#50 overall · #1 in Energy
Billing Intelligence
Is this account, plan, or usage record being billed incorrectly, and should it be flagged for correction before the customer notices?
Owned by VP Revenue Assurance, Chief Financial Officer
EnergyAtlas of AI
Specialized models for every business job, ranked and ready to build.
580 Specialist Models, one per business decision.
31 of 580 models
#97 overall · #2 in Energy · #2 in Manufacturing
Safety Inspection
Does this site, equipment, or work area pass safety inspection, and what deficiencies need corrective action?
Owned by VP Environmental Health and Safety, Director of Safety
Energy#98 overall · #3 in Energy · #3 in Manufacturing
Safety Investigation
What was the root cause of this safety incident, and what corrective actions will prevent recurrence?
Owned by VP Environmental Health and Safety, Director of Safety
Energy#120 overall · #4 in Energy · #5 in Manufacturing
Maintenance Prioritization
Given a backlog of open maintenance work orders and flagged assets, which ones should be actioned first?
Owned by VP Maintenance Operations, Plant Manager
Energy#124 overall · #5 in Energy · #6 in Manufacturing
Near Miss Detection
Does this reported or sensed event represent a safety near-miss that should be logged, investigated, or acted on before it becomes an incident?
Owned by VP Environmental Health & Safety, Chief Safety Officer
Energy#135 overall · #6 in Energy
Billing Dispute
Is this customer's billing dispute valid, and what resolution (credit, partial refund, deny, escalate) should be applied?
Owned by VP Billing Operations, Director of Customer Support
Energy#158 overall · #7 in Energy · #7 in Manufacturing
Asset Criticality
How critical is this asset to safety, operations, and financial performance if it were to fail, and how should it be ranked for maintenance and capital planning?
Owned by VP Asset Management, Reliability Director
Energy#189 overall · #8 in Energy
Energy Trading Intelligence
What is the current market intelligence picture (price drivers, position risk, anomalies) a trader needs to act on right now?
Owned by Head of Power Trading, Chief Risk Officer (Trading)
Energy#224 overall · #9 in Energy · #3 in Logistics · #10 in Manufacturing
Operating Improvement
Where in this operation is performance underperforming its achievable benchmark, and what specific intervention would close the gap?
Owned by Chief Operating Officer, VP Operations
Energy#277 overall · #10 in Energy
Work Order Intelligence
What structured insight should be extracted from this work order (root cause, parts needed, estimated duration, priority signals) to support downstream scheduling and dispatch?
Owned by VP Field Service, Director of Maintenance Operations
Energy#283 overall
Asset Intelligence
What are the true specifications, configuration, and history of this physical asset, structured into a usable record?
Owned by VP Asset Management, Director of Facilities
Energy#297 overall · #4 in Logistics
Hazard Recognition
Does this site image, video feed, or sensor reading show a safety hazard, and if so, what type and severity, requiring what response?
Owned by VP Environmental Health and Safety (EHS), Chief Safety Officer
Energy#311 overall
Safety Classification
What type of safety event or hazard is this, and how severe is it?
Owned by VP Environmental Health and Safety, Director of Safety
Energy#318 overall
Work Order Prioritization
Given a queue of open work orders, which should be prioritized and scheduled first, based on urgency, asset criticality, and resource availability?
Owned by VP Maintenance Operations, Director of Field Service
Energy#324 overall
Capital Planning
Which capital investments should be funded, and in what order, given constrained capital and competing projects?
Owned by Chief Financial Officer, VP Finance
Energy#356 overall
Asset Health
Which generation or grid asset is at elevated risk of failure, and what action should be taken before it fails?
Owned by VP Asset Management, Director of Generation Reliability
Energy#376 overall · #8 in Logistics
Capacity Planning
How much capacity (staff, infrastructure, or inventory) will we need over the coming planning horizon?
Owned by VP Operations, Chief Operating Officer
Energy#391 overall
Congestion Prediction
Where and when will the grid experience congestion, and what interconnection, dispatch, or upgrade decisions does that forecast justify?
Owned by Grid Operations Director, VP Grid Planning
Energy#418 overall
Demand Response
Which customers or loads should be selected for curtailment or incentive during a demand-response event, and by how much?
Owned by VP Grid Operations, Head of Demand-Side Management
Energy#421 overall · #9 in Logistics
Dispatch
Which available technician, driver, or vehicle should be dispatched to which job next, given location, skills, urgency, and estimated time of arrival?
Owned by VP Field Operations, Director of Dispatch
Energy#431 overall
Emissions Optimization
How should generation and dispatch be allocated across available assets to balance cost, emissions, and reliability over the next planning window?
Owned by VP Grid Operations, Chief Sustainability Officer
Energy#432 overall
Energy Theft
Does this meter's consumption pattern indicate theft, tampering, or non-technical loss, and does it warrant a field inspection?
Owned by VP Revenue Protection, Director of Metering and Revenue Assurance
Energy#447 overall
Field Dispatch
Which field technician should be dispatched to which job, in what order, given skills, location, parts, and urgency?
Owned by VP Field Operations, Head of Network Operations
Energy#454 overall
Fuel Optimization
What routing, speed, load, and fueling-stop plan minimizes fuel cost and emissions for this vehicle or fleet without violating delivery or hours-of-service constraints?
Owned by VP Fleet Operations, Chief Supply Chain Officer
EnergyChoose a model you can own.
Model leaderboards are a starting point. The decision is your task, your output contract, your hardware, and your right to deploy. This directory turns that into a short list you can test.
- Profile: Qwen
Qwen
Alibaba Cloud · China
Qwen is Alibaba Cloud’s open-weight model family. It spans small models that are practical to fine-tune through larger mixture-of-experts releases.
Active in Oumi - Profile: DeepSeek
DeepSeek
DeepSeek · China
DeepSeek publishes open-weight language models, including large mixture-of-experts systems. The family is often shortlisted where reasoning and coding matter.
Listed by Oumi - Profile: Llama
Llama
Meta · United States
Llama is Meta’s open-weight model family. Its wide ecosystem makes it a familiar baseline for teams evaluating or fine-tuning their first custom model.
Listed by Oumi - Profile: Mistral
Mistral
Mistral AI · France
Mistral is a European model family spanning open-weight and commercial releases. The right starting point depends on the exact release and deployment constraints.
Listed by Oumi - Profile: Gemma
Gemma
Google · United States
Gemma is Google’s open-weight model family. It includes compact checkpoints that can be useful when hardware limits and deployment footprint drive the decision.
Listed by Oumi
Oumi benchmark data is coming. We’ll add reproducible task benchmarks once the evaluation recipe, model version, dataset, hardware, and scoring criteria are published.
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Questions about the Atlas
What is the Atlas of AI?
The Atlas of AI is a directory of specialist-model opportunities organized around business decisions and tasks. It helps you explore where a focused model may create value, then move toward evaluation and ownership.
How do I find a Specialist Model for my business task?
Start with the business decision or repeated workflow you want to improve, then use Atlas filters and rankings to narrow the relevant category. Treat the result as a discovery hypothesis and validate it against your data, evaluation criteria, and deployment needs.
Which open-weight model should I start from?
Start with the open-weight model that fits your task, quality target, context needs, license, hardware, and deployment constraints. There's no single best model for every workflow, so use Atlas evidence and your own evaluation set.
What evidence supports each Specialist Model listing?
A listing is a structured starting point grounded in the task, model, benchmark, or other evidence shown with it. Review the evidence and run your own evaluation before treating a listing as a production recommendation.
Can I build a Specialist Model directly from the Atlas?
The Atlas helps identify a promising task and starting model. From there, use Oumi's build and evaluation workflow to define behavior, assemble data, test the model, and decide whether to train and deploy it.
Pick a Specialist Model. Oumi plans the build.
Start free in the platform, or talk to us about your task.