AI-ready by default
One product, one API, every caller
Productize once behind a single API. A CLI and an SDK are built on that API — AI agents and MCP servers reach the product through them. Classic integrations (scripting and apps) can go either way: through the CLI and SDK, or straight to the API.
CRUD++ = Create, Retrieve, Update, Delete — plus domain-specific action verbs. The API defines the operations once; the CLI, SDK and classic integrations all carry the same actions.
What your AI gains from productization.
The AI model was never the bottleneck — the platform was. Point an agent at a productized estate, and these capabilities come naturally with the productized platform — not something you retrofit with significant work, but already there. Each property traces to a specific discipline in our curriculum, not to a slogan.
Deterministic actions
Contract-first APIs with idempotency. Same call, same outcome — an agent can retry without doing the side effect twice.
Complete context
Every instance carries its Kind, tenant, owner, usage and state. Agents decide on facts, not guesses.
Safeguards
IAM policy assignment with a human-approval escape hatch for consequential actions. By default, nobody — human or agent — has permission.
A real sandbox
Resource isolation, quota & limits, and metering bound every action: priced, confined to its own blast radius, and visible on a bill.
Observable & auditable
The idempotency key is the operation ID, end to end. Passive events publish every state change — the audit trail writes itself.
Scalable
Self-service golden paths that don't queue on humans — which is what lets one pilot become a fleet.
Make your platform AI-ready.
Bring one internal service you wish were a product, and in one conversation we'll walk through exactly what productizing it unlocks for your AI agents.
Book a discovery conversation