Tutorial · Published 26 August 2026
Integrating AceSense REST and MCP analysis in production
A secure asynchronous workflow for live pricing, owner keys, create-only upload, bounded polling, result retrieval, and cleanup.
Keep the key server-side
Create a dedicated API key for the service integration and store it in a secret manager. Never ship it in a browser bundle, mobile app, query string, repository, or screenshot.
Read live health and pricing before reserving work; marketing copy is not the billing authority.
Create and upload exactly once
Submit exact filename, byte size, duration estimate, dimensions, and format. Preserve the returned job ID and follow the signed upload method and headers exactly.
The create-only generation precondition prevents replacement of an uploaded source.
Poll with restraint
Use bounded exponential backoff with jitter, honor Retry-After, stop on terminal failure, and treat response objects as additive. Retrieve the result only after the job is done.
Do not persist signed URLs; persist durable job and object identities.
Preserve the measurement boundary
Keep confidence and unavailable markers when turning results into prose or coaching UI. Link advice back to frame evidence and never promote an observation into a medical finding or official line call.
Test key rotation, cross-owner denial, rate limits, deletion, duplicate jobs, and partial inference before launch.
Production checklist
- Verify Owner isolation against the deployed environment, not a screenshot.
- Verify Atomic publication against the deployed environment, not a screenshot.
- Verify Measurement honesty against the deployed environment, not a screenshot.
- Verify Bounded video access against the deployed environment, not a screenshot.