#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
HealthcareSpecialized models for every business job, ranked and ready to build.
78 of 580 models
#2 overall · #1 in Healthcare
Does this clinical note, patient report, or surveillance record describe a reportable adverse drug event?
Owned by VP Pharmacovigilance, Chief Medical Safety Officer
Healthcare#6 overall · #1 in Insurance
Is a reported loss covered under the policy, endorsements, exclusions, and applicable jurisdiction?
Owned by Chief Claims Officer, VP Claims
Insurance#17 overall · #5 in Healthcare
Should this claim be paid, rejected, or routed for manual review?
Owned by Chief Claims Officer, VP Claims Operations
Healthcare#23 overall · #2 in Banking
Should the bank extend credit, under what structure, and at what price?
Owned by Chief Credit Officer, Head of Commercial Lending
Banking#28 overall · #1 in Logistics
Does this shipment's customs documentation contain the correct, complete data needed to generate or validate an accurate customs declaration, and what is the correct HS/HTS tariff classification?
Owned by VP Global Trade Compliance, Chief Supply Chain Officer
Logistics#46 overall
Is this API change backward-compatible, and if not, what will break for existing consumers?
Owned by VP Engineering, Head of Developer Platform
Financial services#56 overall
Did customer indicate intent?
Owned by Chief Revenue Officer, VP Sales
#60 overall
Which recommended screenings, follow-ups, or preventive services is this patient missing relative to clinical guidelines?
Owned by VP Population Health, Chief Quality Officer
Healthcare#66 overall · #8 in Banking
Has this borrower violated a loan covenant, and does it require escalation?
Owned by Head of Commercial Banking, Chief Credit Officer
Banking#77 overall · #5 in Cross-industry
What is the user's actual intent behind a given utterance or request, so it can be routed to the correct skill or workflow?
Owned by VP Contact Center, Head of Conversational AI
Cross-industry#81 overall
Should the platform onboard a merchant, and under what reserves, limits, and monitoring controls?
Owned by Head of Merchant Risk, Chief Risk Officer
Financial services#86 overall
Is this email/message a phishing or social-engineering attempt, and what action should be taken?
Owned by CISO, VP Security Engineering
Financial services#101 overall · #2 in Logistics · #6 in Retail
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#104 overall · #4 in Manufacturing · #7 in Retail
How well is this supplier performing on an ongoing operational basis, on-time delivery, quality, and responsiveness?
Owned by VP Procurement, Supply Chain Director
Manufacturing#106 overall · #7 in Insurance
Is this damaged vehicle or property a total loss, and what should the settlement be?
Owned by VP Claims, Total Loss Manager
Insurance#107 overall · #8 in Cross-industry
Is this URL malicious or phishing, and what action should be taken (block, warn, allow)?
Owned by CISO, Head of Security Operations
Cross-industry#112 overall · #8 in Retail
Which cloud configuration settings violate security best practice or policy, regardless of whether they're currently exposed?
Owned by Chief Information Security Officer, VP Cloud Security
Financial services#123 overall
Does this mortgage application show signs of fraud (income, occupancy, appraisal, or identity misrepresentation) that should block or hold funding?
Owned by Chief Risk Officer, Head of Mortgage Fraud Prevention
Banking#124 overall · #5 in Energy · #6 in Manufacturing
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#148 overall
Does this requested service, procedure, or treatment meet medical-necessity criteria for coverage?
Owned by Chief Medical Officer, VP Utilization Management
Healthcare#149 overall
Are this patient's medications safe to continue across the current care transition, or do interactions, duplicates, or contraindications need to be resolved first?
Owned by Chief Nursing Officer, Chief Medical Officer
Healthcare#151 overall
Is this communication legally privileged, potentially privileged, or non-privileged?
Owned by Litigation Partner, Head of eDiscovery
#155 overall
Does this requested clinical service (procedure, admission, or treatment) meet medical necessity criteria, and should it be approved, escalated, or sent for further review?
Owned by VP Utilization Management, Chief Medical Officer
Healthcare#158 overall · #7 in Energy · #7 in Manufacturing
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
EnergyModel 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.