#30 overall · #7 in Software
Escalation Decision
Should this case be escalated to a human right now, or should the agentic workflow continue?
Owned by VP Customer Support, Chief Customer Officer
SoftwareAtlas of AI
Specialized models for every business job, ranked and ready to build.
580 Specialist Models, one per business decision.
21 of 580 models
#41 overall · #9 in Software
Tool Selection
Which tool, API, or system (MCP server, CRM, billing, orders, internal API) should the agent call to handle this request?
Owned by Head of AI/ML, VP Engineering
Software#58 overall
Call Routing
Which available agent or queue should this inbound call be routed to right now?
Owned by VP Contact Center Operations, Director of Workforce Management
#82 overall · #6 in Cross-industry
Model Routing
Which model should answer this request, GPT, Claude, Gemini, Qwen, DeepSeek, Llama, or a fine-tuned specialist?
Owned by Head of AI, ML Platform
Cross-industry#101 overall · #2 in Logistics · #6 in Retail
Shipment Exception
What type of shipment exception has occurred (damage, loss, customs hold, misdelivery, refusal), and what resolution path should it be routed to?
Owned by VP Supply Chain, Director of Logistics Operations
Logistics#111 overall · #8 in Insurance
Claims Triage
Which handling path, adjuster skill, initial reserve, priority, and automation level should a newly reported claim receive?
Owned by Chief Claims Officer, VP Claims
Insurance#183 overall
Dispute Triage
Which internal team (customer service, merchant risk, card network liaison, or operations) should handle this payment dispute, based on its type and complexity?
Owned by VP Payments Operations, Director of Disputes and Chargebacks
Banking#213 overall
Lifecycle Journey
Which lifecycle stage is this customer in, and what journey/campaign path should they be routed into next?
Owned by VP Marketing, Head of Lifecycle Marketing
Software#273 overall
Ticket Routing
Which team, queue, or agent should this incoming support or IT ticket be routed to?
Owned by VP Support Operations, Head of IT Service Management
#274 overall
Underwriting Appetite
Does this new business submission fit the carrier's current underwriting appetite, and should it be accepted for quoting, referred to a senior underwriter, or declined?
Owned by VP Underwriting, Chief Underwriting Officer
Insurance#412 overall
Cycle Time Prediction
How long will this production job or work order take to complete, and is it trending at risk of running over its committed date?
Owned by VP Manufacturing Operations, Plant Manager
Manufacturing#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#435 overall
Escalation Routing
When an AI agent conversation needs to escalate to a human, which human, team, or queue should it be routed to, given required skills, current workload, and urgency?
Owned by VP Contact Center, Director of Workforce Management
Financial services#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#450 overall
Fleet Routing
Which vehicle and driver should be assigned to which job or stop, in what order, given time windows, capacity, driver hours, and current traffic?
Owned by VP Logistics, Director of Fleet Operations
Logistics#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
Energy#457 overall
Haul Route
What haul route and sequencing should this vehicle or fleet follow to minimize cycle time, cost, and equipment wear while meeting site and safety constraints?
Owned by VP Fleet/Site Operations, Director of Logistics
Logistics#492 overall
Model Registry Intelligence
Given eval results, drift signals, and deployment history, which model version should be promoted to production, held in staging, or rolled back?
Owned by ML Platform Lead, Head of AI
Cross-industry#498 overall
Order Routing
Which fulfillment location, carrier, and shipping method should handle this order to minimize cost and delivery time while meeting service commitments?
Owned by VP Supply Chain, Director of Fulfillment Operations
Logistics#503 overall
Payment Routing
Which processor, acquiring bank, or payment rail should handle this transaction to maximize authorization rate and minimize cost?
Owned by VP Payments, Head of Payments Infrastructure
Financial services#553 overall
Smart Network Selection
For a given transaction, which payment network or rail (card network, local rail, real-time payments, ACH, wire) should be used to process it?
Owned by VP Payments, Head of Payment Operations
Financial servicesChoose 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.
Find the AI your company should own.
Enter your work email. Get a shortlist of Specialist Models matched to your company, in about 30 seconds.
Find AI worth owning
Enter your work email · We work out your industry · Get your shortlist, then build one
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.