Two minutes. What used to take all morning.

A Fortune 500 clinical data company replaced a pattern that required senior engineer expertise for every incident investigation with an AI agent that any Tier 1 analyst can use, delivering consistent, senior-level output in under two minutes.

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13+ telemetry sources correlated in a single structured response
<2 min from natural-language question to root cause and next steps
4 weeks from kickoff to MVP, delivered in production governance

THE OUTCOME

A Fortune 500 clinical data company replaced a pattern that required senior engineer expertise for every incident investigation with an AI SRE agent that any Tier 1 analyst can use, delivering consistent, senior-level output in under two minutes.

HOW THEY GOT THERE

An AI Site Reliability Engineering agent was built to correlate signals across 13+ telemetry sources in response to natural-language questions. Given a query, the agent produces an operational summary, evidence table, actionable recommendations, and next steps, without domain knowledge prerequisites.

WHY IT WORKED

The architecture was designed as a reusable enterprise pattern from the start, deployable across other business units without rebuilding. The MVP was scoped, built, and in production governance in four weeks, exceeding initial scope on delivery.