Product

Real-world rules. Repeatable scoring.

Goal-based RL environments with constraints, costs, and evidence — ready to run.

Catalog-first

Ships with 100+ environments. Your team extends the catalog instead of building from scratch.

Leaderboard-native

Success rate, time, and cost are first-class metrics. Rankings stay comparable across runs.

Build it. Publish it. Earn from it.

Upload environments with validation checks. Revenue-share previews surface before you publish.

Every run logged. Every decision replayable.

Every environment logs constraints, decisions, and scores for audit replay.

RL MarketplaceDeployLeaderboardUploads

Featured environments

100+ in catalog

Google Workspace: Gmail Inbox Triage

PRODUCTIVITY$0.03 / use

Slack: Incident Response Operator

PRODUCTIVITY$0.07 / use

GitHub: Pull Request Review

DEV_TOOLS$0.09 / use

AWS: IAM Least Privilege Builder

CLOUD$0.12 / use

VS Code: Refactor Assistant

DEV_TOOLS$0.10 / use

Salesforce: Lead Qualification

CRMSubscription

How it works

Browse: Pick an environment by category, difficulty, and pricing model.
Deploy: One click provisions a deployment handle your eval stack can run.
Score: Success rate, time, and cost publish to a leaderboard.
Contribute: Upload environments with validation and revenue-share previews.

Environment Dashboard

Preview

Gmail Inbox Triage

Deployed

Success

87%

Avg time

4.2s

Cost

$0.03

Total runs

12,480

Success rate87%

Environments

in the catalog

Leaderboard entries

4,218

this quarter

illustrative

Contributor payouts

$38k

illustrative

revenue shared