Superrank was founded on a simple rule: no black boxes, no pay-to-play, no fake data. Every ranking, score, and badge is mathematically derived from verified benchmark results, organic momentum, and authenticated community evaluations.
Every factual parameter, context window, and benchmark score stores an immutable source link with retrieval date and verifier attribution.
Vendor-provided evaluations are strictly labeled “Self-Reported” to differentiate them from third-party independent audits.
Small vote counts cannot top our charts. Bayesian shrinkage pulls small-sample scores toward the global catalog mean until 25 verified ratings are reached.
To ensure statistical confidence and prevent manipulation, community rankings employ the weighted Bayesian formula:
The IMDb-style Popularity signal on Superrank is derived strictly from real organic interactions over a rolling 7-day window. No artificial scores or hand-edited ranks are ever used:
