AI stack advisor
Answer a few questions about your workflow, team, budget, and privacy needs. Get a practical recommendation with tools to try, avoid-for-now guidance, and rollout notes.
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How it works
Tell us the job
Choose the workflow, role, and team context.
Set the constraints
Add budget, privacy, and the tools you already use.
Review the stack
See what to try, avoid for now, and roll out first.
Stack draft · preview
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Build as you browse
Save tools, workflows, and comparisons to a temporary stack draft while you explore. When the shortlist is ready, turn it into one recommendation. It stays in your browser — no account, no monitoring.
Start from what you know
Use the quiz when you need a recommendation. Browse directly when you already know the job or shortlist.
A starter AI stack for engineering managers balancing planning, code context, research, and team communication.
Last updated 2026-07-18
Workflow guidance
Each guide turns one job into a recommended stack, buying tradeoffs, privacy notes, and a first rollout step.
Browse workflow guidesWhen the shortlist gets real
Open a side-by-side verdict when two tools appear to solve the same job but differ on fit, pricing, or privacy.
Browse comparisonsFeatured comparison
Choose ChatGPT when you want the broadest default assistant for mixed team workflows. Choose Claude when long-form writing, document analysis, and careful reasoning are the main use cases.
Your team wants one assistant for research, writing, planning, analysis, and everyday knowledge work.
Your team spends a lot of time on long documents, structured analysis, or careful writing review.
Last updated 2026-07-17
Recently updated
Rule-based quiz. Review pricing and privacy details before rollout.Editorial methodologyUpdate logSend a correction
Start with the quiz, or follow the update notes as the library grows.
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