Prove what your AI actually does.
Before a buyer, regulator, or agent has to guess.

Kinetic Gain is a set of open JSON specs that let an AI vendor declare what a system is, what it refuses, what evidence backs its claims, and what happens when it fails, so procurement teams, compliance reviewers, and other AI agents can verify it automatically instead of taking your word for it.

Kinetic Gain gives AI vendors a standard, written way to state what their system actually does, what it won't do, what proof backs up its claims, and what happens if it breaks. That means the people who have to sign off on using it, procurement, compliance, security, can check those claims themselves instead of just trusting a sales pitch.

Think of it like a nutrition label, but for AI. Instead of a company just telling you "our AI is safe and accurate," Kinetic Gain gives them a standard form to fill out that says exactly what the AI can do, what it refuses to do, and what proof they have for their claims. Anyone can check that form against the real AI and see if the company was telling the truth.

Open source - validated against JSON Schema 2020-12 - works with Claude Desktop, Cursor, and any MCP client