Put AI to Work Across Your Utility Operation 

For nearly every industry worldwide, the era of AI has arrived. Yet for many large-scale utility organizations, effectively applying machine learning and large language models to industry-specific, high-value use cases remains challenging. AI solution providers and software companies typically offer off-the-shelf tools built for the public internet, not for the secure, operationally complex environments that power grids require. Proprietary legacy systems, fragmented data stores and strict data governance requirements mean that a generic solution rarely fits.  

TRC changes that equation. With deep roots in data science and high tech, as well as in utility operations and IT/OT integration, we deliver AI solutions purpose-built for energy organizations. From readiness assessments and data enrichment to scalable platforms and ongoing managed support, our team is a trusted partner that understands the operational and regulatory realities utilities face daily.  

The benefits of TRC’s AI-based solutions and services: 

  • Move from reactive to proactive operations 
  • Accelerate high-confidence decision-making 
  • Shift from periodic to continuous monitoring 
  • Reduce operational burden on internal staff 
  • Maintain full data governance and control 

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World-Class AI Solutions and Expertise for Utilities 

TRC brings together high-tech and industry-specific expertise to develop and implement utility-based solutions: seasoned utility operations practitioners, IT and OT systems integrators, geospatial and data engineers and AI developers, all collaborating. Clients gain a partner who understands how to deploy AI and how utilities procure technology, manage data security and sustain solutions through organizational change. Our end-to-end capabilities help clients avoid the fragmentation that comes with stitching together multiple niche vendors, each with its own data access requirements and incompatible delivery models.  

What sets TRC apart is the combination of scale and expertise. Unlike startups with promising technology but limited real-world utility, we have the depth of talent to take programs from pilot to enterprise-wide deployment. Equally important, we do not take custody of client data to fuel proprietary models. Our architecture keeps utilities in control. Data remains in a governed, policy-compliant environment that meets even the most stringent security and procurement requirements. With onshore and offshore delivery capabilities and 24/7 operational support, we can meet clients where they are and scale as their needs grow. 

What clients gain with TRC: 

  • World-class data science and solutions developers 
  • Utility domain knowledge at enterprise scale 
  • Onshore and 24/7 operational support 
  • Integrated IT, OT and geospatial expertise 
  • Proven delivery from pilot to full deployment 

AI Services for the Full Implementation Cycle 

TRC’s AI services for utilities span the full implementation lifecycle. Whether a client is assessing readiness for the first time, remediating data quality issues or operationalizing a mature AI-enabled workflow, we offer tailored services to meet each client’s needs. Our practitioners bring experience across grid operations, asset management, GIS and enterprise systems integration. Clients gain context that purely technical vendors cannot provide.  

Our portfolio spans every layer of AI enablement: strategy and governance consulting, data capture and enrichment, scalable AI operations platforms, systems integration and ongoing managed support and hosting. These services are designed to work together as a cohesive program or individually, depending on where a utility is in its AI journey. 

No matter where organizations are in their AI journey, TRC delivers: 

  • Faster, more confident decisions at every level of operations 
  • Reduced risk from data fragmentation and siloed systems 
  • AI programs that scale without vendor lock-in 
  • Standards built to satisfy utility procurement  
  • A single accountable partner across the full program lifecycle 

Expert Delivery Designed for Your Organization  

We begin every engagement by understanding the business problem, whether it is regulatory pressure, aging infrastructure, data fragmentation, or workforce constraints, and then works backward to design solutions that deliver measurable operational value. Our practitioners guide clients through every stage: strategy and assessment, platform architecture and implementation, analytics configuration, systems integration and long-term program management. Whether the goal is a focused pilot or an enterprise-wide transformation, TRC has the technical depth, operational experience and delivery capacity to execute. 

AI Readiness and Governance Consulting
Data Capture and Enrichment
AI Operations Platform Design and Build
IT/OT and GIS Systems Integration
Cloud Hosting and Managed Services

AI Readiness and Governance Consulting

Our consulting practice helps utilities assess their readiness to implement AI across governance frameworks, data quality and accessibility and use-case prioritization. Engagements conclude with a governance model, a data remediation roadmap, a prioritized use-case plan and an organizational change-management strategy, so clients enter implementation prepared for adoption.

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Data Capture and Enrichment

Incomplete, outdated or proprietary data is the most common barrier to AI deployment in utilities. We develop targeted remediation plans, sourcing new land base data and deploying computer vision to extract asset attributes from imagery. AI then profiles datasets, identifies gaps and corrects issues programmatically. We also build end-to-end pipelines that acquire, label and train models and continuously enrich operational data at scale.

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AI Operations Platform Design and Build

Our team architects and implements scalable platforms that support machine learning and AI workflows across the enterprise. These platforms can be configured for high-volume batch processing, periodic updates, or continuous, near-real-time data ingestion from field sensors and imagery feeds. We support clients throughout the deployment lifecycle, from architecture to implementation, operations and ongoing management, including cloud infrastructure, patching, scaling and help desk services.

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IT/OT and GIS Systems Integration

Faster, better decisions require signals from multiple systems working together. We have integrated IT, OT and GIS environments for decades and applies that expertise to AI-enabled integration programs. We follow integration patterns that prioritize security, performance and pragmatic design, connecting systems thoroughly without creating fragile dependencies or unnecessary complexity.

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Cloud Hosting and Managed Services

We recognize that deploying emerging technology requires sustained, expert support. Our managed services practice provides turnkey operational support for AI solutions, including cloud hosting for scaled tenants, help desk services, monitoring and ongoing maintenance. With onshore delivery and 24/7 support, we ensure AI solutions continue to perform and evolve effectively after initial implementation.

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Ready to Accelerate Your AI Journey? Connect Today with TRC.

Utilities that move to AI now gain a durable operational advantage. They achieve faster decision making, lower inspection costs, more proactive risk management and stronger regulatory standing. We have the technical depth, utility domain experience and delivery capacity to make that transformation real on your timeline and within your governance requirements. Connect with a TRC expert today to discuss your priorities and identify the right starting point for your organization.

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Questions Senior Utility Executives Ask

Here are three questions a senior executive at a major utility is likely to ask when evaluating TRC’s AI services—along with brief answers.

TRC designs every engagement with data governance as a priority. Unlike analytics vendors whose business models depend on access to your operational data, we build a governed architecture that your organization owns and controls. Data is ingested, normalized and policy-scrubbed before any analytics partner or external model accesses it.

You determine what is accessible, when and under what security conditions. TRC does not take custody of client data for training proprietary models. The result is access to best-in-class AI capabilities while your utility retains full data sovereignty and regulatory compliance.

TRC is not a software company selling a platform. We are a solutions and services organization with deep roots in utility operations, GIS, IT/OT integration and AI development. We begin with the client’s business problem, not a product pitch. Our consulting practice identifies the client’s needs before any implementation begins, including an honest assessment of data readiness and governance gaps that could derail deployment.

We’ve delivered for utilities that came to us after other vendors fell short. Our ability to serve as the accountable partner throughout the full program lifecycle sets us apart in practice.

The rapid pace of AI model development, including breaking changes that can disrupt solutions built on prior versions, poses a real risk. TRC designs programs around open, vendor-agnostic architectures that are not locked into any single LLM or analytics platform. When a better model emerges, the infrastructure is built to accommodate it.

Our consulting practice also helps clients prioritize use cases that deliver durable operational value, so investments are not dependent on a single vendor’s roadmap staying stable. We design programs with the flexibility to improve over time, regardless of shifts in the broader AI market.

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