Trust methodology

How recommendations work

StackBuilder ranks and organizes tools by workflow usefulness, pricing transparency, freshness signals, stack fit, clear use cases, and editorial judgment. During beta, tool information should be treated as researched guidance, not a guarantee.

Workflow fit

We prioritize whether a tool helps a specific workflow ship, not just whether the tool is popular.

Freshness signals

Tools may be marked as fresh, stale, or unverified based on visible product signals and editorial review. Pricing and product claims should be rechecked before publishing major updates.

Stack usage

Tools used together in public stacks become part of the stack graph, which helps power alternatives and recommendations.

Sponsored listings

Sponsored placements must be labeled. Rankings are not for sale.

Corrections

Users and makers can submit corrections. Risky changes require human review before going live.