Clarity for a market moving too fast.

AI model comparison is becoming an operational discipline. A headline score cannot answer which system will complete a particular job reliably, quickly, and economically.

LUMINA BENCH is being designed as an independent layer that connects verified benchmark evidence with the practical cost of completing work.

Ranking policy, data verification, editorial analysis, and commercial operations will have explicit boundaries. Paid relationships may fund the publication but can never buy score changes, preferred weighting, or hidden placement.

This repository is the product foundation: route architecture, design system, typed data contracts, accessibility patterns, testing, and deployment configuration. No real benchmark dataset has been added.