OPS · Illustrative scenario
Operations
Run multi-step operational playbooks with human approval at defined steps, and full audit trails.
Replace brittle RPA and Jira shuffle with reasoning agents that execute playbooks across ticketing, IT, and operational systems — and prove every action.
01 · Baseline
The coordination tax, measured.
Pre-agent metrics captured across operations workflows during the Phase 01 read-only observation window.
Avg incident MTTR
0 min
Sev-2, manual runbook execution
Runbook coverage
0%
Of known incident classes
Toil per engineer
0 hrs/wk
Internal SRE survey
02 · Architecture
How the agent core integrates.
Bounded actuation framework wraps every tool. No raw access — typed surfaces, scoped credentials, policy-bound writes.
- 01
Tooling fabric
PagerDuty, Jira, ServiceNow, Kubernetes, GitHub — exposed as typed tools with scoped credentials.
- 02
Playbook compiler
Markdown runbooks compiled into bounded action graphs with explicit pre/post conditions.
- 03
Verify phase
Agent checks system state post-execution; auto-rollback on contract violation.
03 · Outcomes
Steady state, after rollout.
Illustrative scenario. Illustrative targets against a Phase 01 baseline — not published results.
MTTR
0 min
−87% vs. baseline
Runbook coverage
0%
Codified + governed
Engineer toil
−0%
Reinvested into platform work
04 · Rollout
Three phases. Timing agreed per engagement.
Reversible at every step: Agents open draft pull requests. A person approves every merge.
Phase 01
Discovery
Read-only observation
Agent senses, plans, and shadows live traffic. Read-only access. Baseline metrics captured.
Phase 02
Pilot
Supervised execution
Every action drafted by the agent, 1-click human approval, and an audit trail in Git: Agents open draft pull requests. A person approves every merge.
Phase 03
Rollout
Bounded autonomy
Full Observe → Decide → Execute → Verify loop. HITL retained only on high-risk thresholds.
Governance
Controls shipped with this workflow.
Mapped to the OWASP Agentic Top 10 (2026): a control map, not an assessment. Mapped · not certified or audited.
- Blast-radius limits
- Production change windows
- Rollback by reverting the merge
- Postmortem auto-draft
90-minute discovery workshop
Map this study to your OPS stack.
We baseline your workflows, walk through the phased rollout, and leave you with a deployment plan — not a pitch deck.