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Energy & Resources
Optimize generation, transmission, and customer operations across the energy transition.
AI for utilities, IPPs, and energy retailers — grid through customer.
Market Context
Annual energy transition investment needed
Of energy waste in commercial buildings addressable
Of utility customer-service contacts are routine
Annual US grid modernization spend
Industry View
Energy and utilities are navigating the largest infrastructure transition in a generation while running 24/7 critical operations. AI is now central to grid optimization, asset reliability, and customer experience.
ClearForge builds production AI for utilities and energy operators that lift reliability, compress cycle times, and improve customer outcomes.
Energy Value Chain
The full operating value chain for energy — and the specific activities ClearForge automates or runs as AI agents inside each function.16 addressable activities across 4 functions.
Forecast better, dispatch smarter, trade tighter.
Forecast load and renewable generation by interval and zone
20-40% forecast error reduction
Optimize unit commitment against forecast and constraints
2-5% reduction in production cost
Recommend trading strategies based on signals + risk limits
Lift trading P&L per trader
Predict equipment performance degradation in plants
Reduce unplanned outages 20-40%
Lift reliability and accelerate restoration.
Predict outage probability by feeder using weather + asset data
Pre-position crews, reduce SAIDI 10-20%
Optimize crew routing and dispatch during storm events
Faster restoration, fewer customer-minutes lost
Coordinate distributed energy resources across grid
Defer T&D capex
Vision models inspect lines, poles, transformers from drone imagery
5-10x inspection coverage
Self-service the routine, escalate the complex.
Agent handles billing, outage status, service starts/stops
50-70% deflection of inbound contacts
Generate plain-language bill explanations for customer questions
CSAT lift, fewer escalations
Recommend efficiency improvements by customer usage profile
Lift program participation 2-3x
Recommend collection strategy by account
Reduce DSO, lift collection rate
Get the right tech, with the right truck, to the right job.
Classify work orders, assign tech skill, predict duration
First-time-fix lift 15-30%
Field tech assistant with manuals, schematics, and AR overlays
Lift productivity per tech
Recommend truck-stock loadout by predicted job mix
Reduce return-trips 20-40%
Identify vegetation risk areas from imagery
Reduce vegetation-caused outages
Industry Challenges
Utilities are integrating DERs, EVs, and renewables while keeping the grid stable.
Most service contacts are routine billing/outage questions that can be deflected to AI.
Aging infrastructure plus rising demand means smarter, faster decisions on capex.
Customers expect always-on service. AI-driven prediction and restoration moves SAIDI/SAIFI numbers.
The Forge Method
The Forge Method for utilities targets the workflow with the highest reliability + economic impact — usually outage prediction, work-order triage, or customer service. Sprint deploys agents integrated to OMS, CIS, and field-mobile systems. Scale runs continuous improvement with regulated audit trails.
4 wks
Forge Diagnostic
10 wks
Forge Sprint to production
Ongoing
Forge Scale operating cadence
Forge Intelligence™ generates a personalized AI value chain from your website — every function, every activity, with the specific automations we'd ship first.