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ML platforms & training data tools used by Industrial & Energy companies

Each line links its public proof and the date usedby last checked it.

29

Industrial & Energy companies use ML platforms & training data tools

14 confirmed 15 observed

The most used: Weights & Biases (9), DataRobot (6), and Encord (5).Data as of Oct 25, 2026

Ranking

Tools ranked by the Industrial & Energy companies that use them. Ties go to the stronger proof.

Largest and best-proven users

Two labelled views of the same companies. Neither is a score.

Largest companies

By employee range. Size known for 19 of 29.

  • ShellConfirmed10,001+ employeesChecked Oct 24, 2026
  • SiemensConfirmed10,001+ employeesChecked Oct 24, 2026
  • ChevronConfirmed10,001+ employeesChecked Oct 19, 2026

Strongest proof

Confirmed or declared: 14 of 29. This view filters what you read, never what is counted.

Who uses each tool

Strongest proof first. A job post is a signal, the weakest proof.

  1. 1Weights & Biases9 companies · Checked Oct 24, 20269
    5 confirmed 4 observed

    Weights & Biases profile

  2. 2DataRobot6 companies · Checked Oct 19, 20266
    2 confirmed 4 observed

    DataRobot profile

  3. 3Encord5 companies · Checked Oct 25, 20265
    3 confirmed 2 observed

    Encord profile

  4. 4Dataiku5 companies · Checked Oct 20, 20265
    0 confirmed 5 observed

    Dataiku profile

  5. 5Labelbox3 companies · Checked Oct 25, 20263
    3 confirmed 0 observed

    Labelbox profile

  6. 6H2O.ai2 companies · Checked Oct 24, 20262
    1 confirmed 1 observed

    H2O.ai profile

  7. 7Scale AI2 companies · Checked Oct 17, 20262
    0 confirmed 2 observed

    Scale AI profile

How usedby counts

14 confirmed 15 observed

A company counts once per tool, at its strongest proof: confirmed (a case study, a named testimonial, a press release or the company's own account), declared (the company told usedby), observed (a vendor logo wall or customers page) or signal (a job post). Counts cover the companies on usedby, never the whole market.

No software vendor had to be left out.

Data as of October 25, 2026.

Questions

Which ML platforms & training data tools do Industrial & Energy companies use most?

Weights & Biases leads: 9 of the 29 Industrial & Energy companies on usedby that use ML platforms & training data tools use it. Next: DataRobot (6), Encord (5), Dataiku (5), and Labelbox (3). See Weights & Biases.

How many Industrial & Energy companies use ML platforms & training data tools?

29 Industrial & Energy companies on usedby use at least one of 7 ML platforms & training data tools. It counts the companies usedby tracks.

What proof backs these lines?

Of the 29 companies, each counted at its strongest proof: 14 confirmed, 0 declared, 15 observed and 0 known from a job post.

How does usedby build this ranking?

usedby counts each Industrial & Energy company once per tool, from public proof: case studies, press releases, the company's own site or its declaration to usedby, vendor customer pages and job posts. Every line shows its proof and the date usedby last checked it.

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