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PROOF // Utility & Critical Infrastructure Operations Regional electric utility · generation + transmission assets · NERC-regulated · 24/7 control room operations
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CHAPTER 02 · DISCOVER

We Learn Your Operation Before We Propose Anything

One day, in the control room. The VP of Operations framed the stakes up front — compliance exposure and a two-person bottleneck on anomaly interpretation. Then we did what we always do: talk to people, watch the work, map it, and rank what we found.

A named, mapped list of every recurring control-room workflow
A cleaned-up version of the 5 highest-friction monitoring tasks
A ranked list of what to fix first, and why
A 30/60/90 plan with a named owner on every line

WHAT WE ACTUALLY DID

We Don't Just Run a Meeting

A roadmap session is where it starts, not where discovery ends. Interviews, documentation, the tools already in use — all of it, before we propose anything.

Interviews

31 sessions / 22 stakeholders

We start with the VP of Operations, then work through every shift and role that touches anomaly response — not just the people who signed off on the meeting.

VP Operations 1× 60min — priorities, compliance exposure, what's really at stake
Shift supervisors (3) 3× 60min — escalation paths and the two-person bottleneck
Control-room operators (12) 12× 30min — how an anomaly actually gets explained today
Compliance & reporting staff (2) 2× 60min — NERC reporting requirements and timing
Maintenance & asset engineers (4) 4× 45min — generation-asset condition data nobody was using in real time

Every session recorded, transcribed, and tagged.

Documentation

58 sources reviewed

SOPs, shift logs, and the incident-report archive nobody had time to mine for patterns.

Shift logs 3 regions, 18 months back
Incident report archive prior anomaly write-ups and root causes
NERC reporting templates the compliance paperwork format
SCADA alarm-response playbooks the control room's own escalation procedures
Asset maintenance logs generation-unit condition history

Indexed so the agents can reference it directly.

Systems & Tools

7 systems mapped

Everything the control room already watches — no new platform to learn, no rip-and-replace.

SCADA/EMS real-time grid telemetry
Balancing-authority data feeds EIA real-time API
Regulatory data feeds NRC + compliance reporting systems
CMMS generation-asset maintenance
Shift-log spreadsheets the real system of record, honestly
Control-room dashboards legacy screens, kept as-is
Incident reporting system NERC-facing documentation

All seven connected before we proposed anything.

Shift walkthroughs

We sat through live shifts across two regions — watching how an anomaly actually gets triaged, not just hearing about it after the fact.

Process mapping & improvement

Every anomaly-response workflow got mapped end-to-end, then we asked what should change before any of it gets automated.

Adjacent conversations

We talked to compliance, maintenance, and engineering — not just the control-room operators who own the alarm screen.

AUTOMATION MAP

Of 94,000 hours a year spent on manual monitoring and reporting, here's how much we can take off the control room's plate

AUTOMATABLE · 63,920 hrs
30,080 hrs HUMAN

Stays human — dispatch judgment, regulatory sign-off, anything touching public safety.

Of the 63,920 hrs, here's what each workflow contributes

+28K
+19K
+12K
+5K
64K

P1

P2

P3

P4

TOTAL

P1

Anomaly Monitoring & Explanation

28K hrs/yr · $4.1M

P2

Generation-Asset Risk Monitoring

19K hrs/yr · $2.6M

P3

Compliance Reporting Assembly

12K hrs/yr · $1.6M

P4

Maintenance-Window Scheduling

5K hrs/yr · $0.9M

What we picked to build first

Grid anomaly monitoring & explanation

Highest-leverage, lowest-risk: the data already existed across the balancing-authority feeds, the two-person bottleneck was universal across every shift, and a visible win in three weeks would change every later conversation about the control room's compliance exposure.

Committed on the wall. Working session scheduled within 10 days.

12 weeks to the first system live · then ongoing

Discover

Working session, on-site

1w

Grid anomaly monitoring & explanation

Wave 1

5w

Generation-asset risk monitoring

Wave 1

5w

Dispatch prioritization

Wave 2

5w
Week 1 Week 12 · then ongoing →

THE METHOD

Same Approach, Every Engagement

Most AI roadmaps fail the same way — a list of interesting projects with no way to choose which one matters. Ours turns what we actually find on the floor into a ranked, ownable plan.

01

Discover

What do you repeat? What frustrates you? What runs on a schedule?

→ A named list of the real, repeated work — across every department.

02

Map & Improve

How does this actually happen, workarounds included — and what should change before we automate it?

→ An end-to-end picture of each workflow, cleaned up first.

03

Rank & Commit

What ships first? Who owns it? How do we know it worked?

→ A ranked plan with a named owner and a metric on every line.

CHAPTER 02 OF 5

UP NEXT · BUILD

See the agents we actually built and shipped — including the exact steps one of them runs in production.

Continue to Build