Trust model

Recommendations must be useful before they are monetized.

StackPilot is designed around source tracking, pricing review, affiliate disclosure, and clear warnings so it does not become another thin review site.

What every profile tracks

Official URL, pricing URL, free-plan signal, setup difficulty, best-for use case, avoid-if warning, alternatives, and monitoring status.

What automation will do

Scheduled checks will flag pricing page changes, broken links, stale sources, and open-source project activity. Publishing remains review-based.

What rankings avoid

No fake reviews, no invented user claims, no hidden sponsorship influence, and no “best” badge without a decision reason.

What users get

Goal-based stacks, cheaper options, open-source paths, cost estimates, and setup order before they commit to another recurring tool.