← Leaderboard history
Scoring rubric 10 equally weighted criteria · 100 points
Cost

Pricing transparency, accessible entry point, and controls that reduce total inference spend.

Model coverage

Breadth of supported model vendors, endpoints, formats, and deployment options.

Routing options

Fallbacks, load balancing, policy routing, semantic routing, and intelligent model selection.

Session optimization

Session affinity, persistent routing, context reuse, caching, or conversation-level optimization.

Pareto support

Explicit optimization across competing objectives such as quality, cost, and latency.

Data handling controls

Documented retention choices, redaction, regional or provider policies, and protections for sensitive data.

Runtime policy controls

Native or integrated moderation, prompt protection, content filtering, and policy enforcement.

Stability and uptime

Published operational evidence, high-availability design, SLAs, status visibility, and track record.

Support options

Documentation, community access, responsive support, and paid enterprise support.

Product maturity

Product completeness, adoption, governance, integrations, and production history.

Scores reflect publicly documented capabilities and operational evidence verified August 8, 2026. Undocumented capabilities receive limited or no credit. Controls scores measure documented product features, not whether a provider is safe or secure overall.