#11 overall
Research Intelligence
What information materially changes the investment or strategic thesis?
Owned by Head of Research, Chief Investment Officer
Atlas of AI
Specialized models for every business job, ranked and ready to build.
580 Specialist Models, one per business decision.
16 of 580 models
#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
#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#53 overall
Bug Localization
Which file(s), function(s), or commit(s) in this codebase are most likely responsible for this bug or failing test?
Owned by VP Engineering, Director of Developer Productivity
Software#75 overall
Expert Network Intelligence
Which expert-network calls, consultant findings, and internal research support or undercut a current investment thesis?
Owned by Chief Investment Officer, Head of Research
#85 overall · #4 in Retail
Personalized Search
Given this query and this user's context, which results should rank first?
Owned by VP Product, Head of Search
Retail#100 overall
Semantic Layer
What is the correct, governed query or metric definition that answers this natural-language business question?
Owned by VP Data, Head of Analytics Engineering
Software#117 overall
Knowledge Gap
Where is our documentation or internal knowledge base missing, outdated, or insufficient to answer a real question that was asked?
Owned by VP Engineering, Head of Knowledge Management
Software#134 overall
Scientific Literature
What does the existing scientific literature say about this research question, and which specific papers/findings are directly relevant to our program?
Owned by VP Research, Head of Scientific Affairs
Healthcare#137 overall
Clinical Search
What is the best available clinical evidence for this patient's case, and does it apply to this specific patient?
Owned by Chief Medical Officer, VP Clinical Informatics
Healthcare#146 overall
Legal Research
What does the law say on this question, and what authorities support or undercut the position?
Owned by General Counsel, Head of Litigation
#168 overall
Comparable Company
Which public or private companies are genuinely comparable to this target for valuation purposes, and what multiples should apply?
Owned by Head of Investment Banking, Director of Equity Research
Financial services#173 overall
Competitive Research
What emerging academic research, industry trends, and startup activity signal a shift in the technology landscape relevant to our strategy?
Owned by Head of Corporate Strategy, VP Innovation
#225 overall
Opportunity Discovery
Which accounts or contacts show real buying signal right now, and what is the specific opportunity worth pursuing?
Owned by VP Sales, Chief Revenue Officer
Software#244 overall
Repository Understanding
What is the current structural and semantic model of this entire repository (architecture, module boundaries, dependencies) that downstream tools can rely on to reason about the codebase?
Owned by VP Engineering, Head of Developer Productivity
Software#440 overall
Executive Decision Journal
What was actually decided, on what reasoning, and what happened as a result?
Owned by Chief of Staff, Chief Executive Officer
Cross-industryChoose 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.