Updated renewal guidance after Runway extended eligible legacy Unlimited subscriptions through November 30, 2026 before the move to Max, giving existing subscribers more time to compare the credit-based replacement with their current Explore Mode workflow.
- Check scope
- Checked Runway’s August 27 migration notice and current Max plan details for the November 30 transition, monthly $95 auto-migration, annual refund or migration-credit choice, 9,500 Max monthly credits, and one-month rollover. Updated pricing and renewal guidance without changing the Try verdict, recommendation order, workflows, comparisons, or quiz behavior.
- Verdict impact
- No verdict changeRunway remains Try. The extension changes the renewal deadline and gives legacy Unlimited subscribers more time to compare Explore Mode with Max’s credit-based high-volume plan, but it does not change the underlying creative-media fit or rollout-risk assessment.
The Codex vs Cursor comparison now gives engineering teams a bounded first-rollout drill after the same-task pilot: standardize one low-risk task class, define stop conditions before expansion, and require review and rollback evidence before widening adoption.
- Check scope
- Buyer-facing Codex vs Cursor rollout guidance and public decision history only. Reuses the existing comparison and vendor-source coverage; no current vendor fact, pricing, privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz mapping, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict changed. Teams that finish the existing same-task pilot now have an explicit stop-and-expand control loop before standardizing either operating model more broadly.
The startup-founder PRD recipe now links directly to the existing Claude vs Perplexity comparison so founders can resolve the recipe's drafting-and-synthesis versus source-backed external-research fork before choosing a PRD workflow.
- Check scope
- Startup-founder PRD recipe relationship guidance and public decision history only. Reuses the existing Claude vs Perplexity comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz inputs, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Founders using Claude for PRD drafting and Perplexity for external market or competitor source checks can now move directly into their existing side-by-side comparison.
The AI Tool Pilot Checklist now requires teams to define a stop condition and cleanup path before a pilot starts, blocks restart until the failed control is fixed and the named stop owner reapproves the pilot, then treats broader team, workflow, data, integration, or action scope as a fresh approval decision.
- Check scope
- AI Tool Pilot Checklist decision guidance and public decision history only. No vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz inputs, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo vendor verdict changed. Buyers now name who can stop a pilot, how access, integrations, and pilot data are cleaned up after a stop, what must be fixed and reapproved before restart, and when broader pilot scope requires a fresh approval.
The AI research tools category now links directly to the existing Google Search vs ChatGPT Search comparison so buyers can resolve traditional search versus conversational AI search before choosing a research path.
- Check scope
- AI research category relationship guidance and public decision history only. Reuses the existing Google Search vs ChatGPT Search comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz inputs, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Buyers choosing an open-web research path can now move directly from the category into the existing Google Search vs ChatGPT Search comparison before settling on a search workflow.
The vendor pricing and security review checklist now ends with an explicit approve, bounded-pilot, hold, or reject disposition, records the exact scope and expected spend that approval covers, and requires a fresh review when scope, spend, or material vendor terms change before purchase or broader rollout.
- Check scope
- Vendor pricing and security review decision guidance and public decision history only. No vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz inputs, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo vendor verdict changed. Buyers now record who owns the decision, what evidence remains unresolved, whether approval is only for a bounded pilot, the team/workflow/seat/data/integration scope and expected spend that approval covers, the threshold for fresh approval before expansion, and when a material vendor change invalidates the prior review.
The engineering-manager role now links directly to the existing Cursor vs GitHub Copilot comparison so managers who already shortlist both tools can resolve the repository-aware editor versus integrated coding-assistant decision from the role page.
- Check scope
- Engineering-manager role relationship guidance and public decision history only. Reuses the existing Cursor vs GitHub Copilot comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz inputs, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Engineering managers who already see Cursor and GitHub Copilot in the role stack can now move directly into their existing side-by-side comparison before choosing a coding-assistant pilot.
The stack-audit guide now links replace and cancel decisions directly to the existing AI Vendor Offboarding Checklist so buyers can export retained data, transfer dependent workflows, revoke access, and confirm billing shutdown before leaving a tool.
- Check scope
- Stack-audit guide relationship guidance, guide catalog metadata, and public decision history only. Reuses the existing AI Vendor Offboarding Checklist; no vendor fact, pricing or privacy/security claim, tool or template verdict, recommendation scoring, Stack Quiz inputs, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Buyers who classify an existing tool as replace or cancel can now move directly into the existing exit checklist before revoking access or ending the subscription.
The product-designer user-research recipe now links directly to the existing Claude vs Perplexity comparison so designers can resolve the readout-synthesis versus external-research fork from the recipe.
- Check scope
- Product-designer user-research recipe relationship guidance and public decision history only. Reuses the existing Claude vs Perplexity comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz inputs, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Product designers who already see Claude and Perplexity in the recipe can now move directly into their existing side-by-side comparison before choosing how to split synthesis and external research work.
The engineering-manager code-review recipe now links directly to the existing ChatGPT vs Claude comparison so managers choosing a general assistant for review summaries can resolve that shortlist decision from the recipe.
- Check scope
- Engineering-manager code-review recipe relationship guidance and public decision history only. Reuses the existing ChatGPT vs Claude comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz inputs, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Engineering managers who already see ChatGPT and Claude in the recipe can now move directly into their existing side-by-side comparison before choosing a general assistant for review summaries.
The engineering-manager meeting-follow-up recipe now links directly to the existing Otter vs Fireflies comparison so managers weighing transcript-first capture against broader searchable meeting memory can resolve that shortlist decision from the recipe.
- Check scope
- Engineering-manager meeting-follow-up recipe relationship guidance and public decision history only. Reuses the existing Otter vs Fireflies comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz inputs, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Engineering managers who already see Fireflies and Otter in the recipe can now move directly into their existing side-by-side comparison before choosing a transcript-heavy meeting-notes pilot.
The code-review and engineering-manager workflows now link directly to Codex vs Cursor, and the comparison adds a same-task pilot so teams can judge delegated-agent versus IDE-first work by review, rework, coordination, and control burden before standardizing.
- Check scope
- Buyer-facing workflow relationships, comparison guidance, and public update history only. Reuses the existing Codex vs Cursor comparison and existing vendor-source coverage; no current vendor fact, pricing, privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz mapping, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. Engineering teams considering both tools now get both the direct workflow handoff and a controlled pilot method for deciding whether delegated task execution or interactive editor assistance should be the default operating model.
The AI design and prototyping tools category now sends buyers directly to Replit Agent vs Lovable when the remaining app-builder decision is a hosted build, run, and publish workspace versus a design-forward prompt-to-app prototype path.
- Check scope
- AI design and prototyping category relationship guidance and public decision history only. Reuses the existing Replit Agent vs Lovable comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. App-builder buyers can now move directly from the category shortlist into the existing Replit Agent vs Lovable comparison before committing to a pilot.
The AI design and prototyping tools category now sends buyers directly to Base44 vs Replit Agent when the remaining app-builder decision is a bundled backend abstraction versus a code-visible hosted workspace, turning the existing shortlist into a concrete pilot decision.
- Check scope
- AI design and prototyping category relationship guidance and public decision history only. Reuses the existing Base44 vs Replit Agent comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. App-builder buyers can now move directly from the category shortlist into the existing Base44 vs Replit Agent comparison before committing to a pilot.
The AI workflow automation tools category now sends buyers directly to Zapier vs n8n when the remaining choice is broad no-code app coverage versus deeper technical control or self-hosting, turning the stated operating-model fork into a concrete next decision.
- Check scope
- AI workflow automation category relationship guidance and public decision history only. Reuses the existing Zapier vs n8n comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Automation buyers choosing between broad no-code coverage and deeper technical control can now move directly into the existing Zapier vs n8n comparison before standardizing a workflow.
The AI customer support tools category now sends buyers directly to Fin vs Zendesk AI Agents when the remaining choice is an AI-agent layer on an existing helpdesk versus a broader service-platform operating model.
- Check scope
- AI customer-support category relationship guidance and public decision history only. Reuses the existing Fin vs Zendesk AI Agents comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Support buyers can now move directly from the category's operating-model fork into the existing Fin vs Zendesk AI Agents comparison before rollout.
The AI coding tools category now sends buyers who have already chosen a terminal-first agent directly to Claude Code vs Codex, turning that shortlist into a concrete substitution decision before standardization.
- Check scope
- AI coding category relationship guidance and public decision history only. Reuses the existing Claude Code vs Codex comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Coding buyers who already want a terminal-first agent can now move directly into the existing Claude Code vs Codex comparison before standardizing.
The AI workflow automation tools category now sends buyers directly to Make vs Zapier when the remaining decision is broad no-code app coverage versus visual scenario control, turning the category shortlist into a concrete substitution decision before pilot expansion.
- Check scope
- AI workflow automation category relationship guidance and public decision history only. Reuses the existing Make vs Zapier comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Automation buyers choosing between broad no-code app coverage and visual scenario control can now move directly into the existing Make vs Zapier comparison before standardizing a workflow.
The AI design and prototyping tools category now sends buyers to the AI Tool Pilot Checklist before they expand a generated-design or prototype workflow into broader production use, making scope, baseline, data handling, ownership, and the keep/replace/drop decision explicit.
- Check scope
- AI design and prototyping category guidance and buyer handoff only. Reuses the existing AI Tool Pilot Checklist; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Design-tool buyers can now move from a prototype shortlist into a bounded pilot before expanding access or treating generated output as production workflow.
The AI workflow automation tools category now sends buyers directly to the AI Tool Pilot Checklist before they expand automation beyond a first test, making scope, baseline, data handling, ownership, and the keep/replace/drop decision explicit.
- Check scope
- AI workflow automation category guidance and buyer handoff only. Reuses the existing AI Tool Pilot Checklist; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Automation buyers can now move directly from first-test selection into a bounded pilot before broadening app access or autonomous action scope.
The AI coding tools category now points buyers directly to Codex vs Cursor when the remaining choice is delegated task execution versus an IDE-first coding workflow, turning a broad interaction-model description into a concrete next decision.
- Check scope
- AI coding category decision guidance and public decision history only. Reuses the existing Codex vs Cursor comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Coding-tool buyers who have narrowed the problem to delegated work versus an editor-first workflow can now move directly into the existing Codex vs Cursor decision before standardizing.
The AI research tools category now links directly to the existing ChatGPT vs Claude comparison so buyers who move from source discovery into a general-assistant shortlist can resolve the drafting-and-analysis assistant choice without leaving the category.
- Check scope
- AI research category relationship guidance and public decision history only. Reuses the existing ChatGPT vs Claude comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Research buyers who already have ChatGPT and Claude in the category shortlist can now move directly into their existing comparison before choosing a default assistant for downstream drafting and analysis.
The AI meeting notes tools category now links directly to the existing Fathom vs Otter and Fathom vs Granola comparisons, completing the direct comparison handoffs among its four core first-test note-takers.
- Check scope
- AI meeting-notes category relationship guidance and public decision history only. Reuses the existing Fathom vs Otter and Fathom vs Granola comparisons; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Meeting-notes buyers can now move from the category shortlist into every existing direct comparison among Fathom, Granola, Fireflies, and Otter before standardizing a capture workflow.
The startup spreadsheet-and-data-analysis recipe now links directly to the existing ChatGPT vs Gemini comparison so teams weighing a one-off assistant against the Google-suite path can resolve that shortlist decision from the recipe.
- Check scope
- Startup spreadsheet-and-data-analysis recipe relationship guidance and public decision history only. Reuses the existing ChatGPT vs Gemini comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz inputs, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Startup teams can now move directly from the recipe's ChatGPT-and-Gemini shortlist into the existing side-by-side comparison before choosing the assistant or suite-native path for spreadsheet analysis.
The engineering-manager meeting-follow-up recipe now links directly to the existing Granola vs Otter comparison so managers who already see both tools in the recipe can resolve that shortlist decision without leaving the workflow path.
- Check scope
- Engineering-manager meeting-follow-up recipe relationship guidance and public decision history only. Reuses the existing Granola vs Otter comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz inputs, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Engineering managers can now move directly from the recipe's Granola-and-Otter shortlist into the existing side-by-side comparison before choosing which meeting-notes tool to pilot.
The solo-founder content-operations recipe now links directly to the existing Claude vs Perplexity comparison so founders who already use both in the recommended stack can resolve the cited-research versus general-assistant drafting and synthesis tradeoff without leaving the recipe.
- Check scope
- Solo-founder content-operations recipe relationship guidance and public decision history only. Reuses the existing Claude vs Perplexity comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz inputs, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Solo founders can now move directly from the recipe's Claude-and-Perplexity stack into the existing side-by-side decision before deciding which tool owns source-backed research and which owns drafting or synthesis.
The solo-founder MVP prototyping recipe now links directly to the existing v0 vs Lovable comparison so founders who are already testing both builders can resolve the Vercel-centered prototype path versus the broader prompt-to-app workflow before choosing what moves into reviewed code.
- Check scope
- Solo-founder MVP recipe relationship guidance and public decision history only. Reuses the existing v0 vs Lovable comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz inputs, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Solo founders can now move directly from the recipe's v0-and-Lovable shortlist into the existing side-by-side comparison before deciding which prototype workflow to standardize.
The directory-versus-advisor guide now routes unresolved shortlist claims into the AI Research Source Verification Checklist before a pilot or purchase, so buyers can turn pricing, privacy, admin, and capability unknowns into an explicit evidence-check step instead of carrying them forward as assumptions.
- Check scope
- Buyer-facing guide decision guidance and public update history only. Reuses the existing AI Research Source Verification Checklist; no vendor fact, pricing, privacy/security claim, tool/comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. Buyers leaving broad discovery now have a concrete verification handoff before committing to a pilot or purchase when shortlist evidence is still incomplete.
The AI Research Source Verification Checklist now links directly to NotebookLM vs Perplexity so buyers can move from evidence-checking requirements into the source-grounded-corpus versus open-web research decision without leaving the verification path.
- Check scope
- Buyer-facing research-verification template relationship guidance and public update history only. Reuses the existing NotebookLM vs Perplexity comparison; no tool or comparison verdict, vendor fact, pricing, privacy/security claim, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. Buyers using the verification checklist can now enter the existing source-grounded NotebookLM versus open-web Perplexity decision when choosing how to structure evidence collection.
The startup-founder role now links directly to the existing v0 vs Lovable comparison so founders who already shortlist both prototype builders can resolve the Vercel-centered prototype path versus the broader app-builder workflow before standardizing on one.
- Check scope
- Startup-founder role relationship guidance and public decision history only. Reuses the existing v0 vs Lovable comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Founders can now move directly from the role's v0-or-Lovable prototype shortlist into the existing side-by-side comparison before choosing a prototype workflow.
The AI design and prototyping tools category now links directly to the existing Figma AI vs Google Stitch and v0 vs Lovable comparisons so buyers can resolve both the design-canvas choice and the code-prototype-versus-full-stack-app-builder choice from the category.
- Check scope
- AI design and prototyping category relationship guidance and public decision history only. Reuses the existing Figma AI vs Google Stitch and v0 vs Lovable comparisons; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Product-design buyers can now move from the category into the existing direct comparison that matches the prototype decision they are making before expanding a pilot.
Gemini's tool record now reflects Gemini Live's Spark-backed multi-step tasks, Daily Brief, hands-free inbox actions, and Personal Intelligence so Google-centric teams can evaluate delegated work with the right plan and permission boundaries.
- Check scope
- Gemini tool capability, plan-boundary, connected-app governance guidance, and public decision history only. The canonical verdict remains Try; no recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeThe Try verdict is unchanged, but the reason to pilot is broader: Gemini now supports delegated connected-app work, so buyers should test those agentic workflows only with scoped app permissions, human review, and the required Google AI plan.
The user-research workflow now links directly to the existing Otter vs Fireflies, Fathom vs Otter, and Fathom vs Fireflies comparisons so teams can resolve transcript-first capture, broader meeting memory, or a free-first capture alternative before standardizing interview tooling.
- Check scope
- User-research workflow relationship guidance and public decision history only. Reuses existing canonical comparisons; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Research teams can now move from the workflow into three direct meeting-capture comparisons before choosing whether the pilot should favor transcript-first review, broader meeting memory, or free-first capture and follow-up.
The AI meeting notes tools category now includes Fathom as a first-test option and links directly to Fathom vs Fireflies so buyers can compare a dedicated recorder workflow with broader shared transcription and search.
- Check scope
- AI meeting-notes category relationship guidance and public decision history only. Reuses the existing Fathom tool record and Fathom vs Fireflies comparison; no tool or comparison verdict, pricing or privacy/security claim, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Meeting-notes buyers can now keep Fathom in the category shortlist and move directly into the existing Fathom versus Fireflies comparison before choosing a rollout path.
The software-engineer role now links directly to the existing Codex vs Cursor comparison so teams can resolve the bounded agent-task versus repository-aware editor workflow before standardizing a coding assistant.
- Check scope
- Software-engineer role relationship guidance and public decision history only. Reuses the existing Codex vs Cursor comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz inputs, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Software engineers can now move directly from the role stack into the Codex-versus-Cursor decision before choosing a bounded agent-task or repository-aware editor workflow.
The product-design prototyping recipe now links directly to the existing Figma AI vs v0 comparison so designers can resolve the source-of-truth design workflow versus code-adjacent prototype handoff before expanding a pilot.
- Check scope
- Product-design prototyping recipe relationship guidance and public decision history only. Reuses the existing Figma AI vs v0 comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz inputs, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Product designers can now move from the prototyping recipe into the direct Figma AI versus v0 decision before choosing whether the next prototype stays design-native or becomes code-adjacent.
The default-assistant chooser now routes a completed pilot into the AI stack audit for the broader keep, replace, add, or cancel decision, while retaining dedicated renewal and offboarding paths for seat expansion and assistant switching.
- Check scope
- Buyer-facing post-pilot lifecycle handoffs for the default-assistant guide only. No vendor capability, pricing, privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict changed. Buyers can now move from a default-assistant pilot into a broader stack audit before expanding or replacing tools, then use the dedicated renewal or offboarding artifact when that narrower action is the next step.
The software-vs-infrastructure guide now makes the managed-API boundary explicit: vendor hosting does not by itself make a production integration a simple software purchase when the buyer still owns evaluation, fallback, monitoring, and reliability.
- Check scope
- Buyer decision framing for the software-vs-infrastructure guide and guide-hub metadata only. No vendor-specific capability, pricing, privacy/security claim, tool verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. Teams can now distinguish a finished vendor-operated workflow product from a managed model or API that still creates engineering-owned production obligations.
Added an AI customer support tools category that routes support, CX, and operations teams through the Fin-versus-Zendesk operating-model decision, supervised rollout gates, and bounded automation handoffs.
- Check scope
- New customer-support category guidance composed from the existing Fin, Zendesk AI Agents, customer-support workflow, Fin vs Zendesk AI Agents comparison, and workflow-automation records. No new vendor pricing or privacy/security fact was introduced or revalidated; no tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict changed. Buyers now have a direct category-level path for deciding between an AI-agent layer and a Zendesk-centered support platform, with explicit escalation, data-access, and sensitive-action boundaries before rollout.
Added a direct comparison for buyers choosing between Pitch's collaborative client-delivery workflow and Gamma's faster AI-first presentation and visual-content drafting workflow.
- Check scope
- Current official Pitch product, pricing, plans, security, privacy, and presentation-analytics guidance plus Gamma product, pricing, team/business, privacy, and AI data-control guidance.
- Verdict impact
- No underlying tool verdict changed. The new decision path makes the operating split explicit: choose Pitch when collaboration, tracked sharing, pitch rooms, and follow-up are central; choose Gamma when prompt-to-draft speed and multi-format generation are central.
The AI research tools category now links directly to the existing Google Search vs Perplexity, Perplexity vs ChatGPT Search, NotebookLM vs Perplexity, and Claude vs Perplexity comparisons so buyers can move from its open-web, AI-search-assistant, research-corpus, and assistant-fit guidance into the relevant side-by-side decisions.
- Check scope
- AI research category relationship guidance and public decision history only. Reuses the existing Google Search vs Perplexity, Perplexity vs ChatGPT Search, NotebookLM vs Perplexity, and Claude vs Perplexity comparisons; no tool or comparison verdict, vendor fact, pricing or privacy/security claim, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Buyers can now move directly from the research category into existing comparisons for open-web search method, AI-first cited-search assistant choice, open-web versus known-source research, and research-mode versus general-assistant fit.
The Google-vs-standalone guide now routes research decisions into NotebookLM vs Perplexity for controlled-corpus synthesis versus open-web discovery, and into Google Search vs Perplexity when the decision is specifically how to search the open web.
- Check scope
- Google-vs-standalone research-mode guidance, guide-hub metadata, the existing NotebookLM vs Perplexity and Google Search vs Perplexity comparisons, and public decision history only. No vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Teams using a mixed Google-and-standalone research stack can now move into the existing direct comparison that matches the decision: corpus-grounded synthesis versus open-web discovery, or Google Search versus Perplexity for the web-search path.
The product-designer role now links directly to the existing Figma AI vs v0 and v0 vs Lovable comparisons so teams can move from the role stack into the design-to-code or app-builder decision they actually need.
- Check scope
- Product-designer role relationship guidance and public decision history only. Reuses the existing Figma AI vs v0 and v0 vs Lovable comparisons; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Product designers can now compare Figma AI with v0 for design-to-code handoff, then compare v0 with Lovable when the remaining choice is a Vercel-centered prototype path versus a broader app-builder workflow.
The AI workflow automation tools category now links directly to the existing Make vs Zapier comparison so buyers choosing between visual scenario control and a broader no-code business system can move into that side-by-side decision from the shortlist.
- Check scope
- Buyer-facing workflow-automation category relationship guidance and public update history only. Reuses the existing Make vs Zapier comparison; no tool or comparison verdict, vendor fact, pricing, privacy/security claim, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. Buyers comparing Make and Zapier from the category's first-test shortlist can now enter the existing direct comparison instead of leaving the category to find it.
The AI design and prototyping tools category now includes Base44 in its app-builder shortlist and links directly to the existing Base44 versus Lovable and Base44 versus Replit Agent comparisons, helping teams distinguish backend-inclusive app generation from design-first and code-visible prototype workflows.
- Check scope
- Buyer-facing design-category guidance, category relationships, and public update history only. No tool or comparison verdict, vendor fact, pricing, privacy/security claim, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. Buyers can now reach Base44 and its direct Lovable and Replit Agent substitution decisions from the design and prototyping category instead of discovering those existing records separately.
The AI meeting notes tools category now links directly to the existing Granola vs Otter comparison so buyers shortlisting both first-test options can move into the direct side-by-side decision.
- Check scope
- AI meeting-notes category relationship guidance and public decision history only. Reuses the existing Granola vs Otter comparison; no tool or comparison verdict, vendor fact, pricing or privacy/security claim, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Buyers considering both Granola and Otter from the category's first-test shortlist can now move directly into the existing comparison instead of leaving the category to find it.
The small-team buying guide now routes teams into the existing free-vs-paid approval path before broader seat commitments and into the stack-audit guide before another expansion cycle.
- Check scope
- Small-team buying-guide lifecycle guidance, guide-hub metadata, the existing free-vs-paid and stack-audit handoffs, and public decision history only. No vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. Small teams now get explicit approval criteria before converting free usage into a paid team commitment, plus an audit step before adding another tool to an established paid stack.
The code-review workflow now links directly to existing Claude Code comparisons with GitHub Copilot and Devin, and the engineering-manager workflow now links to Claude Code versus Devin so teams can separate supervised coding-agent work from a delegated backlog-worker model without changing tool verdicts.
- Check scope
- Buyer-facing workflow relationships and public update history only. No vendor fact, pricing, privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz mapping, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. Code-review buyers can reach existing GitHub Copilot and Devin comparisons, while engineering-manager buyers can now move directly into the Claude Code-versus-Devin operating-model decision when evaluating supervised versus delegated coding work.
The Coding Assistant Rollout Checklist now links to the existing Claude Code vs Devin comparison so engineering teams evaluating both can move into the direct decision before widening repository access or agentic permissions.
- Check scope
- Coding Assistant Rollout Checklist relationship guidance and public decision history only. Reuses the existing Claude Code vs Devin comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Teams using the rollout checklist can now move directly into the existing Claude Code versus Devin choice before expanding coding-agent access or permissions.
The AI coding tools category now links buyers to existing direct comparisons for Cursor versus Windsurf, GitHub Copilot versus Claude Code, Claude Code versus Cursor, Claude Code versus Devin, Codex versus Cursor, Codex versus GitHub Copilot, and Gemini CLI versus Codex, making editor, terminal-agent, and delegated-agent operating-model choices easier to resolve from the category.
- Check scope
- Buyer-facing coding-category relationship and public update history only. No tool or comparison verdict, vendor fact, pricing, privacy/security claim, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. Buyers weighing editor-first coding assistance, supervised terminal agents, or delegated engineering agents can now enter the existing Cursor-versus-Windsurf, Copilot-versus-Claude Code, Claude Code-versus-Cursor, Claude Code-versus-Devin, Codex-versus-Cursor, Codex-versus-GitHub Copilot, and Gemini CLI-versus-Codex side-by-side decisions directly from the category.
The AI research tools category now routes buyers from cited web research, source-grounded synthesis, and literature search into the existing AI Research Source Verification Checklist before consequential decisions are made.
- Check scope
- Buyer-facing AI research category handoff and public update history only. No tool records, vendor facts, pricing, privacy/security claims, verdicts, recommendation scoring, Stack Quiz behavior, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. Buyers now have a direct reusable verification step for tracing decisive claims to underlying sources, cross-checking evidence, and preserving uncertainty before acting on AI-assisted research.
The free-vs-paid and Google-vs-standalone guides now hand approved buying choices into the existing AI Tool Pilot Checklist so teams can preserve the workflow, owner, allowed data, evidence bar, and stop or switch conditions before expanding paid seats or connectors.
- Check scope
- Free-vs-paid and Google-vs-standalone guide decision guidance, guide-hub metadata, the existing AI Tool Pilot Checklist handoffs, and public decision history only. No vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. Buyers deciding either when to pay or whether to standardize on Google-native versus standalone tools now have a reusable pilot record before broader seat or connector expansion.
Added a product-manager recipe for turning approved product and stakeholder meetings into reviewed decisions, owners, and follow-up without treating transcripts or AI summaries as the product record. The recipe reuses the existing product-manager role, meeting-notes workflow, tool records, comparisons, and deterministic quiz handoff.
- Check scope
- New recipe and public decision history only. Existing catalog records were checked for the role, workflow, tools, comparisons, and quiz codes. No vendor fact field, pricing or privacy/security field, tool verdict, recommendation score, workflow definition, route implementation, or Product behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation rule changed. The recipe uses the existing product-manager and meeting-notes quiz inputs while adding a PM-specific meeting-to-decision operating path.
The new AI Research Source Verification Checklist turns AI-assisted research into a reviewable evidence packet by tracing decisive claims to underlying sources, cross-checking important evidence, preserving uncertainty, and naming the human review required before consequential decisions.
- Check scope
- New vendor-neutral research-verification template, its user-research and workplace-productivity workflow relationships, and public decision history only. No vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. Buyers using AI for research now have a reusable gate for deciding whether the evidence is traceable and independently checked enough to support an important decision.
The AI meeting notes tools category now links directly to the existing Otter vs Fireflies comparison so buyers shortlisting both first-test options can move into the direct side-by-side decision.
- Check scope
- AI meeting-notes category relationship guidance and public decision history only. Reuses the existing Otter vs Fireflies comparison; no tool or comparison verdict, vendor fact, pricing or privacy/security claim, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Buyers considering both Otter and Fireflies from the category's first-test shortlist can now move directly into the existing comparison instead of leaving the category to find it.
Added an explicit post-pilot gate for teams deciding whether individual meeting capture should become shared meeting memory. Buyers now get concrete ownership, consent, retention, sharing, deletion, exit, and pilot-value checkpoints before expanding seats, storage, CRM writeback, or company-wide search.
- Check scope
- Buyer operating guidance only. The follow-up adds a measurable pilot-evidence gate and tightens the stop condition; no vendor pricing, product capability, privacy/security fact, source-review date, quiz rule, or comparison verdict changed.
- Verdict impact
- No verdict changeNo verdict change. The update makes the existing individual-first versus shared-team-memory rollout decision safer and more actionable by requiring both operating controls and evidence that broader meeting memory creates enough workflow value to justify expansion.
The connected-assistant permissions guide now carries an approved least-privilege connection into the AI Tool Pilot Checklist, then into the Vendor Pricing and Security Review Checklist before a paid or wider rollout.
- Check scope
- Connected-assistant permissions guide, guide hub metadata, the existing AI Tool Pilot Checklist and Vendor Pricing and Security Review Checklist handoffs, and public decision history only. No vendor fact, pricing or privacy/security claim, tool verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. A team that approves a narrow connected-assistant pilot now has concrete pilot evidence and a pricing/security due-diligence handoff before widening seats, data access, delegated actions, or paid commitment.
The product-manager role now routes teams to the stack-audit guide before expanding AI seats or renewing overlapping assistants, and the audit guide routes buyers back to the product-manager stack after the keep/replace/add/cancel review.
- Check scope
- Product-manager role guidance, the reciprocal stack-audit guide handoff, guide hub metadata, and public decision history only. No vendor fact, pricing or privacy/security claim, tool verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. Product teams now get a two-way handoff between role-specific stack guidance and the audit decision before broadening seats or keeping overlapping assistants after a pilot.
The Coding Assistant Rollout Checklist now links the existing Cursor, Claude Code, and Codex comparisons against GitHub Copilot, plus Codex vs Cursor, so engineering teams can resolve the direct coding-assistant choice before expanding repository access or agentic permissions.
- Check scope
- Coding Assistant Rollout Checklist relationships and public decision history only. Reuses existing comparisons; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Teams using the rollout checklist can now move directly into the existing GitHub Copilot substitution decisions and the Codex-versus-Cursor choice already represented in the coding-assistant catalog.
The GitHub Copilot tool page now removes an unrelated ChatGPT vs Cursor handoff and links directly to its existing Claude Code and Cursor comparisons, while the Claude tool page now links its existing Gemini and Perplexity comparisons alongside ChatGPT and GitHub Copilot.
- Check scope
- GitHub Copilot and Claude tool relationships plus public decision history only. Reuses existing comparisons; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. GitHub Copilot and Claude buyers now get the existing direct comparison handoffs that match each tool record, including the previously missing Copilot-to-Claude Code/Cursor and Claude-to-Gemini/Perplexity decisions.
The AI Tool Renewal Review Checklist now tells teams renewing meeting-note tools to recheck recording consent, approved meeting types, transcript retention, and sensitive-meeting exclusions, and links the meeting-notes workflow as the policy context for that renewal decision.
- Check scope
- AI Tool Renewal Review Checklist, meeting-notes workflow relationship, and public decision history only. No vendor fact, pricing or privacy/security claim, tool verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Teams now carry meeting-specific consent and retention policy into the renew, reduce, replace, or cancel decision instead of treating renewal as only a price and seat review.
The engineering-manager code-review recipe now links directly to the existing Cursor vs GitHub Copilot comparison so teams that already shortlist both coding assistants can resolve the agent-first editor versus GitHub-centered assistant decision before standardizing seats or agent access.
- Check scope
- Engineering-manager code-review recipe relationship guidance and public decision history only. Reuses the existing Cursor vs GitHub Copilot comparison; no vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz inputs or behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Engineering managers can now move directly from the recipe's Cursor and GitHub Copilot shortlist into the canonical side-by-side decision.
The directory-vs-advisor guide now routes buyers from shortlist evaluation into the existing AI Tool Pilot Checklist before broad seat expansion, so discovery ends in a measured one-team, one-workflow test instead of an immediate rollout.
- Check scope
- Directory-vs-advisor guide lifecycle handoff, guide hub metadata, and public decision history only. Reuses the existing AI Tool Pilot Checklist; no vendor fact, pricing or privacy/security claim, tool verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Buyers who finish discovery or shortlist evaluation now have an explicit bounded-pilot next step before expanding seats.
The software-engineer role now routes coding teams to the stack-audit guide before expanding assistant seats or keeping overlapping developer tools, so review evidence, ownership, duplicated spend, and risk are checked in one maintenance decision.
- Check scope
- Software-engineer role guidance and public decision history only. Reuses the existing stack-audit guide; no vendor fact, pricing or privacy/security claim, tool verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. Software engineers now get a direct stack-audit handoff before broadening seats or keeping overlapping coding assistants.
The meeting-notes workflow now requires a named retention owner to preserve approved decisions and actions, remove transcript data under policy, revoke bot and workspace access, and verify a retired tool no longer captures new meetings before replacement or shutdown is complete; the vendor-offboarding checklist is now linked as the reusable shutdown handoff for this workflow.
- Check scope
- Meeting-notes workflow closeout guidance, its vendor-offboarding template handoff, and public decision history only. No vendor fact, pricing or privacy/security claim, tool verdict, recommendation scoring, Stack Quiz mapping, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. Teams now have an explicit retention, access-revocation, and capture-verification closeout gate before retiring or replacing a meeting-notes tool.
The AI workflow automation tools category now links directly to the existing Make vs n8n comparison so buyers can resolve the managed visual automation versus technical runtime-control fork from the category decision path.
- Check scope
- AI workflow automation category relationship guidance and public decision history only. Reuses the existing Make vs n8n comparison; no tool or comparison verdict, vendor fact, pricing or privacy/security claim, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Buyers can now move directly from the category's managed-visual-versus-technical-ownership decision into the existing side-by-side comparison.
The connected-assistant permissions guide now routes teams that revoke or replace an assistant into the vendor offboarding checklist so dependencies, needed data exports, access removal, and cancellation stay in one lifecycle decision.
- Check scope
- Connected-assistant permissions guide lifecycle handoff and public decision history only. No vendor fact, pricing or privacy/security claim, tool verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Teams that decide to revoke or replace an assistant now get an explicit offboarding next step instead of stopping at permission revocation.
The solo-founder role now routes one-person companies to the free-versus-paid upgrade check before a recurring AI workflow becomes another lasting subscription, with the paid-plan gap, owner, review date, and exit path made explicit.
- Check scope
- Solo-founder role guidance and public decision history only. No vendor fact, pricing value, privacy/security claim, verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Solo founders now get a direct proof gate before moving from a bounded single-seat pilot into another durable paid commitment.
The engineering-manager workflow now requires a named manager who can stop expansion when source mismatches, review failures, permission exceptions, or unresolved governance debt remain after the pilot.
- Check scope
- Engineering-manager workflow rollout guidance and public decision history only. No vendor fact, pricing or privacy/security claim, tool verdict, recommendation scoring, Stack Quiz mapping, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. Engineering managers now have an explicit accountable stop owner and conditions that must clear before expanding AI-assisted workflows beyond the pilot.
The AI design and prototyping tools category now links directly to the existing Figma AI vs v0 comparison so teams can resolve the category's Figma-source-of-truth versus code-backed prototype fork without leaving the decision path.
- Check scope
- AI design and prototyping category relationship guidance and public decision history only. Reuses the existing Figma AI vs v0 comparison; no tool or comparison verdict, vendor fact, pricing or privacy/security claim, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Buyers can now move directly from the category's design-system-versus-code-backed prototype decision into the existing side-by-side comparison.
The Cursor tool page now links directly to the existing Claude Code vs Cursor, Codex vs Cursor, and Cursor vs GitHub Copilot comparisons so coding teams can move from the tool record into the most relevant agent and assistant tradeoff decisions.
- Check scope
- Cursor tool relationships and public decision history only. No vendor fact, pricing or privacy/security claim, tool or comparison verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Cursor buyers now have direct handoffs into the existing coding-tool comparisons that answer adjacent substitution decisions.
The Coding Assistant Rollout Checklist now requires a named pause trigger and a rollback path before teams expand repository or elevated-action access.
- Check scope
- Coding Assistant Rollout Checklist and public decision history only. No vendor fact, pricing or privacy/security claim, verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Teams now define who can stop expansion and how to return to the last approved human-reviewed workflow when rollout controls fail.
The startup-founder role guide now routes founders to the free-versus-paid upgrade check before a recurring AI workflow becomes a lasting paid commitment, with the paid-plan gap, owner, review date, and exit path made explicit.
- Check scope
- Startup-founder role guidance and public decision history only. No vendor fact, pricing value, privacy/security claim, verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Founders now get a direct proof gate before moving from a bounded pilot or free plan into a durable paid commitment.
Strengthened the engineering-manager weekly-planning recipe so one manager explicitly owns the stop decision when AI-assisted planning cannot reconcile owners, dates, dependencies, customer-impact language, or source status with the approved tracker or accountable owner. Unresolved mismatches now pause publication and escalate instead of being flattened into green status.
- Check scope
- Buyer-facing recipe guidance only. No vendor fact, pricing/privacy/security claim, tool verdict, recommendation order, deterministic quiz tuple, workflow definition, route, or UI behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation rule changed. The recipe keeps the existing engineering-management quiz handoff while adding an explicit stop-owner and mismatch-escalation condition before the weekly plan is shared.
Strengthened the engineering-manager incident-review recipe so an AI-assisted postmortem draft must reconcile claimed causes, timestamps, impact statements, and owners against the source timeline, logs, and reviewed notes before it becomes operational follow-up. Unresolved material mismatches now stop the AI-assisted draft instead of being smoothed into the postmortem.
- Check scope
- Buyer-facing recipe guidance only. No vendor fact, pricing/privacy/security claim, tool verdict, recommendation order, deterministic quiz tuple, workflow definition, route, or UI behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation rule changed. The recipe keeps the existing engineering-management quiz handoff while adding an explicit evidence-reconciliation stop condition before incident follow-up is operationalized.
Added a baseline-and-reconciliation gate before recurring AI-assisted spreadsheet analysis becomes operational, so teams compare one assisted run with reviewed source rows and formula or code logic before promotion.
- Check scope
- Repository-owned workflow guidance only; no vendor capability, pricing, privacy/security, verdict, or recommendation-semantic claim changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation order changed. The workflow now requires stronger evidence before recurring AI-assisted analysis becomes operational.
Linked the Google Search vs Perplexity and Google Search vs ChatGPT Search comparisons back to the existing Product Designer and Engineering Manager workflows that already reference those decisions.
- Check scope
- Existing canonical comparison and workflow relationships; no vendor facts were rechecked.
- Verdict impact
- No verdict change; buyers can now move bidirectionally between the relevant workflow guidance and these existing comparisons.
The default-assistant chooser now tells buyers when to standardize the first assistant, switch back to the shortlist, or add one specialist assistant only for a distinct recurring job that remains unmet after the pilot.
- Check scope
- Default AI assistant chooser, guide hub metadata, and public decision history only. No vendor fact, pricing or privacy/security claim, tool verdict, comparison verdict, recommendation scoring, Stack Quiz behavior, route, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Buyers now have an explicit post-pilot gate that prevents a first assistant trial from turning into overlapping paid defaults without evidence.
The AI Vendor Offboarding Checklist now asks teams to retry one previously authorized access path or automation after revoking users, keys, connectors, and service accounts, then remove any residual access before cancellation.
- Check scope
- AI Vendor Offboarding Checklist and public decision history only. No vendor fact, pricing or privacy/security claim, verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Teams now verify that practical access is actually gone before completing vendor shutdown instead of relying only on revocation settings.
The AI research tools category now separates open-web discovery, synthesis over a trusted document set, and specialist scientific-literature search and extraction, with Elicit as the first test for the literature-review path.
- Check scope
- AI research category decision guidance and public decision history only. Reuses the existing canonical Elicit record; no tool verdict, pricing or privacy/security claim, workflow semantics, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Buyers can now route scientific-literature screening and evidence extraction to the existing specialist tool instead of treating all research as open-web or document-synthesis work.
The stack-audit guide hub now tells buyers to transfer shared assets and dependent workflows before revoking access or canceling a tool, so ownership does not disappear during a keep, replace, or stop decision.
- Check scope
- Stack-audit guide hub metadata and public decision history only. No bespoke guide-route copy, vendor fact, pricing or privacy/security claim, verdict, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Buyers now get an explicit ownership-transfer step before access is revoked or the tool is canceled.
The Guides hub now tells teams comparing Google-native AI with standalone tools to test one recurring workflow both ways and record time saved, admin burden, and what is lost during export or handoff before standardizing.
- Check scope
- Buyer-facing guide-catalog decision framing, generated content inventory, and public update history only. No bespoke guide-route body, tool record, verdict, recommendation order, quiz scoring, pricing, privacy/security claim, Product behavior, route, or application behavior changed.
- Verdict impact
- No verdict changeNo tool verdict or recommendation changed. The hub now makes ecosystem exit cost measurable through a recurring-workflow test that includes operating gain, administration, and portability quality.
Added buyer guidance for administrator-enforced Claude Code version bounds and configurable fallback models, so managed teams can evaluate client compatibility and continuity before requiring the agent across repositories.
- Check scope
- Official Claude Code changelog entries for managed minimum/maximum version enforcement, fallback-model configuration, security hardening, and reliability fixes. Updated the existing Claude Code tool record only; no verdict, recommendation order, comparison decision, workflow, quiz behavior, route, or application logic changed.
- Verdict impact
- No verdict changeClaude Code remains Try. The release changes strengthen the managed-rollout checklist rather than changing the underlying agentic-coding fit.
The small-team AI tools guide hub now makes a workable exit part of the expansion test, alongside a recurring job, named owner, and evidence of value before another specialized tool becomes a lasting commitment.
- Check scope
- Small-team guide hub metadata and public decision history only. No guide-route copy, tool verdict, vendor fact, pricing or privacy/security claim, recommendation scoring, Stack Quiz behavior, route, layout, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Buyers now see the existing four-part expansion gate, including a workable exit, before adding another specialized tool.
The engineering-manager, marketing-team, and product-designer role guides now route teams into a stack audit before they expand seats or keep overlapping research, writing, coding, prototype, creative, or media assistants.
- Check scope
- Engineering-manager, marketing-team, and product-designer role guidance plus public decision history only. No tool verdict, workflow, comparison, recommendation scoring, Stack Quiz behavior, route, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. All three roles now have a direct review path for evidence, duplicated spend, ownership, and risk before broader rollout.
Added a dated renewal warning for existing Runway Unlimited subscribers ahead of the September 1, 2026 transition to Max, including the distinct monthly and annual subscriber paths.
- Check scope
- Checked Runway official migration guidance for the transition date, monthly auto-migration, annual refund or migration-credit choice, and the listed monthly price. Updated pricing and renewal guidance without changing the Try verdict, recommendation order, workflows, comparisons, or quiz behavior.
- Verdict impact
- No verdict changeRunway remains Try. The migration changes renewal timing and plan choice for existing Unlimited subscribers, not the underlying creative-media fit or rollout-risk assessment.
The Meeting Notes AI Policy Checklist now asks teams to define the condition that pauses rollout, name the person authorized to stop the tool, and require a documented fix plus policy-owner approval before restarting.
- Check scope
- Meeting Notes AI Policy Checklist and public decision history only. No vendor fact, pricing or privacy/security claim, verdict, recommendation scoring, Stack Quiz behavior, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Teams now have an explicit stop condition, accountable stop owner, and a controlled restart gate before expanding AI meeting notes beyond the pilot.
The AI tool pilot checklist now asks teams to capture the workflow's starting performance before the pilot so the final keep, replace, or drop decision compares against real evidence rather than memory.
- Check scope
- AI Tool Pilot Checklist and public decision history only. No vendor fact, pricing or privacy/security claim, verdict, recommendation scoring, Stack Quiz behavior, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Teams now record a baseline before piloting so the scale decision can measure real improvement against the starting workflow.
The free-versus-paid guide now asks teams to prove recurring workflow value, name the exact paid-plan gap, assign an owner, and set a review and exit date before approving an upgrade.
- Check scope
- Free vs Paid AI Tools guide and public decision history only. No vendor fact, pricing or privacy/security claim, verdict, recommendation scoring, Stack Quiz behavior, or application behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Buyers now get a concrete approval record before a free tool becomes a paid team commitment.
The permissions checklist now asks teams to retry the previously authorized data access or action after revocation and confirm cached sessions, tokens, or delegated credentials no longer work.
- Check scope
- Connected AI Assistant Permissions Checklist and public decision history only. No vendor fact, pricing or privacy/security claim, verdict, recommendation scoring, Stack Quiz behavior, or application permission behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Teams now verify that revocation removes practical access rather than relying only on a connector-state change.
The permissions checklist now triggers an immediate review whenever connector, role, workspace, or delegated-action scope changes instead of waiting for the next scheduled review.
- Check scope
- Connected AI Assistant Permissions Checklist and public decision history only. No vendor fact, pricing or privacy/security claim, verdict, recommendation scoring, Stack Quiz behavior, or application permission behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Teams now recheck connected-assistant permissions whenever the approved access boundary changes.
The permissions checklist now requires teams to test connector revocation and confirm the assistant loses access before approving broader rollout.
- Check scope
- Connected AI Assistant Permissions Checklist and public decision history only. No vendor fact, pricing or privacy/security claim, verdict, recommendation scoring, Stack Quiz behavior, or application permission behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Teams now get a concrete revocation proof before expanding connected-assistant access.
The renewal checklist now requires least-privilege connector scope, delegated-action approval, a tested revocation path, and a practical retry proving cached sessions, tokens, or delegated credentials no longer work before renewal.
- Check scope
- AI Tool Renewal Review Checklist and public decision history only. No vendor fact, pricing or privacy/security claim, verdict, recommendation scoring, Stack Quiz behavior, or application permission behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Teams now verify that revocation removes practical access before renewing tools that can reach other apps or take delegated actions.
The pilot checklist now requires least-privilege access, delegated-action approval, and revocation review before a connected AI tool expands beyond its bounded pilot.
- Check scope
- AI Tool Pilot Checklist and public decision history only. No vendor fact, pricing or privacy/security claim, verdict, recommendation scoring, Stack Quiz behavior, or application permission behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Teams now get an explicit connected-access gate before widening an AI tool pilot across more apps, permissions, or delegated actions.
The solo-founder role now routes one-person companies to the connected-assistant permissions review before customer, financial, fundraising, workspace, or delegated-action access expands beyond a bounded pilot.
- Check scope
- Solo-founder role relationships and public decision history only. No tool verdict, vendor fact, pricing or privacy/security claim, recommendation scoring, Stack Quiz behavior, or application permission behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Solo founders now get an explicit customer, financial, fundraising, workspace, and delegated-action permission review before connected assistants expand across one-person-company operations.
The startup-founder role now routes teams to the connected-assistant permissions review before fundraising, customer, workspace, or delegated-action access expands beyond a bounded pilot.
- Check scope
- Startup-founder role relationships and public decision history only. No tool verdict, vendor fact, pricing or privacy/security claim, recommendation scoring, Stack Quiz behavior, or application permission behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Founders now get an explicit fundraising, customer-context, workspace, and action-permission review before connected assistants expand across company operations.
The marketing-team role now routes buyers to the connected-assistant permissions review before source, asset, workspace, or publishing access expands beyond a bounded pilot.
- Check scope
- Marketing-team role relationships and public decision history only. No tool verdict, vendor fact, pricing or privacy/security claim, recommendation scoring, Stack Quiz behavior, or application permission behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Buyers now get an explicit source, asset, workspace, and publishing-permission review before connected assistants expand across marketing work.
The product-manager role now routes teams to the connected-assistant permissions review before roadmap, customer, workspace, or delegated-action access expands beyond a bounded pilot.
- Check scope
- Product-manager role relationships and public decision history only. No tool verdict, vendor fact, pricing or privacy/security claim, recommendation scoring, Stack Quiz behavior, or application permission behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Buyers now get an explicit roadmap, customer-context, workspace, and action-permission review before connected assistants expand across product work.
The product-designer role now routes teams to the connected-assistant permissions review before an agent-connected design tool moves beyond a bounded pilot.
- Check scope
- Product-designer role relationships and public decision history only. No tool verdict, vendor fact, pricing or privacy/security claim, recommendation scoring, Stack Quiz behavior, or application permission behavior changed.
- Verdict impact
- No verdict changeNo verdict or recommendation changed. Buyers now get an explicit design-file, workspace, and action-permission review before expanding agent-connected design access.