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Industry brief·Electric Utilities

AI and digital transformation for electric utilities

AI, grid modernization, and operations consulting for electric utilities. Manage grid-modernization investment, absorb EV and renewables demand, and build the operating model that survives the energy transition.

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Best fit

CIOs, COOs, heads of grid modernization, and heads of customer operations at investor-owned utilities, public power utilities, and electric cooperatives.

What's hurting

Signs you need this in Electric Utilities.

The operational tells we hear most often when teams in this industry reach out for a diagnostic.

Grid modernization investment is climbing fast — AMI, DERMS, ADMS, and grid-edge sensor deployment are rate-base-heavy and operationally complex.

Distributed energy resources (rooftop solar, batteries, EV charging) are reshaping load patterns at the distribution edge faster than legacy planning tools can absorb.

EV adoption is creating concentrated demand growth that forces real distribution-system upgrades, not just generation planning.

Wildfire risk, weather extremes, and outage-management performance are escalating regulatory and political scrutiny.

Workforce attrition — line workers, control-room operators, engineers — is depleting institutional knowledge faster than apprenticeship programs can rebuild it.

Customer-side expectations have caught up with the rest of the digital economy — outage transparency, billing flexibility, and self-service are now table stakes.

Where AI delivers

AI opportunities for Electric Utilities.

Specific, scoped use cases where AI and automation move the needle in this industry — not generic LLM hype.

01

AI-driven asset health and predictive maintenance on distribution and transmission assets to compress reliability impact.

02

Wildfire risk modeling, vegetation-management prioritization, and PSPS (public safety power shutoff) operating-model support.

03

AI for outage prediction, restoration estimation, and customer communication during major weather events.

04

Load forecasting that absorbs EV adoption, rooftop solar generation, and storage dispatch at the distribution-feeder level.

05

Generative AI for engineering documentation, regulatory filings, and customer correspondence at scale.

06

AI for DER orchestration — managing virtual power plants, demand response, and dispatchable load on the distribution edge.

Where we focus

Transformation themes

The structural shifts we keep seeing in this industry. Most engagements touch two or three of these at once.

Grid modernization operating model — AMI-to-DERMS-to-ADMS as a coherent capability roadmap, not a series of one-off RFPs.

Wildfire and resilience operating discipline — engineering, operations, and customer-communication integrated as a unified capability.

EV and DER integration — distribution-system planning, interconnection workflow, and rate-design modernization.

Workforce transition — mentorship programs, decision-support tools, and AI-assisted training to compress the experience-replacement timeline.

Customer-experience modernization — outage communications, billing, payment options, and self-service designed for today's expectations.

Regulatory operating discipline — the rate-case strategy, IRP discipline, and stakeholder-engagement model that funds the modernization roadmap.

Methodology

Concepts that matter most in Electric Utilities.

The frameworks and operating concepts we lean on most when working with teams in this industry.

What we ship

Services for Electric Utilities.

The engagement shapes that fit this industry's reality. Each one ends with a working system, not a deck.

Free diagnostics

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ai readiness auditdigital transformation auditsupplier cost audit

Proof

Real cases in Electric Utilities.

What this looks like when it works — operators who applied the same patterns and the lessons that survived contact with reality.

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Duke Energy

ongoing

Duke Energy is one of the largest investor-owned utilities in the US, serving more than 8 million electric customers across the Carolinas, Florida, Indiana, Ohio, and Kentucky. The company has publicly committed to a multi-decade grid-modernization and clean-energy investment program totaling tens of billions of dollars in capital expenditure, including significant AMI deployment, distribution automation, EV-readiness investment, and the integration of utility-scale and customer-side renewables.

More than 8 million electric customers across multiple states (publicly disclosed)
Customer base
Multi-decade grid-modernization and clean-energy investment in the tens of billions of dollars
Capital plan
AMI, distribution automation, EV-readiness, and renewables integration
Modernization programs

Lesson

Large investor-owned utilities navigate the energy transition through sustained, regulator-approved capital investment cycles that reshape the grid over decades, not quarters. The utilities that build a coherent multi-decade investment thesis earn the regulator buy-in; the ones that file isolated programs without the integrated story struggle to fund the modernization at the scale the transition requires.

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Pacific Gas & Electric (PG&E)

2017-present

PG&E is the dominant California investor-owned utility, serving more than 16 million people across northern and central California. The company filed for Chapter 11 bankruptcy in 2019 in the aftermath of catastrophic wildfire liabilities (Camp Fire 2018), emerged from bankruptcy in 2020, and has since operated under a multi-year wildfire-mitigation, undergrounding, and grid-hardening program of historic scale, alongside ongoing PSPS (public safety power shutoff) operations and continuous regulatory and public scrutiny.

More than 16 million people across northern and central California
Service area population
Historic-scale multi-year undergrounding and grid-hardening program
Wildfire-mitigation investment
Operates under PSPS protocols and ongoing CPUC and federal monitoring oversight
Operating context

Lesson

Wildfire risk has become an existential operating discipline for utilities in fire-prone geographies. The companies that treat wildfire mitigation as a core engineering and operations program (not a side initiative) earn back the regulator and public trust; the ones that under-invest face the existential business-model risk that the category has now demonstrated.

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Hypothetical: mid-sized investor-owned utility

2024-2025

A mid-sized investor-owned utility with 1.4 million customers was facing rising EV-driven distribution feeder constraints, a SAIDI metric trending the wrong direction after a string of weather events, an AMI rollout running 14 months behind schedule, and a regulator increasingly skeptical of the next rate-case grid-modernization ask. We rebuilt the AMI program governance and recovery plan, deployed an AI-assisted distribution-feeder load-forecasting capability tuned for EV adoption patterns, restructured the outage-management and customer-communication workflow, and built the integrated regulatory narrative that connected modernization investment to reliability and resilience outcomes.

Recovered to within 4 months of revised plan
AMI rollout
From quarterly engineering reviews to continuous operational view
EV-driven feeder constraint visibility
Modernization investment approved at over 90% of requested level
Rate-case approval

Lesson

Mid-sized utilities advance the modernization roadmap by tying every capital request to measurable reliability, resilience, and customer-outcome metrics — and by running the operational programs at the discipline level the regulator and the public expect. The utilities that file the modernization ask without the operational evidence get partial approval and slow the transition.

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electric utilities.

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