cursor pricing/security and GitHub Copilot plans/model/data-protection references were checked for agent workflows, cloud agents, model/context/reasoning choices, usage-cost controls, team administration, privacy mode, organization licenses, policies, GitHub integration, and data-governance distinctions. Existing tool verdicts, canonical pricing copy, privacy/security copy, quiz scoring, and recommendation logic did not change.
Verdict impact
No verdict changeNo tool verdicts or recommendation rules changed. The comparison CTA seeds the existing coding-review workflow; the current quiz still requires the remaining core constraints before it previews or submits a recommendation.

Added a focused comparison for teams choosing between Fathom's free-first AI meeting assistant and Fireflies' broader meeting recording, storage, integrations, and conversation-intelligence workflow. The comparison reuses existing Fathom, Fireflies, and meeting-notes workflow records; it does not add a new tool, workflow, recipe, verdict, pricing claim on base tool pages, or quiz rule.

Check scope
New comparison content only. Official Fathom pricing/security and Fireflies pricing/security references were checked for capture workflow, plan limits, storage, integrations, admin controls, and governance caveats. Existing tool verdicts, pricing copy, privacy/security copy, quiz logic, and UI layout did not change.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The comparison CTA hands off to the existing meeting-notes quiz workflow and frames rollout as a bounded pilot with consent, retention, storage, and integration review.

Added a focused comparison for buyers choosing between v0's Vercel-centered app/prototype workflow and Lovable's broader natural-language full-stack app-builder workspace. The comparison reuses existing v0, Lovable, product-design workflow, and design/prototyping catalog records; it does not add a new tool, workflow, recipe, verdict, pricing claim on base tool pages, or quiz rule.

Check scope
New comparison content only. Official v0 docs/pricing and Lovable docs/pricing references were checked for workflow, credit, ownership, and governance caveats. Existing tool verdicts, pricing copy, privacy/security copy, quiz logic, and UI layout did not change.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The comparison CTA hands off to the existing product-design quiz workflow and frames app-builder adoption as a bounded pilot with code, data, and hosting review.

Added a focused comparison for teams choosing between Otter's transcript-first meeting assistant and Fireflies' broader meeting recording, search, and conversation-intelligence workflow. The comparison reuses existing Otter, Fireflies, and meeting-notes workflow records; it does not add a new tool, workflow, recipe, verdict, pricing claim, or quiz rule.

Check scope
New comparison content only. Official Otter pricing/privacy/terms and Fireflies pricing/security/privacy references were checked for transcript limits, import/storage considerations, bot/recording workflow caveats, integrations, and governance guidance. Existing tool verdicts, pricing copy, privacy/security copy, quiz logic, and UI layout did not change.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The comparison CTA should hand off to the existing meeting-notes quiz workflow and resolve to the meeting follow-up stack.

The stack quiz now requires a provided workflow, role, team size, budget, privacy posture, and usage intensity before it previews or submits a recommendation. URL-seeded values remain visible and editable, and seeded flows continue from the first missing core input. This removes the normal quiz path where neutral fallback values could be rendered as if the visitor had selected them; deterministic scoring and the direct /stack-result missing-parameter warning remain unchanged.

Check scope
Quiz progression, preview gating, share-result handoff, and privacy-safe answer provenance analytics. No tool, workflow, comparison, or role verdicts; scoring weights; pricing; privacy/security guidance; public routes; or commercial metadata changed.
Verdict impact
No verdict changeNo recommendation rules or verdicts changed. The quiz now collects all six core constraints before presenting its existing deterministic recommendation, so skipped defaults are no longer shown as selected quiz inputs.

Added a decision-focused comparison for engineering teams choosing between Claude Code's supervised, multi-surface coding-agent workbench and Devin's delegated software-engineer agent workflow.

Check scope
Official Claude Code and Devin product, documentation, pricing, and security sources were checked. No quiz rules, recommendation scoring, UI, auth, payments, subscriptions, commercial relationships, or Operator Notes product layer changed.
Verdict impact
No verdict changeNo existing tool verdict changed. The new comparison makes the buyer distinction explicit: Claude Code for supervised developer-in-the-loop agent work; Devin for delegated, review-gated backlog throughput.

Added a Product Managers role guide covering PRD writing, research synthesis, stakeholder updates, and meeting follow-up. Reuses existing PRD-writing, user-research, and meeting-notes workflows plus Claude, Notion AI, Perplexity, ChatGPT, Granola, and NotebookLM tool records; aligns product-manager recipe and quiz handoffs without changing verdicts or recommendation rules.

Check scope
Role-to-content mapping reuses existing slugs validated by the catalog content QA gate. Product-manager recipes now link to a live role page. No fake usage metrics, testimonials, or authority claims added.
Verdict impact
No verdict changeNo tool verdicts or quiz recommendation rules changed. The update adds one role guide and closes the gap between product-manager recipes, quiz prefill, and browseable role coverage.

Added a focused decision recipe for solo founders writing weekly stakeholder updates from customer notes, roadmap changes, launch risks, and owner decisions. The recipe reuses existing solo-founder, PRD-writing workflow, Claude, Notion AI, Perplexity, ChatGPT, Granola, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Existing Claude, Notion AI, Perplexity, ChatGPT, and Granola source records were checked for the recipe's assistant, source-checking, workspace, meeting-note, and stakeholder-context caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, sitemap logic, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing prd-writing quiz workflow and should resolve to the existing Product/PM writing stack.

Added a focused decision recipe for software engineers writing pull request summaries, review notes, test explanations, and release handoff context. The recipe reuses existing software-engineer, code-review workflow, GitHub Copilot, Claude, ChatGPT, Cursor, Codex, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Existing GitHub Copilot product/privacy, Anthropic Claude pricing/privacy, ChatGPT pricing, Cursor security/pricing, and OpenAI Codex references were checked through the linked tool and comparison records for repository-context, assistant, and source-code governance caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, sitemap logic, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing coding-review quiz workflow and should resolve to the existing Coding-heavy builder stack.

The editorial policy now identifies Choose AI Stack as the brand-level editorial owner and explains that AI may assist with organizing research, drafting, and comparison scaffolding. AI-assisted material is reviewed before publication by the site owner, who makes the final editorial decision under the site's source-check, update-date, evaluation-rubric, commercial-separation, and correction rules. Pages continue to use brand or organization attribution by default instead of implying a named author or reviewer.

Check scope
Public editorial-process disclosure only. No verdicts, rankings, quiz logic, source metadata, pricing, privacy/security guidance, commercial configuration, routes, or content loaders changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The update makes responsibility and AI assistance explicit without adding a personal-name byline or unsupported expertise claim.

Affiliate links can now be activated through server/build-time configuration instead of authored tool recommendation content. Active tool links are labeled near the Visit tool action and open with sponsored/nofollow safety attributes; when no link is configured, the normal tool website is used and affiliate-specific page/footer notices stay absent or explicitly say none are active. The editorial policy now explains that affiliate availability does not affect verdicts, rankings, quiz results, search scoring, related guidance, or inclusion.

Check scope
Commercial outbound-link infrastructure, disclosure copy, editorial policy, and the commercial-separation guard. No tool verdicts, rankings, quiz scoring, search scoring, recommended stacks, pricing, privacy/security source metadata, or catalog routes changed. No affiliate relationship or live Grammarly affiliate URL was added.
Verdict impact
No verdict changeNo verdicts or recommendations changed. This makes future affiliate activation reversible and clearly disclosed while preserving the existing editorial/commercial boundary.

Added a focused decision recipe for engineering managers running weekly planning and risk review from sprint progress, open risks, incident follow-ups, roadmap changes, and meeting notes. The recipe reuses existing engineering-manager, engineering-management workflow, Linear AI, Claude, Granola, Notion AI, ChatGPT, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Existing Linear AI, Claude pricing, Granola pricing/security, Notion AI, and ChatGPT pricing source records were checked for planning, issue-tracking, assistant, meeting-note, and workspace caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, sitemap logic, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing engineering-management quiz workflow and should resolve to the existing Engineering management stack.

Added a focused decision recipe for product managers writing stakeholder updates from PRD changes, decision logs, meeting notes, and owner/risk status. The recipe reuses existing product-manager, PRD-writing workflow, Notion AI, Claude, ChatGPT, Granola, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Official Notion AI, Claude pricing, ChatGPT pricing, and Granola pages were checked for the recipe's workspace, assistant, meeting-note, retention, and stakeholder-context caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, sitemap logic, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing prd-writing quiz workflow and should resolve to the existing Product/PM writing stack.

Added a focused decision recipe for solo founders using AI to triage customer support while keeping customer-impacting actions under human review. The recipe reuses existing solo-founder, customer-support workflow, NotebookLM, ChatGPT, Fin, Zapier, Zendesk AI Agents, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Existing NotebookLM, ChatGPT, Fin, Zapier, Zendesk AI Agents, and related comparison source records were checked for the recipe's source-grounding, reply-drafting, support-agent, and automation caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, sitemap logic, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing customer-support quiz workflow and should resolve to the existing Customer support stack.

Added a focused decision recipe for engineering managers reviewing incidents and postmortem follow-up. The recipe reuses existing engineering-manager, engineering-management workflow, Claude, Linear AI, Granola, Perplexity, ChatGPT, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Existing Claude, Linear AI, Granola, Perplexity, and ChatGPT source records were checked for incident-review, issue-tracking, meeting-note, and privacy caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, sitemap logic, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing engineering-management quiz workflow and should resolve to the existing Engineering management stack.

Added a focused decision recipe for startup teams using AI for founder-led sales follow-up. The recipe reuses existing startup-founder, founder-led sales prospecting workflow, HubSpot Breeze, Clay, Fathom, Zapier, Superhuman, n8n, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Existing HubSpot Breeze, Clay, Fathom, Zapier, Superhuman, and n8n source records were checked for CRM, enrichment, call-note, and automation caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, sitemap logic, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing sales-prospecting quiz workflow and should resolve to the existing Founder-led sales prospecting stack.

Added a focused decision recipe for product managers reviewing PRDs before engineering handoff. The recipe reuses existing product-manager, PRD-writing workflow, Claude, Notion AI, Perplexity, ChatGPT, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Existing Claude, Notion AI, Perplexity, and ChatGPT source records were checked for the recipe's drafting, source-checking, workspace, and roadmap-data caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing prd-writing quiz workflow and should resolve to the existing Product/PM writing stack.

Added a focused decision recipe for software engineers piloting Claude Code as a terminal-first coding agent. The recipe reuses existing software-engineer, code-review workflow, Claude Code, Cursor, GitHub Copilot, Codex, Claude, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Existing Anthropic Claude Code product, security, data-usage, pricing, GitHub Copilot, Cursor, and OpenAI Codex/ChatGPT sources were checked through the existing linked tool and comparison records. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, sitemap logic, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing coding-review quiz workflow and should resolve to the existing Coding-heavy builder stack.

Added a focused decision recipe for marketing teams refreshing SEO briefs with source discovery, source-pack synthesis, and reviewed editorial rewrites. The recipe reuses existing marketing-team, SEO-content workflow, Perplexity, NotebookLM, Claude, Notion AI, ChatGPT, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Official Perplexity Enterprise, NotebookLM/Google privacy, Claude pricing, Notion AI, and OpenAI ChatGPT pricing/security references were checked for the recipe's source-discovery, source-pack, assistant, and content-calendar caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing seo-content quiz workflow and should resolve to the existing SEO and content operations stack.

Added a focused decision recipe for solo founders capturing customer calls, partner meetings, and follow-up with Granola, Notion AI, and Fireflies. The recipe reuses existing solo-founder, meeting-notes workflow, Granola, Notion AI, Fireflies, ChatGPT, Otter, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Official Granola pricing/security, Fireflies pricing/security, and Notion pricing/security pages were checked for meeting-note, transcript, workspace, consent, sharing, retention, admin-control, and governance caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing meeting-notes quiz workflow and should resolve to the existing Meeting-heavy team stack.

Added a focused comparison for product and design teams choosing between Figma-native AI design workflows and v0's code-backed app/prototype generation. The comparison reuses existing Figma AI, v0, product-design workflow, and design/prototyping category records; it does not add a new tool, workflow, recipe, verdict, pricing claim, or quiz rule.

Check scope
New comparison content only. Official Figma AI/pricing and v0 product/pricing references were checked for feature, credit, and governance caveats. Existing tool verdicts, pricing copy, privacy/security copy, quiz logic, and UI layout did not change.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The comparison CTA should hand off to the existing product-design quiz workflow and resolve to the Product/design research stack.

Added a focused decision recipe for marketing teams maintaining brand and content guidelines with a verified source of truth, reviewed assistant rewrites, and source-backed claim checks. The recipe reuses existing marketing-team, marketing-content-production workflow, Slite, Claude, Perplexity, Notion AI, Canva AI, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Official Slite pricing/security, Claude pricing, Perplexity Enterprise, Notion AI, and Canva AI pages were checked for the recipe's knowledge-base, source-verification, assistant, and brand-governance caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, sitemap logic, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing seo-content quiz workflow and should resolve to the existing SEO and content operations stack.

Added a focused decision recipe for solo founders automating operations with Zapier, Make, and n8n. The recipe reuses existing solo-founder, workflow-automation, Zapier, Make, n8n, ChatGPT, Claude, Notion AI, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Official Zapier pricing and security references, Make pricing and security pages, and n8n pricing and security references were checked for automation, task/activity, self-hosting, execution-log, access-control, and governance caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing operations-automation quiz workflow and should resolve to the existing Workflow automation stack.

Added a focused decision recipe for marketing teams synthesizing approved customer research, sales-call notes, and external context into messaging or campaign insights. The recipe reuses existing marketing-team, user-research workflow, NotebookLM, Claude, Perplexity, Fireflies, Notion AI, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Official NotebookLM/Google privacy and subscription references, Claude pricing/privacy pages, Fireflies pricing/security pages, and Perplexity research context were checked for the recipe's source-upload, recording, retention, and governance caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing user-research quiz workflow and should resolve to the existing Product/design research stack.

Added a focused decision recipe for marketing teams producing source-backed briefs, visuals, clips, and campaign assets. The recipe reuses existing marketing-team, marketing-content-production workflow, Canva AI, Descript, Claude, NotebookLM, Perplexity, Notion AI, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Official Canva AI/security, Descript AI/pricing/security, Claude pricing, and Perplexity Enterprise pages were checked for the recipe's creative, media, research, and governance caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, sitemap logic, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing seo-content quiz workflow and should resolve to the existing SEO and content operations stack.

Refreshed Claude Code guidance and the Claude Code vs Cursor comparison after Anthropic's Sonnet 5 launch, Fable 5 redeployment, model-pricing update, and Fable safeguards post. The update adds model-selection, API-credit, usage-limit, and cyber-safeguard caveats, and it changes the Claude Code CTA handoff to the coding-review quiz workflow.

Check scope
Existing Claude Code tool, Claude tool augmentation, and Claude Code vs Cursor comparison only. Official Anthropic model overview, Sonnet 5 launch post, Fable 5 redeployment and safeguards posts, Claude Code product/docs pages, Claude pricing, Trust Center, privacy policy, and terms were checked. No new tool, workflow, recipe, comparison route, recommendation rule, UI, filter, or ranking logic was added.
Verdict impact
No verdict changeNo Buy/Try/Wait/Skip verdict changed. Claude Code remains Try, Claude remains Try, and the Claude Code vs Cursor decision still separates terminal-first agentic coding from IDE-first coding; the refresh makes Fable 5, Sonnet 5, and quiz-handoff caveats explicit.

Added a focused decision recipe for engineering managers turning recurring meetings into reviewed decisions, owners, and follow-up. The recipe reuses existing engineering-manager, meeting-notes workflow, Granola, Notion AI, Fireflies, Otter, ChatGPT, and meeting/assistant comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Official Granola pricing/security, Notion AI/pricing, and Fireflies pricing/security pages were checked for meeting-notes, workspace, retention, admin, and consent caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing meeting-notes quiz workflow and should resolve to the existing Meeting-heavy team stack.

Added Devin as a maintained developer-tool entry for engineering teams evaluating autonomous coding agents for migrations, pull request work, bug fixing, documentation, security scans, and multi-repo chores.

Check scope
Official Devin product, documentation, pricing, security, privacy, and terms sources were checked. No new workflow, comparison, recipe, role, quiz rule, verdict logic, or commercial relationship was added.
Pages affected
/tools/tools/devin
Verdict impact
Devin enters as Try. No existing tool or comparison verdict changed; the recommendation is a bounded engineering pilot with human review, not an autonomous production shortcut.

Added Grammarly as a writing-assistant tool for teams evaluating writing polish, brand voice, style guidance, snippets, and cross-app communication support.

Check scope
Official Grammarly plans, features, AI, security, Trust Center, privacy policy, and terms pages.
Verdict impact
Grammarly enters as Try for repeat writing, editing, brand-tone, and communication-review workflows, with governance caveats around connected writing surfaces, AI settings, and enterprise controls.

Added a global search affordance in the desktop and mobile header plus a dedicated /search page that spans tools, workflows, comparisons, roles, recipes, templates, guides, categories, and update-log entries. Results come from a loader-backed index and are ranked deterministically (exact title/slug first, then prefix, word-boundary, title, then keyword matches) with no popularity ranking or personalization. The privacy policy now documents the analytics behavior. No verdicts, recommendations, or existing routes changed.

Check scope
New navigation/search surface and a new /search route only. The search index is derived from existing content loaders; no tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, or existing routes were changed. The privacy page added an analytics disclosure describing existing measurement behavior.
Pages affected
/search/privacy
Verdict impact
No verdict changeNo verdicts or recommendations changed. Search only helps buyers find existing pages faster; ranking is deterministic string matching, not an editorial recommendation.

Added Runway as a focused Creative AI tool for AI video and generated campaign assets, connected it to existing marketing/content workflow and role coverage, and kept it out of comparison/filter changes until a dedicated buyer comparison is warranted.

Check scope
New Runway tool coverage plus related workflow and role augmentations only. Checked official Runway product, pricing, data security, privacy, and terms pages for feature, credit, security, and governance caveats. No new workflow, recipe, comparison, quiz rule, verdict methodology, UI layout, or commercial relationship was added.
Verdict impact
No verdict changeRunway enters as Try for bounded creative-media pilots. No existing tool, comparison, workflow, recipe, or quiz recommendation changed.

Added a focused decision recipe for startup teams turning spreadsheet exports and recurring operating metrics into reviewable analysis. The recipe reuses the existing startup-founders role, spreadsheet/data-analysis workflow, ChatGPT, Quadratic, Gemini, Microsoft 365 Copilot, NotebookLM, and related comparison records; it does not add a new workflow, tool, comparison, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Official OpenAI data-analysis Help, Quadratic product/pricing, and Quadratic AI security docs were checked for the recipe's file-analysis, repeatable-spreadsheet, credit, model-routing, and prompt-storage caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, sitemap logic, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing data-analysis quiz workflow and should resolve to the existing Spreadsheet and data-analysis stack.

Workflow · Source check

Refined spreadsheet AI source checks

Refined the spreadsheet/data-analysis workflow and ChatGPT vs Quadratic comparison with clearer source notes for one-off ChatGPT file analysis, Quadratic pricing, and Quadratic AI security controls. No tool, workflow, comparison, verdict, filter, or recommendation logic was added.

Check scope
Official OpenAI Help documentation for ChatGPT data analysis; official Quadratic pricing page; official Quadratic AI security docs covering model-provider routing, prompt storage, SOC 2/HIPAA claims, self-hosting, and BYOM.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The existing workflow handoff remains the primary data-analysis quiz intent and should resolve to the Spreadsheet and data-analysis stack.

Added a focused decision recipe for small startup teams piloting customer-support AI. The recipe reuses existing startup-founder role, customer-support workflow, Fin, Zendesk AI Agents, NotebookLM, Zapier, ChatGPT, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Official Intercom/Fin pricing and product pages plus Zendesk AI, pricing, and trust pages were checked for automated-resolution, outcome-pricing, support-action, and customer-data caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing customer-support quiz workflow and should resolve to the existing Customer support AI stack.

Added a focused decision recipe for product designers synthesizing interviews, notes, and product context into research readouts. The recipe reuses existing product-designer role, user-research workflow, Fireflies, NotebookLM, Claude, Perplexity, Granola, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Official Fireflies pricing/security, NotebookLM help/privacy, Anthropic pricing, and Perplexity Enterprise pages were checked for the recipe's capture, source-grounded synthesis, assistant, external-context, and buyer-caveat framing. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing user-research quiz workflow and should resolve to the existing Product/design research stack.

Added a focused decision recipe for solo founders turning a product idea into a first MVP prototype. The recipe reuses existing solo-founder role, product-design workflow, v0, Lovable, Perplexity, Cursor, ChatGPT, and related comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Official v0 pricing, Lovable pricing, Cursor pricing, and Cursor security pages were checked for the recipe's builder-credit, code-review, and privacy caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing product-design quiz workflow and should resolve to the existing Product/design research stack.

Added a focused decision recipe for startup founders turning customer signals, product bets, and team decisions into a PRD. The recipe reuses existing founder-role, PRD-writing workflow, Claude, ChatGPT, Notion AI, Perplexity, and assistant/research comparison records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Official Claude pricing, ChatGPT pricing, Notion AI product, and Notion pricing pages were checked for the recipe's assistant, workspace, and buyer-caveat framing. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing prd-writing quiz workflow and should resolve to the existing PRD and product writing stack.

Refreshed the Perplexity tool record with current official pricing and enterprise security source checks. Added the Trust Center as an explicit security source and recorded the current Pro, Enterprise Pro, and Enterprise Max pricing posture in source notes without changing the tool verdict or recommendation logic.

Check scope
Existing Perplexity tool page only. Checked official Perplexity Enterprise pricing, Enterprise product, Enterprise security, and Trust Center pages. No new tool, workflow, comparison, recipe, role, quiz rule, pricing verdict, privacy/security risk level, UI layout, or commercial relationship was added.
Pages affected
/tools/perplexity
Verdict impact
No verdict changeNo verdicts or recommendations changed. Perplexity remains a Try for source-backed research, with manual source review still required for important claims and governed enterprise rollout.

Added a focused decision recipe for product designers prototyping before engineering handoff. The recipe reuses existing product-designer, product-design workflow, Figma AI, v0, Perplexity, and Perplexity-vs-ChatGPT-Search records; it does not add a new workflow, comparison, tool, verdict, pricing claim, or quiz rule.

Check scope
New recipe content only. Official Figma AI/pricing, v0 pricing, and Perplexity Enterprise/security pages were checked for the recipe's feature, credit, and governance caveats. No existing tool/workflow/comparison/role verdicts, pricing copy, privacy/security copy, recommendation rules, filters, or UI layout changed.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The recipe hands off to the existing product-design quiz workflow and should resolve to the existing Product/design research stack.

The stack quiz now offers Sales prospecting, Customer support, and Spreadsheet & data analysis as workflow options, each with its own deterministic recommendation: HubSpot Breeze + Clay for founder-led sales, Fin + Zendesk AI Agents for customer support, and ChatGPT + Quadratic for spreadsheet/data analysis. Previously these workflow guides' 'start the quiz' CTAs fell through to the generic automation stack (Zapier/Make) — or, before that, the engineering-management default — so the quiz contradicted the guide. Now the handoff matches the guide. The quiz stays deterministic and rule-based; no live AI, accounts, or personalization.

Check scope
New quiz workflow rules/options built from existing tools; no tool/workflow/comparison verdicts, pricing, or privacy/security content changed. The content-to-quiz handoff is now enforced by check:catalog-content (every workflow must resolve to a supported quiz seed; every recipe must seed a valid quiz workflow code).
Verdict impact
No verdict changeNo tool or comparison verdicts changed. This adds deterministic recommendations for three workflows that previously handed off to an unrelated stack, so the quiz result now matches the workflow guide.

Added an honest interest page for a possible future paid, human-reviewed stack audit report. The page is clearly marked 'planned · not available yet': nothing is for sale, no payment is taken, no account is created, and no report is generated automatically. It explains what a paid audit could add on top of the free deterministic quiz memo, points to the free quiz, audit guide, and decision-memo template, and lets visitors register interest through the existing update-memo capture (tagged for the experiment). No pricing, discount, founding-member offer, waitlist count, or other fabricated scarcity is shown.

Check scope
New experimental marketing page plus a small contextual link on /stack-result and a footer link under Decide. No existing tool/workflow/comparison/role verdicts, recommended stacks, pricing, or privacy/security content changed. Reuses the existing (not-connected-aware) newsletter capture with a distinct source; adds no billing or account system. No fake discounts, scarcity, users, or testimonials added.
Verdict impact
No verdict changeNo verdicts or recommendations changed. This adds a lightweight, clearly-labeled monetization interest experiment and does not alter any buyer guidance.

The published evaluation rubric now drives deterministic tie-breaks and concise verdict rationale, so a strong Try is distinguished from a narrow-pilot Try. The /tools 'Recommended' sort keeps verdict order (Buy, Try, Wait, Skip) first, then breaks same-verdict ties with rubric-backed signals derived from existing data: lower privacy/admin risk, better source confidence, more recent source checks, wider workflow fit, a free tier to prove value first, then fewer avoid-for-now boundaries. Tool detail pages add a quiet 'Why this verdict' panel built from the same signals, and the deterministic quiz uses the signals only to break exact scoring ties. Public badges stay Buy/Try/Wait/Skip — no star ratings, numeric scores, popularity, or market share were added.

Check scope
Signals are derived from existing tool fields (workflow slugs, pricing free-plan/starting price, privacy/security risk level, recorded source links, check dates, and not-good-for boundaries). No tool verdicts, recommended stacks, pricing, or privacy/security copy changed. Commercial metadata stays isolated from ranking and rationale (npm run check:commercial-separation). Added a rubric-signal-input gate to npm run check:catalog-content.
Verdict impact
No verdict changeNo verdicts or recommendations changed. The update surfaces the reasoning already behind each verdict and makes same-verdict ordering deterministic and explainable, without introducing any public score, rating, or popularity signal.

Added a curated AI workflow automation tools category page that packages existing Zapier, n8n, Make, workflow automation, and Zapier vs n8n guidance into one buyer-intent landing page for no-code app handoffs, technical/self-hosted automation, visual scenarios, approval gates, pricing meters, and privacy/admin review.

Check scope
Official Zapier pricing/product/security surfaces; official n8n pricing, self-hosting, and governance feature surfaces; official Make pricing and security surfaces. No new tool verdicts, comparison verdicts, or recommendation logic changed.
Verdict impact
No verdicts changed. The new category keeps Zapier, n8n, and Make as Try candidates and frames when each should be tested versus when teams should wait because app scopes, action approvals, rollback rules, or cost meters are unclear.

Visitors can now preview a sample newsletter issue before signing up. The page shows what a subscription contains — pricing/plan changes, privacy/security documentation changes, verdict changes, new comparisons/workflow guides, and stack-audit signals — with a sample built from four real update-log entries rather than invented examples. The honest cadence note describes the manual review process. Linked from every NewsletterSignup CTA and from the /updates 'Recent changes' section.

Check scope
New page built from already-public update-log data. No existing tool/workflow/comparison/role verdicts or content changed. No fake subscriber counts, send history, or automated monitoring claims added.
Verdict impact
No verdicts or recommendations changed. This only adds a newsletter preview page built from already-public update-log data.

Added a guide covering review cadence (quarterly checks for paid tools, immediate review on pricing/security/deprecation notices), signals for duplicated spend, pricing and security change triggers, shutdown/provider risk signals, workflow drift, and a keep/replace/add/avoid framework. Links to the quiz current-stack audit, the Vendor Pricing and Security Review Checklist, and the AI Tool Pilot Checklist templates.

Check scope
New content page. No existing tool/workflow/comparison/role verdicts, recommended stacks, pricing, or privacy/security copy changed. No fake authority or market claims added.
Verdict impact
No verdicts or recommendations changed. This adds a new buyer guide and cross-links it from several existing surfaces.

Added five buyer templates: AI Tool Pilot Checklist, Meeting Notes AI Policy Checklist, Coding Assistant Rollout Checklist, Vendor Pricing and Security Review Checklist, and an AI Stack Decision Memo Template. Each is vendor-neutral, describing the buyer's own review process. Templates are copyable via the Clipboard API and cross-linked from relevant workflow and comparison pages through reverse-lookup loaders.

Check scope
New content surface. No existing tool/workflow/comparison/role verdicts, recommended stacks, pricing, or privacy/security copy changed. No fake authority or vendor endorsement claims added.
Verdict impact
No verdicts or recommendations changed. This adds a new copyable-template content surface and cross-links it from relevant workflow and comparison pages.

Added Quadratic as a focused AI spreadsheet tool, added a spreadsheet/data-analysis workflow guide, compared ChatGPT vs Quadratic, and connected the new coverage to existing workplace productivity, automation, founder, and solo-founder guidance.

Check scope
Official ChatGPT data-analysis help documentation; official Quadratic product, pricing, docs, security, privacy, terms, and Trust Center surfaces; official Google Workspace AI positioning; official Microsoft 365 Copilot privacy and security documentation.
Verdict impact
Quadratic enters as Try for repeatable shared spreadsheet analysis. ChatGPT remains Try for broad assistant work and is now positioned as the better first path for one-off spreadsheet file analysis.

Added a focused workflow guide for founders deciding whether sales prospecting should start with HubSpot Breeze, Clay, a narrow automation handoff, or manual research until CRM ownership and data-use rules are clearer.

Check scope
Official HubSpot Breeze product/pricing/privacy/trust sources and official Clay product/pricing/privacy/terms/trust sources for CRM data access, credit/action economics, enrichment workflow fit, and security caveats.
Verdict impact
HubSpot Breeze and Clay remain Try for teams with clear CRM ownership, lead-data governance, and measurable sales workflow pain. The workflow recommends waiting when ICP, consent, suppression, data-source rights, CRM ownership, or approval rules are not defined.

Added HubSpot Breeze and Clay tool records plus workflow and founder-role augmentations for teams evaluating CRM-native prospecting, lead enrichment, outbound handoffs, and sales follow-up automation.

Check scope
Official HubSpot Breeze product/pricing/privacy/trust sources and official Clay product/pricing/privacy/terms/trust sources for plan posture, CRM data access, credit/action economics, and security caveats.
Verdict impact
Both tools enter as Try for teams with clear CRM ownership, lead-data governance, and measurable sales workflow pain. The guidance warns against enrichment, outbound, or CRM-write automation before consent, suppression, data-source rights, and approval rules are defined.