Editorial Standards

How We Maintain Quality On Find AI List

This page explains how we collect tool data, verify claims, update listings, and handle corrections so users can trust what they see.

Last updated: April 2, 2026

Sourcing Standards

Tool pages are compiled from public product websites, documentation, release notes, and structured submissions.
Every listing is mapped to concrete tasks so users can discover tools by problem, not just by brand name.
If critical fields are uncertain, the listing is marked for re-audit before promotion in high-visibility surfaces.

Verification Workflow

We verify homepage availability, core feature claims, and pricing model before listing status is set to active.
Automated checks flag stale links, missing assets, and taxonomy mismatches for manual review.
Community reports and owner feedback are reviewed to correct inaccurate claims quickly.

Freshness Policy

High-traffic pages are refreshed on recurring cycles and when major product changes are detected.
Release/version fields are displayed only when trustworthy source references are available.
Listings without recent verification are queued for follow-up before editorial boosting.

Corrections & Transparency

If factual errors are found, corrections are prioritized in the next data sync cycle.
We distinguish between verified facts and inferred summaries to reduce ambiguity.
Contact us for corrections via the support page and include source links for faster resolution.

Editorial Note

Listings can change quickly in AI. If you notice outdated pricing, feature claims, or release details, report it from the tool page or via Contact so we can re-verify and update.