#1 overall · #1 in Banking
Commercial Document Intelligence
What obligations, dates, covenants, and entities does this commercial document actually establish?
Owned by Head of Retail Banking, Commercial Loan Operations Director
BankingAtlas of AI
Specialized models for every business job, ranked and ready to build.
580 Specialist Models, one per business decision.
580 of 580 models
#2 overall · #1 in Healthcare
Adverse Event Detection
Does this clinical note, patient report, or surveillance record describe a reportable adverse drug event?
Owned by VP Pharmacovigilance, Chief Medical Safety Officer
Healthcare#3 overall · #1 in Software
API Migration
Does this codebase's usage of a legacy API/SDK/vendor need to change, and what is the safe migration path?
Owned by VP Engineering, Director of Developer Productivity
Software#4 overall · #1 in Financial services · #2 in Healthcare · #2 in Software
Code Review
Should this code be merged, and what must change first?
Owned by VP Engineering, Head of Developer Productivity
Financial services#5 overall
Contract Review
Is this contract acceptable under the organization's playbook?
Owned by General Counsel, Head of Commercial Legal
#6 overall · #1 in Insurance
Coverage Decision
Is a reported loss covered under the policy, endorsements, exclusions, and applicable jurisdiction?
Owned by Chief Claims Officer, VP Claims
Insurance#7 overall · #3 in Healthcare
Medical Coding
Which ICD, CPT, and HCPCS codes are supported by the clinical record?
Owned by VP Revenue Cycle, HIM Director
Healthcare#8 overall · #4 in Healthcare
Medical Information
What is the accurate, on-label, evidence-grounded answer to this medical information inquiry?
Owned by VP Medical Affairs, Medical Information Director
Healthcare#9 overall
Obligation Extraction
What obligations, deadlines, and conditional commitments does this document create, for whom, and when do they take effect?
Owned by General Counsel, Legal Operations Director
#10 overall
Obligation Monitoring
Which corporate obligations apply, and are they being tracked and met?
Owned by General Counsel, Legal Operations Director
#11 overall
Research Intelligence
What information materially changes the investment or strategic thesis?
Owned by Head of Research, Chief Investment Officer
#12 overall · #3 in Software
Test Generation
What test cases should be generated for this code change or feature to ensure adequate coverage?
Owned by VP Engineering, Head of QA
Software#13 overall · #4 in Software
Architecture Review
Does this proposed system/software architecture design meet internal standards and best practices, and what risks should be resolved before implementation begins?
Owned by VP Engineering, Chief Architect
Software#14 overall · #2 in Financial services · #2 in Insurance
Brief Generation
What does the evidence support, and can every claim in this draft be traced to a source?
Owned by General Counsel, Head of Compliance
Financial services#15 overall · #5 in Software
Build Failure
Given a CI/build failure log, what is the root cause and the fix?
Owned by VP Engineering, Head of Developer Productivity
Software#16 overall · #3 in Financial services
CIM Intelligence
What are the key facts, risks, and red flags in this Confidential Information Memorandum, and does the deal merit further diligence?
Owned by Managing Director, VP Private Equity
Financial services#17 overall · #5 in Healthcare
Claim Adjudication
Should this claim be paid, rejected, or routed for manual review?
Owned by Chief Claims Officer, VP Claims Operations
Healthcare#18 overall
Clause Extraction
What clauses does this specific document contain, and how do they map to structured, comparable data?
Owned by General Counsel, Legal Operations Director
#19 overall
Clause Library
What is the organization's approved or preferred language for this clause, and does a given clause match, deviate from, or lack an approved standard?
Owned by General Counsel, Legal Operations Director
#20 overall · #6 in Healthcare
Clinical Documentation Improvement
Is this clinical documentation specific and complete enough to support the diagnosis, procedure, and severity it implies, and if not, what physician query is needed?
Owned by VP Revenue Cycle, CDI Director
Healthcare#21 overall · #7 in Healthcare
Clinical Trial Matching
Which open clinical trials is this patient eligible for, given the trial protocol criteria and the patient's clinical and genomic profile?
Owned by VP Clinical Research, Chief Medical Officer
Healthcare#22 overall · #6 in Software
Code Planning
Given a coding task or request, what is the multi-step plan (files to touch, order of edits, subtasks) before any code is written?
Owned by VP Engineering, Head of Developer Productivity
Software#23 overall · #2 in Banking
Commercial Loan Approval
Should the bank extend credit, under what structure, and at what price?
Owned by Chief Credit Officer, Head of Commercial Lending
Banking#24 overall · #4 in Financial services
Communications Surveillance
Does this employee communication indicate a compliance or conduct risk that warrants review?
Owned by Chief Compliance Officer, Head of Surveillance
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.
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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.