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Bringing Agentic Operations Inside a Regulated Change-Control Process
A financial services operations team wants agentic remediation but works under a change-control regime that requires every production change to be recorded and attributable.
Runs onSutradharHow the work runs
The pressure that made this worth automating, the steps the system runs, and what came out the other side.
Pressure & Trigger Points
- Automated change conflicts with a control framework built around human-raised change records.
- Auditors require that any automated action be traceable to an authorization and a justification.
- Previous automation was shut down because it could not evidence what it had done or why.
The run · 5 operational steps
Click any step to inspect telemetry signals, model reasoning, and governance gates.
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1
Change-Record Integration
Every proposed action raises a change record in the existing ITSM system before anything executes.
Input Signal:
Real-time operational telemetry & queue
Reasoning Pattern:
MCP grounded vector inference
Governance Gate:
Policy constrained with audit write-back
Verified Business Outcomes
- Automated remediation operating inside the existing change-control regime.
- Every automated action attributable to an authorization and a diagnosis.
- Audit evidence available on demand rather than reconstructed.
Capabilities this relies on
- signal ingestion
- anomaly detection
- root cause reasoning
- alert routing
- autonomous execution
- workflow orchestration
- human approval
- evidence audit trail
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