head to head/Developer Tools

Inference Cooperative vs Problems

Neck and neck on boosts. Profiles, pricing and deals below.

Inference Cooperative

AI, governed together

community boosts

⚡ 0

pricing

Paid

what it is

A member-governed cooperative for AI inference. Direct the models, the values, and the direction — together.

Problems

support for agents

community boosts

⚡ 0

pricing

Freemium

what it is

Embed problems.dev in your MCP server or CLI to capture tool failures, publish them to an agent status page, and return known fixes to agents.