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ML Ops & Training: the tools companies use

Platforms for model training and lifecycle management

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237 companies on usedby use at least one of the 11 tools in this category with a public customer. Weights & Biases leads with 55 companies. Then come H2O.ai (42) and Labelbox (29). 17 companies run two of these tools or more. The most common pair is Weights & Biases with Hugging Face (2 companies).Latest check Oct 7, 2026: 249 of 259 public lines checked. Counts are of companies on usedby, not of the whole market: we list a company when a public page shows its AI tools.

237

companies on usedby use a tool of this category

Latest check Oct 7, 2026: 249 of 259 public lines checked

Ranked by customers

Companies with a public line for each tool. Job-post signals count and are drawn apart in the proof bar.

ML Ops & Training tools ranked by companies on usedby
#ToolCustomersProof
1Weights & Biases55
2H2O.ai42
3Labelbox29
4Encord25
5DataRobot24
6Anyscale23
7Domino Data Lab17
8Scale AI16
9Snorkel AI12
10Hugging Face9
11Patronus AI7

17 companies run two of these tools or more. The most common pair is Weights & Biases with Hugging Face, at 2 companies.

Weights & Biases55 customers

Weights & Biases is used by 55 companies on usedby, 43 confirmed by a case study, a named quote or a press release. Named customers include Microsoft, OpenAI, and Toyota. Who uses Weights & Biases, H2O.ai vs Weights & Biases

Customer page: wandb.ai. Latest check of 55 of 55 lines: Oct 3, 2026.

H2O.ai42 customers

H2O.ai is used by 42 companies on usedby, 35 confirmed by a case study, a named quote or a press release. Named customers include AT&T, Booking.com, and Intel. Who uses H2O.ai, H2O.ai vs Weights & Biases

Customer page: h2o.ai. Latest check of 42 of 42 lines: Oct 7, 2026.

Labelbox29 customers

Labelbox is used by 29 companies on usedby, 20 confirmed by a case study, a named quote or a press release. Named customers include Meta, NASA, and Procter & Gamble. Who uses Labelbox, Labelbox vs Weights & Biases

Customer page: labelbox.com. Latest check of 29 of 29 lines: Oct 7, 2026.

Encord25 customers

Encord is used by 25 companies on usedby, 11 confirmed by a case study, a named quote or a press release. Named customers include Hitachi, Axa, and Mayo Clinic. Who uses Encord, Encord vs Weights & Biases

Customer page: encord.com. Latest check of 25 of 25 lines: Oct 7, 2026.

Newest customers

Companies first listed by a tool of this category in the last 90 days.

No new customer yetTracking of changes on these tools' pages started on October 3, 2026. New customers appear here, dated, after two complete checks of those pages.

Most compared

Side-by-side pages with the companies behind each tool.

Questions about ML Ops & Training

Answers drawn from usedby data.

What is the most used tool in ML Ops & Training?

Weights & Biases, used by 55 of the 237 companies on usedby in this category. Then come H2O.ai (42) and Labelbox (29). Who uses Weights & Biases.

Do more companies use Weights & Biases or H2O.ai?

Weights & Biases: 55 companies on usedby, against 42 for H2O.ai.

Do companies use several tools in ML Ops & Training?

Yes: 17 of the 237 companies on usedby in this category run two or more. The most common pair is Weights & Biases with Hugging Face (2 companies).

How does usedby rank these tools?

By the number of companies with a public line for each tool, read from dated captures of vendor customer pages, case studies, press releases and job posts. Job-post signals count in the totals and are shown apart. usedby lists a company when a public page shows it, so these counts describe the companies on usedby, not the whole market.