AI Operations Experience
A portfolio-ready incident operations dashboard blending multi-agent reasoning, retrieval, policy controls, and human handoff into one executive-friendly experience.
Decision surface
From noisy ticket to controlled action
MTTR improvement
62%
Faster mean time to resolution via agent-assisted triage
Auto-resolve rate
41%
Low-risk P3 incidents handled without human touch
P1 guardrail coverage
100%
All critical incidents require human approval before action
KB match rate
84%
Incidents matched to runbook or prior resolution
Operating model
Each incident is routed through a confidence and risk assessment before any automated action is considered. The system never bypasses human judgment on high-stakes changes.
Auto-execute
Repeatable incidents with strong retrieval evidence and approved runbooks execute automatically. Evidence is logged for every step.
Human review
The agent prepares a structured recommendation package — context, KB evidence, proposed action — and routes to an operator with one-click approval.
Guardrail escalation
P1 incidents are fully protected. The system accelerates diagnosis and prepares context while ownership transfers immediately to a human.
Interactive walkthrough
Select an incident to see how the system classifies, retrieves context, applies policy, and decides whether to automate or route to a human.
Incoming incidents
ServiceNow-style queue
Select an incident →
Execution path
Agent chain
Select an incident to begin.
Agent response
Structured output
Waiting for agent execution…
Architecture
Four integrated layers handle the full lifecycle from noisy alert to resolved ticket and logged evidence.
01
Smaller models handle extraction and routing. A stronger reasoning model produces grounded recommendations and concise handoff summaries.
LLM Layer
02
Semantic retrieval surfaces similar tickets, runbooks, service ownership, and dependency context with metadata-aware filtering.
Retrieval Layer
03
Confidence thresholds, approvals, timeouts, and execution evidence are managed centrally so each step remains auditable and traceable.
Orchestration
04
P1 incidents, medium/high-risk runbooks, and weak-confidence routes are blocked from auto-execution and sent to humans with full structured context.
Governance