Decision Architecture
SentnelOps sits above your existing DevSecOps tools as a decision control plane. It ingests signals, reasons across domains, produces a decision, and requires human approval before any execution.
- CI/CD events
- Cost anomalies
- Security findings
- SLO breaches
- Optimizer — cost & efficiency
- Guardian — security & reliability
- Arbiter — conflict resolution
- Recommended action
- Risk level
- Expected impact
- Full reasoning
- Explicit approve / modify / reject
- Policy-aware guardrails
- Executed only after approval
- Uses existing tools
- Fully logged and reversible
SentnelOps never executes without approval
Every decision is explainable and auditable
Your tools remain the execution layer
This architecture is
- Decision-first
- Policy-aware
- Human-controlled
This architecture is not
- A replacement for your tools
- Fully autonomous execution
- A black-box AI system
Agents Overview
SentnelOps uses specialized AI agents, each responsible for a single dimension of DevSecOps decision-making. Together, they produce one coherent decision.
Core Decision Agents
Optimizer
Cost & Efficiency
- Evaluates resource utilization patterns
- Identifies rightsizing and scheduling opportunities
- Projects cost savings and efficiency impact
Does not execute changes or ignore reliability constraints.
Guardian
Security & Reliability
- Evaluates security findings and compliance requirements
- Assesses SLO impact and blast radius
- Produces risk assessments and go / no-go signals
Does not optimize for cost alone or allow unsafe changes.
Arbiter
Decision Resolution
- Resolves conflicts between agents
- Applies policy priorities
- Sequences dependent actions
The Arbiter ensures one decision, not multiple opinions.
Supporting Systems
Observability insights
Infrastructure execution
Deployment orchestration
Human approvals and audit logs
Supporting systems extend signal quality and execution but do not make final decisions.
Every production decision is reviewed, approved, and logged by a human.
See a real DevSecOps decision end-to-end
Walk through how SentnelOps ingests signals, reasons across domains, and produces an explainable, human-approved decision.
No automated changes. No setup required for the demo.