Recommendations begin with fit, not commission.

A tool becomes eligible only when its intended use, required features, plan conditions and important limitations are supported by current evidence.

Eligibility before ranking

We first filter for the user’s goal, required features, audience, budget, billing preference and language or regional needs. Missing critical data is not interpreted as a positive match.

What the score may use

Goal fit, required-feature fit, budget and billing fit, audience fit, evidence coverage and recency may affect a result. Rules are deterministic and versioned.

What the score never uses

Affiliate rate, cookie duration, sales conversion, EPC, sponsorship payment and our own commercial preference do not enter the organic recommendation score.

Corrections and freshness

Pricing, limits and product conditions can change. Published facts carry a verification state and date. Material source changes flag connected pages for review.