Specialized models for every business job, ranked and ready to build.
40 of 580 models
#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#97 overall · #2 in Manufacturing · #2 in Energy
Does this site, equipment, or work area pass safety inspection, and what deficiencies need corrective action?
Owned by VP Environmental Health and Safety, Director of Safety
Manufacturing#98 overall · #3 in Manufacturing · #3 in Energy
What was the root cause of this safety incident, and what corrective actions will prevent recurrence?
Owned by VP Environmental Health and Safety, Director of Safety
Manufacturing#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#120 overall · #5 in Manufacturing · #4 in Energy
Given a backlog of open maintenance work orders and flagged assets, which ones should be actioned first?
Owned by VP Maintenance Operations, Plant Manager
Manufacturing#124 overall · #6 in Manufacturing · #5 in Energy
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
Manufacturing#158 overall · #7 in Manufacturing · #7 in Energy
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
Manufacturing#185 overall · #8 in Manufacturing
Does this CAD, architectural, or engineering drawing meet specification, contain design errors, and is it ready to release for fabrication or construction?
Owned by VP Engineering, Director of Quality Assurance
Manufacturing#191 overall · #9 in Manufacturing
Is this piece of equipment healthy right now, or is it showing signs of abnormal condition?
Owned by VP Manufacturing Operations, Plant Director
Manufacturing#224 overall · #10 in Manufacturing · #9 in Energy · #3 in Logistics
Where in this operation is performance underperforming its achievable benchmark, and what specific intervention would close the gap?
Owned by Chief Operating Officer, VP Operations
Manufacturing#231 overall
Is each worker on this site or in this footage wearing the personal protective equipment required for their role and location, and if not, what is the violation and who must be notified?
Owned by VP Environmental Health & Safety, Plant Manager
Manufacturing#260 overall
Which spare part(s) should be recommended or stocked for this equipment repair job?
Owned by VP Manufacturing Operations, Head of Field Service
Manufacturing#267 overall
What is the quality risk or defect likelihood for parts/materials from this supplier, based on inspection and quality data?
Owned by VP Quality, Director of Supplier Quality Engineering
Manufacturing#277 overall · #10 in Energy
What structured insight should be extracted from this work order (root cause, parts needed, estimated duration, priority signals) to support downstream scheduling and dispatch?
Owned by VP Field Service, Director of Maintenance Operations
Manufacturing#283 overall
What are the true specifications, configuration, and history of this physical asset, structured into a usable record?
Owned by VP Asset Management, Director of Facilities
Manufacturing#286 overall
At what price and with what deal structure should we submit this competitive bid or RFP response?
Owned by VP Sales, Head of Proposals/Bid Management
Manufacturing#297 overall · #4 in Logistics
Does this site image, video feed, or sensor reading show a safety hazard, and if so, what type and severity, requiring what response?
Owned by VP Environmental Health and Safety (EHS), Chief Safety Officer
Manufacturing#311 overall
What type of safety event or hazard is this, and how severe is it?
Owned by VP Environmental Health and Safety, Director of Safety
Manufacturing#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
Manufacturing#367 overall · #5 in Logistics
Where in the production line or operational process is the current constraint (bottleneck) limiting throughput, and is a quality issue contributing to it?
Owned by VP Manufacturing Operations, Plant Manager
Manufacturing#397 overall
What will this project or bid cost to deliver, and within what confidence range, before the company commits?
Owned by VP Estimating, Director of Project Controls
Manufacturing#412 overall
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#416 overall
Does this unit contain a defect, what type and severity is it, and should it be scrapped, reworked, or passed?
Owned by VP Quality, Plant Manager
Manufacturing#417 overall
How much of this product will be demanded, where, and by when, so inventory and supply commitments can be set?
Owned by VP Supply Chain, Head of Demand Planning
ManufacturingModel 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.
