Public leaderboards

Snapshot-backed category benchmarks for what AI agents actually choose.

This launch slice stays deliberately narrow: three PromptEden-owned benchmark categories, one rolling 30-day methodology, and explicit trust states when coverage is thin or refreshes fall behind.

Benchmark-only public data 30-day rolling window 3 required providers

The full launch slice stays out of the primary nav until all three publishable categories are live. You can still review the snapshot states directly here.

Auth & Identity

Authentication & Identity

Awaiting publish gate

Benchmarking the platforms AI coding agents choose for authentication, sessions, access control, and identity flows.

Coverage too thin

This category is still below the launch publish threshold or waiting on two healthy consecutive snapshots.

When it clears the gate, this card will expose snapshot freshness, sample size, and the first public ranked rows.

Payments APIs

Awaiting publish gate

Snapshot-backed rankings for the payment APIs AI agents reach for when they need checkout, billing, and transaction workflows.

Coverage too thin

This category is still below the launch publish threshold or waiting on two healthy consecutive snapshots.

When it clears the gate, this card will expose snapshot freshness, sample size, and the first public ranked rows.

ORMs & Queries

ORMs & Query Builders

Awaiting publish gate

PromptEden's benchmark view of the ORMs and query builders AI coding agents select for schema, querying, and data access work.

Coverage too thin

This category is still below the launch publish threshold or waiting on two healthy consecutive snapshots.

When it clears the gate, this card will expose snapshot freshness, sample size, and the first public ranked rows.

Trust UI

What makes these pages publishable

Freshness, sample size, and provider coverage stay visible above the fold.
Low-data and stale states are explicit instead of forcing a false clean ranking.
Compare and evidence stay lightweight and summary-first for launch.
Deferred items like cross-category boards and live tenant analytics stay out of scope.