Understand
One task. A clear goal.
We establish the starting point, owners and intended output.
Claude in practice
We design and implement a bounded agent process with sessions, tool permissions, output verification and operational handover.

The essential answer
This service turns a defined agent task into a reviewable integration. Its scope covers agent configuration, application connectivity, approvals and error handling.
From idea into operations
You know what is being built, how it is checked and who takes over.
We establish the starting point, owners and intended output.
Data, permissions, quality and effort shape the right approach.
We build, test and document the agreed process.
Your team takes over with approvals, fallback and clear ownership.
An asynchronous research task involving files and several tools has different needs from a single text classification. We assess runtime, state and integration effort. Managed Agents provides a hosted agent runtime; its current beta status and documented data conditions are part of the decision.
The project includes versioned agent instructions, an appropriate environment, bounded tools and an output contract. The application distinguishes running, waiting, failed and accepted tasks. We implement approval logic for custom tools in the application; server-side permission policies do not automatically cover that route.
Acceptance includes a normal task, missing sources, duplicate delivery, cancellation and revoked access. We then inspect the actual output. A successful API call is insufficient. Runtime, consumption and domain errors are recorded so the owner can recognize when the process needs attention.
Handover includes configuration, test evidence, operating instructions and a way to stop processing. Stateful sessions need deliberate deletion rules. For data with special retention requirements, we may select a different architecture. The AI system check first clarifies which task warrants such an agent.
Keep it verifiable
The next sensible step
Eight steps from a general interest in AI to a clearer decision for your business.
Start AI System Check