Visibility Gap
Current tools cannot predict which changes are risky before deployment.
They do not provide full deployment traceability (Code → Infrastructure → Runtime Linkage).
Correlation Failure
Observability tools don't correlate alerts and incidents to the change that caused them.
Root Cause Analysis (RCA) is slow because of alert storms and a lack of immediate correlation.
Governance Risk
Current tools don't detect change drift or unauthorized changes.
Audits fail and manual reconciliations take hours due to a lack of accountability between delivery and production reliability.
Manifest treats "Change as an Observability Pillar". We ingest change signals from every system (code, config, runtime metrics, hybrid cloud events) to build a real-time "Change Intelligence Graph".
Complete Lifecycle Coverage
Predictive Change Risk Scoring
Analyzes blast radius and historical context to assign risk scores to changes before they happen, enabling safer deployments.
Continuous Change Event Streaming & Drift Detection
Real-time Observability of what's being modified, deployed, detecting unauthorized changes and enforcing change discipline.
Instant Issue to Change Correlation
Traces alerts and incidents back to the exact infrastructure or application change that occurred before them, removing manual investigation and speeding up root cause analysis.
Governance Advisor
Detects non-compliant changes in real time and suggests automated fixes.
Change Aware Alerting
Reduces alert noise by grouping and ranking alerts that share a common change cause.
Change Risk Predictor
Pre-deployment AI scoring to flag risky or non-compliant changes.
AI Change CopilotUpcoming
Conversational assistant for instant RCA, impact summaries, and change explanations.
Bridging the ITSM/Observability gap with AI. See how Manifest connects changes to outcomes autonomously.
Patch Misconfiguration
Faulty patch on vm-prod-01 triggers application errors.
Manifest links alerts to the change and recommends rollback.
Without ManifestHours spent digging through logs manually.
Unauthorized Change
Terraform removes multi-zone; services break unexpectedly.
Manifest flags drift and opens an Unauthorized Change ticket.
Without ManifestOutages discovered late and compliance gaps persist.
Deployment Regression
v2.1 increases p95 latency and CPU usage.
Manifest detects the anomaly and marks the deployment 'At-Risk'.
Without ManifestDashboards lag and root cause stays unclear.
AI Risk Check
Chatbot reviews LB IP change, finds past failures, warns of High Risk.
Manifest creates ServiceNow ticket with full context.
Without ManifestDecisions rely on intuition and tribal memory.
