Product finder
Compare software by the workflow that has to survive adoption.
Start from the product category, then bind the choice to workflow, operator, pattern, aha, and decision tradeoff before choosing a vendor.
Based on your workflowThe entry price is only the start; seats, exports, projects, credits, and add-ons decide the real cost.
The mistake to avoid: renewal regret.
Check renewal regretCheck AI output trust regretThe renewal risk is often seats, exports, credits, and add-ons, not the entry plan.
Cost drift
The later pain is rarely the entry plan; it is seats, exports, credits, add-ons, projects, and renewal leverage.
Workflow mismatch
A tool can win the feature list and still fail when ownership, delegation, and review loops do not match the team.
Review burden
Reusable output and review load matter more than generation speed.
1 of 4Who has to live with the choice?
Decision signals
AI toolsshared draftingSave timeBudget
The selected workflow, team context, goal, and constraint are enough to route a useful recommendation.