#59 overall
Candidate Matching
Which candidates are the best fit for this open requisition, and which requisitions best fit this candidate?
Owned by VP Talent Acquisition, Head of Recruiting
Specialized models for every business job, ranked and ready to build.
33 of 580 models
#59 overall
Which candidates are the best fit for this open requisition, and which requisitions best fit this candidate?
Owned by VP Talent Acquisition, Head of Recruiting
#94 overall · #1 in Manufacturing · #5 in Retail
Which candidates for an open role should a recruiter review first, and how well does each match the role's defined requirements?
Owned by Chief Human Resources Officer, VP Talent Acquisition
Manufacturing#95 overall
Which documents or passages should be placed in the model's context window for this query?
Owned by VP Engineering, Head of AI/ML
Software#99 overall
Which security alert should an analyst investigate first?
Owned by CISO, SOC Director
Software#120 overall · #4 in Energy · #5 in Manufacturing
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#125 overall
Which vulnerabilities and patches should be remediated first, on which systems, and by when?
Owned by CISO, VP Security Engineering
Software#157 overall
Which companies are strong-fit acquisition targets worth prioritizing for outreach and diligence?
Owned by Chief Strategy Officer, VP Corporate Development
Financial services#163 overall
Which patients should receive care management outreach first, given limited care manager capacity?
Owned by VP Population Health, Chief Medical Officer
Healthcare#175 overall
Given a user query/task and a large pool of retrieved candidate documents or context chunks, which should be ranked highest and passed into the model's context window?
Owned by Head of AI, VP Engineering
Cross-industry#182 overall
Which inbound investment opportunities merit partner or principal time, and at what priority?
Owned by Managing Partner, Principal
Financial services#190 overall
Which enterprise risks deserve executive and board attention right now, and in what priority order?
Owned by Chief Risk Officer, Chief Audit Executive
Cross-industry#199 overall
Which executive stakeholders at this account are under-engaged, and where should our executives spend time next?
Owned by Chief Customer Officer, VP Customer Success
Financial services#201 overall
Which features or product initiatives should the roadmap prioritize next, given customer demand, effort, and strategic fit?
Owned by Chief Product Officer, VP Product Management
Software#208 overall
Given a set of candidate internal investments (projects, capital initiatives, product bets), which should we fund first?
Owned by Chief Financial Officer, Chief Strategy Officer
Financial services#210 overall
Is this inbound or sourced lead worth a rep's time right now, and at what priority?
Owned by VP Sales, VP Revenue Operations
Software#226 overall
Which open pipeline opportunities should a rep or manager focus on next?
Owned by VP Sales, Chief Revenue Officer
Software#249 overall
Which risk tier does this member/patient belong to, and which individuals in the population should be prioritized for proactive outreach or intervention?
Owned by Chief Medical Officer, VP Population Health
Healthcare#256 overall
Which content/keyword opportunities should the marketing team prioritize to gain organic search and AI-answer-engine visibility?
Owned by VP Marketing, Head of SEO
Retail#270 overall
Given this code change, which tests should run now, and in what order, to catch regressions within the available CI time budget?
Owned by VP Engineering, Head of Developer Productivity
Financial services#296 overall
Which files belong in context?
Owned by VP Engineering, Head of Developer Productivity
Software#315 overall
Which claims referred to the Special Investigations Unit (SIU) should be investigated first, given limited investigator capacity?
Owned by VP Special Investigations, Chief Claims Officer
Insurance#318 overall
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
Which capital investments should be funded, and in what order, given constrained capital and competing projects?
Owned by Chief Financial Officer, VP Finance
Banking#354 overall
Should an analyst investigate this alert?
Owned by SOC Manager, Director Security Operations
SoftwareModel 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.
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
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
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
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
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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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.
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.
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.
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.
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.
Start free in the platform, or talk to us about your task.