We map the full workflow: inputs, outputs, decision branches, failure modes, and the humans who own each step. We identify the constraints that will define architecture choices — rate limits, data formats, compliance rules, third-party API behavior. The output is a scoped brief with risk flags and a prototype plan.

We build a thin but functional slice of the system against real data and real targets. This phase proves viability, surfaces integration surprises, and confirms the scope before committing to full production build. We present findings and get explicit alignment before proceeding.

We harden the prototype into a production-grade system: queueing and retry logic, session and credential management, observability instrumentation, data contracts, and integration with your existing stack. We run load tests, failure simulations, and edge-case walkthroughs before declaring production-ready.

We hand off with runbooks, escalation paths, and documented ownership. Your team gets walkthroughs for each component. If you prefer we continue operating the system, we offer managed monitoring subscriptions where we handle incident response, source changes, and ongoing delivery.