Most incidents trace back to operational changes—a deployment, config tweak, or third-party update. Yet during incidents,  teams still can’t answer: “What exactly changed, and who authorized it?”
 
Manifest is the first AI Agent that prevents incident. We operate on a simple first principle: the best way to manage an incident is to delete the incident entirely.
 
At the core of Manifest is a real-time Change Intelligence Graph of your entire stack 
•	compiled across cloud-infra, on-prem VMs, K8s, code repos, CI/CD pipelines, and SaaS dependencies (Okta, Cloudflare, etc.)
•	every operational change is overlaid on this graph to build a time-indexed change graph.
 
Our AI Agents reason across this Change Intelligence Graph to give you instant ground truth on the who, what, and when. Manifest Agents correlate changes with system risk to play back every deployment and configuration shift in real time.
 
Our Autonomous AI Agents unlock:
•	Pre-change risk scoring to prevent incidents before they happen
•	Real-time drift detection during deployments to catch deviations early
•	Detect unauthorized or unapproved changes across every part of your infrastructure
•	Causal linkage between changes and downstream symptoms like error spikes, alert storms, and incidents
•	Fast, precise attribution of incidents back to the exact change that introduced risk
•	Remediation of risks which could lead to an incident. 
 
Manifest integrates seamlessly with ITSM tools, APMs, and your source systems with zero manual effort.

Manifest

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