THE USE-CASE LIBRARY
A world of opportunity.
Find your starting point.
Explore AI across the work your utility does every day. Search by a problem, a team, or the data you already have.
across 5 departments
The collection is primarily electric. Cross-utility patterns may also apply to gas and water; validate them for your setting.
139 use cases
CSR co-pilot for humans
Give service representatives faster access to account context and approved guidance.
Transformer health
Prioritize review of overloaded transformers and target maintenance more precisely.
Multi-factor grid risk
Compare asset condition, exposure, and consequence when prioritizing work.
Outage prediction
Prepare for likely failures and evaluate opportunities for preventive work.
Grid hardening investments
Compare hardening options using cost, exposure, and expected risk reduction.
Capital project prioritization
Prioritize investments using explicit value, risk, and delivery constraints.
Vegetation management
Target vegetation inspections and trimming using network and imagery context.
Data quality management
Reduce recurring data defects in the workflows that depend on them.
Engineering data self-service
Reduce time spent finding, joining, and exporting engineering data.
Demand forecasting
Compare future demand scenarios and identify planning uncertainty.
Filing issue surfacing
Find factual or numerical issues before a filing is submitted.
Precedent research
Find relevant precedent and preserve citations for expert assessment.
Intervenor profiling
Anticipate recurring stakeholder themes and prepare supporting evidence.
Filing consistency checking
Identify inconsistent figures or statements within and across documents.
IR response drafting
Draft responses from the filed record with evidence reviewers can inspect.
Automated AI CSR chatbot
Resolve suitable routine inquiries through an accessible self-service channel.
DSO/DERMS real-time
Provide operators with timely decision support for distributed energy resources.
DER location map
Locate distributed energy resources within the network model.
Data issue identification
Locate network-model defects and prioritize them for investigation.
External CIM import
Identify and iterate on validation issues during model import.
Dynamic AI dashboards
Make platform health, exceptions, and operational status easier to inspect.
AI CSR voice agent
Handle routine voice inquiries and route exceptions to the right person.
Billing anomaly detection
Catch unusual bills and meter readings before they create repeated customer contacts.
Customer satisfaction AI
Focus customer outreach on the issues and journeys that need attention.
Outage communication agent
Give customers timely, consistent updates drawn from approved outage information.
AMI grid visibility
Use meter signals to improve visibility into conditions on the distribution network.
DER hosting analysis
Identify where distributed energy resources may connect within network limits.
Climate impact assessment
Compare how climate hazards affect assets and adaptation priorities.
Project cluster discovery
Find nearby work that could share mobilization, access, or traffic control.
Work order cost estimation
Prepare consistent cost estimates for planner review.
EV demand detection
Spot changes in demand consistent with electric vehicle growth.
Power flow screening
Triage applications using an initial engineering screening workflow.
Power flow cluster studies
Support repeatable studies of multiple interconnection requests.
Weather outage prediction
Prepare response resources against plausible weather-driven outage scenarios.
Witness preparation
Prepare fact packages and practice questions grounded in the evidence.
Compliance research
Locate relevant obligations and flag questions for qualified interpretation.
Docket summarization
Reduce first-pass reading effort while retaining links to the full record.
Business case development
Build business cases with inspectable assumptions and supporting precedent.
Peer utility benchmarking
Compare peer approaches while preserving differences in context and definitions.
Regulatory monitoring
Identify relevant regulatory developments for timely human review.
Optimal asset locations
Compare candidate sites against technical, geographic, and cost requirements.
Feeder loading reconciliation
Reconcile measured and inferred loading and expose uncertainty.
Asset utilization map
Show where high utilization and overloads are concentrated.
Asset book-value map
Connect asset location with recorded financial and useful-life context.
Field correction validation
Check proposed corrections against dependencies and business rules.
Embedded substation AI
Support local equipment monitoring when connectivity is constrained.
CSR info capture assist
Reduce missing or inconsistent information in handoffs from service to engineering.
Anomaly detection
Focus expert review on unusual equipment behavior.
Grid simulation planning
Compare growth and operating scenarios before committing capital.
Capital opportunity discovery
Surface investment opportunities for planners to investigate.
Multi-year asset planning
Connect asset needs with the timing and financial implications of investment.
External data integration
Enrich planning decisions with relevant external context.
Design reviews
Focus engineering review on gaps, inconsistencies, and unresolved assumptions.
Line loss detection
Identify locations where technical losses or measurement discrepancies need investigation.
Emergency response planning
Prepare response options, responsibilities, and resource needs before an emergency.
Storm preparedness planning
Pre-position people and materials using weather and asset exposure scenarios.
Interconnection guideline retrieval
Find relevant interconnection requirements and retain their source references.
Design spec extraction
Turn source requirements into a draft design checklist for expert review.
Application form drafting
Reduce repeated manual entry when preparing interconnection applications.
Application validation
Find missing information or rule mismatches before an application advances.
Study report review
Review study findings and their implications for upgrade scope and cost.
Cost-sharing proposals
Compare proposed cost allocations with applicable rules and precedent.
Developer data preparation
Prepare consistent information for developers before application submission.
Work order management
Improve visibility into work status, ownership, and closure evidence.
Workforce re-planning
Adapt work schedules when priorities, availability, or conditions change.
Crew dispatch optimization
Match work with available crews, skills, and operating priorities.
Project prioritization
Make project sequencing and its tradeoffs easier to review.
Filing checklist builder
Assemble a filing checklist with traceable requirements and owners.
Engineering exhibit drafting
Prepare engineering exhibits from reviewed evidence and assumptions.
Customer exhibit preparation
Assemble consistent service and reliability evidence for filing teams.
Prudence review
Test the evidence supporting expenditure justifications.
Interrogatory management
Organize interrogatories by topic, owner, deadline, and source.
Rebuttal drafting
Prepare a cited draft rebuttal for regulatory and legal review.
Deliverable automation
Reduce repeated data entry in recurring regulatory deliverables.
Regulatory helpdesk
Help staff find approved guidance and the underlying regulatory sources.
Loading analysis workspace
Bring loading, metering, and capacity context into one planning view.
System loading violations
Locate historical threshold exceedances that need engineering review.
Transformer AMI violations
Flag potential transformer overloads from connected meter data.
Geospatial workspace access
Make network geography easier to query and inspect.
Multi-layer map overlay
Compare condition, loading, reliability, and age in a shared geographic view.
Field inspector map
Help inspectors access relevant asset information while in the field.
Nameplate technical review
Reduce manual transcription of equipment nameplate information.
Human escalated followup
Assign unresolved issues and confirm that their resolution passes validation.
AI based security monitoring
Help security teams triage unusual activity within approved monitoring scope.
Continuous penetration testing
Identify weaknesses through explicitly authorized, controlled security testing.
Asset attribute correction
Capture proposed asset corrections with an explanation and review trail.
Non-owned asset integration
Include relevant third-party assets in network planning decisions.
Data center energy pricing
Test the assumptions behind large-load pricing and service arrangements.
Grid growth insights
Spot emerging growth patterns before they become capacity constraints.
Climate risk planning
Bring climate scenarios into documented network planning assumptions.
Design standard validation
Identify design requirements that need verification by a qualified engineer.
Construction phasing
Compare construction sequences with delivery and resource constraints.
Design specification drafting
Prepare an initial specification that engineers can validate and refine.
Pole attachment audit
Prioritize attachment records and locations that need compliance review.
Agreement review
Track agreement obligations, milestones, and cost assumptions.
Maintenance route planning
Reduce avoidable travel while respecting access and maintenance requirements.
Inventory forecasting
Anticipate inventory needs and identify potential supply gaps.
Filing process management
Make filing responsibilities, dependencies, and deadlines visible.
Positioning alignment
Record agreed positions and surface inconsistencies in the filing narrative.
Account reconciliation
Reduce manual reconciliation work and flag unexplained accounting differences.
Variance analysis
Identify material variances and prepare explanations for review.
Rate impact modeling
Compare bill and rate impacts under clearly stated assumptions.
Tariff drafting
Prepare tariff changes with a traceable review history.
Confidentiality management
Identify potentially confidential material for authorized review.
Comment monitoring
Make recurring themes in public comments easier to review.
Decision summarization
Make decisions and their implications easier to communicate internally.
Commitment tracking
Turn commitments into assigned actions with supporting evidence and deadlines.
Hierarchy loading drill-down
Trace loading issues through the network hierarchy.
Loading exception filtering
Focus review on the most relevant loading exceptions.
Inspection status map
Make overdue inspections and coverage gaps visible geographically.
Asset financial context
Bring engineering and financial assumptions together for asset review.
Own business rules
Apply the utility’s own validation rules consistently.
Auto-correction workflow
Present correction suggestions and their rationale for review.
Corrected model load
Load a reviewed model with accepted corrections and retained provenance.
Asset age map
Help planners inspect the age distribution of the asset base.
Asset detail drill-down
Move quickly from a geographic pattern to the underlying asset record.
Inspection history review
Identify missing, stale, or inconsistent inspection records.
Asset loading detail
Understand loading in the context of an asset’s upstream and downstream connections.
Asset comparison view
Compare an asset with a relevant peer group before prioritizing action.
Asset dataset extraction
Share a consistent asset selection and its attributes with other workflows.
Social sentiment analysis
Surface recurring customer concerns for service teams to investigate.
Customer program insights
Identify customers who may benefit from relevant utility programs.
Critical asset inspections
Direct inspection resources toward assets that warrant closer attention.
Redundant asset discovery
Identify potential asset rationalization opportunities for engineering review.
Climate equipment ratings
Evaluate equipment suitability against changing climate conditions.
Feeder loss optimization
Compare feeder configurations for technical losses and operating constraints.
Stranded cost analysis
Examine whether new investments may become underused or unrecoverable.
Spare parts forecasting
Plan spare holdings using asset condition and likely replacement demand.
Live hearing support
Help hearing teams locate the relevant fact and supporting record quickly.
Concession analysis
Compare settlement options with transparent assumptions and consequences.
Technical conference preparation
Assemble the technical evidence needed for focused expert discussions.
Loading result export
Make reviewed loading results available to downstream planning workflows.
Outage reliability map
Identify geographic concentrations of historical reliability issues.
Affected object review
Show the source and current state of records before proposing a correction.
Source system payload
Prepare structured update requests for controlled source-system changes.
Correction error handling
Make failed or incomplete corrections visible and recoverable.
Correction history export
Preserve a reviewable record of accepted changes and unresolved exceptions.
Operational logs metrics
Find failures and recurring issues across integrations and background jobs.
Restore DR approach
Prepare and exercise recovery procedures for the supporting platform.
No use cases found.
Try a broader term, choose another department, or reset the filters.
These are opportunities and enabling capabilities, not 139 independently verified deployments. Value statements and pilot suggestions are editorial guidance. Read our source notes.