25
Plan Sections
5
Phase Gates
19
RACI Roles
10
Consultants
37
Incidents Handled
353
Agent Decisions
ROI proof, competitive positioning, risk mitigation, and the cost of inaction
The pilot has demonstrated measurable value across three dimensions: avoided downtime losses, optimized load scheduling (off-peak fill vs. peak demand), and reduced operator response time from minutes to seconds.
| Value Lever | Mechanism | Impact |
|---|---|---|
| Incident Response | Autonomous cascade (avg 10 agents in <5s) | 37 incidents handled |
| Load Optimization | Off-peak fill, demand-responsive scheduling | 98 load changes approved |
| Knowledge Capture | Every decision traced & searchable | 2,036 docs generated |
| Alarm Management | Pattern recognition across 402 sensors | 280 alarm events traced |
A reusable autonomous operations platform that scales across the fleet and captures institutional knowledge permanently.
| Capability | What It Does | Status |
|---|---|---|
| Autonomous Operations | 14-agent swarm handles incidents end-to-end | Pilot validated |
| Knowledge Continuity | Every decision captured, linked, searchable | 2,036 docs |
| Root Cause Analysis | Automated incident investigation with citations | Running |
| Fleet Architecture | Multi-plant design, config-driven rollout | Designed |
The implementation plan is designed to minimize risk at every stage through progressive phase gates with measurable exit criteria.
| Risk | Mitigation |
|---|---|
| Safety event | Advisory-only (P1-P3), kill switch <30s, safety assurance case per IEC 61511 |
| Operator resistance | No-blame policy, union MoU, NPS tracking, change champion network |
| ROI shortfall | Exit write-down accounting, sunk-cost schedule signed at Phase 2 entry |
| Model drift | EvalOps: 100+ golden scenarios, CI-triggered evals, results dashboard |
| Vendor lock-in | Open-weights models, OSS runtime, no proprietary dependencies |
The marginal cost of adding the next plant drops dramatically. The architecture, agents, knowledge vault, and training are already built.
| Item | Plant #1 | Plant #2-4 |
|---|---|---|
| Architecture & design | Full cost | $0 (reuse) |
| Agent development | Full cost | ~10% (config only) |
| Knowledge vault | 2,036 docs | Cross-plant learning |
| Edge hardware | 1 server + GPU | 1 server + GPU each |
| Operator training | Full program | ~30% (lessons learned) |
A 3,500 MTPD cryogenic air separation plant, monitored by 402 sensors, operated by 14 AI agents, with every decision recorded in a living knowledge vault.
Each agent receives the plant state, sensor readings, and prior agents' outputs. The LLM reasons step-by-step, producing a structured decision with justification:
Every agent's reasoning is captured in the knowledge vault. Future operators can search "compressor vibration" and see exactly why this decision was made.
After the incident stabilizes, the RCA system performs a deep investigation using vector search (FAISS) across the knowledge vault and historical incidents:
Each new plant gets its own equipment, sensor, and alarm subgraph. Cross-plant incidents automatically link to multiple plant nodes. 4 plants × 402 sensors = 1,600+ ISA tags, all traced and connected. Adding a plant takes a config file — the vault grows itself.
Every incident creates a full cascade trace — which agents responded, in what order, with what economic impact. When the same event hits plant #3 two years later, the vault surfaces exactly how plant #1 handled it. 37 incidents resolved, 102 scenarios cataloged, 353 decision steps recorded.
When an experienced operator leaves, their knowledge walks out the door. This vault captures every decision, every alarm response pattern, every edge case. New operators see the reasoning behind past actions, not just the actions themselves. It's a living training manual that grows with every shift.
Auditors can trace any alarm → to the incident that caused it → to the agents that responded → to the economic outcome. Full chain of custody, always current, never in someone's email. Red-team reports, verification reports, and RCA investigations all link back to their source equipment.