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Who uses Comet Opik?

Open-source LLM observability and evaluation (Opik) plus ML experiment tracking and model registry. comet.com

17

companies use Comet Opik

13 confirmed 4 observed

17 companies use Comet Opik. 12% are in Artificial Intelligence. Confirmed or observed customers include Netflix, Uber, and Stellantis. 13 of them are confirmed by a published case study, quote or press release.Latest check Oct 7, 2026: 17 of 17 companies checked, from 12 public sources.

Customers by proof
13 confirmed, 4 observed
Top industry
Artificial Intelligence, 12% of customers
Security
ISO 27001, SOC 2 Type IISource: trust.comet.com, checked Oct 7, 2026
Pricing
Open Source: $0; Free Cloud: $0; Pro Cloud: $19 Per month; Enterprise: contact salesSource: comet.com, checked Oct 7, 2026
Most similar
LangSmith, 2 shared customers
Website
comet.com

What Comet Opik does

Comet offers Opik, an open-source platform to trace, evaluate and monitor LLM applications and agents, with test suites and 40+ LLM-as-a-judge metrics. Its experiment management product tracks ML training runs, datasets and models in a registry. Customers shown on its site include Uber, Netflix, NatWest, Stellantis and Autodesk.

Written by usedby from comet.com.

Main features

  • LLM and agent trace logging
  • Test suites with 40+ LLM-as-a-judge metrics
  • Production monitoring dashboards
  • ML experiment tracking and model registry
  • Self-hosted open source or managed cloud
  • 60+ framework integrations

Common uses

  • Debugging LLM and agent applications
  • Evaluating prompts and models before release
  • Tracking ML training experiments
  • Monitoring AI quality and cost in production

Works with

  • LlamaIndex
  • LangChain
  • OpenAI
  • PyTorch
  • Hugging Face Transformers
  • Keras
  • TensorFlow
  • Scikit-learn
  • XGBoost

17 companies use Comet Opik

Every company below links to the public page that shows it uses Comet Opik. Open a row to see the dated capture.

Customers over time: appears once we have six months of archived captures.

CompanyIndustryProof
NetflixStreaming & Content
UberMobility & Ride-hailing
StellantisAutomotive Manufacturing
EtsyMarketplace
NTT DataIT Services & System Integration
AutodeskDevTools & Infrastructure
Ancestry—
AssemblyAIArtificial Intelligence
CareRev—
NatWestBanking & Mortgages
Showing 10 of 17.

By industry

12% of Comet Opik's customers are in Artificial Intelligence.

Artificial Intelligence2
Automotive Manufacturing1
Banking & Mortgages1
DevTools & Infrastructure1
E-commerce & D2C1
Other11

Is Comet Opik right for your company?

See what companies in your industry use, from the companies we track. Pick your industry.

Of the 117 Artificial Intelligence companies on usedby, 2 are listed as Comet Opik customers. 13 use only another LLM Ops & Frameworks tool.

  • Comet Opik only, 2%
  • Comet Opik and another tool in LLM Ops & Frameworks, 0%
  • Another tool in LLM Ops & Frameworks only, 11%
  • No LLM Ops & Frameworks tool we can see, 87%
Including AssemblyAI, Zencoder.

These are companies usedby tracks because a public page names them, often Comet Opik's own customer page. It is not a market share. A company counts once, whatever the number of tools it uses.

What customers report

Results as published by Comet Opik and its customers. Each one links to its dated source. We quote, we do not score.

Read the story

NatWest
Vendor case studyCaptured Oct 7, 2026

Read the story

CareRev
Vendor case studyCaptured Oct 7, 2026

Read the story

AssemblyAI
Vendor case studyCaptured Oct 7, 2026

Read the story

Uber
Vendor case studyCaptured Oct 7, 2026

Read the story

Zencoder
Vendor case studyCaptured Oct 7, 2026
Comet played a huge role in us being able to be successful.
Stanley Fujimoto, senior data scientist, Ancestry. Source, Captured Oct 7, 2026
The real selling point of Comet was how it could easily integrate with our training code, easily track everything that we needed, and have a good UI to show it when comparing experiments
Kes Crandall, ML Engineer, CareRev. Source, Captured Oct 7, 2026

Before you buy Comet Opik

What Comet Opik publishes on the points buyers check first, each with its source and check date.

SecurityISO 27001, SOC 2 Type IItrust.comet.com, checked Oct 7, 2026
Free trialFree trial or free plan available.comet.com, checked Oct 7, 2026
IntegrationsBeeAI, LangChain, Mastra, Vercel AI SDK, OpenAI, Gemini, CrewAI, DSPy, Anthropic, LiteLLM, Ragascomet.com, checked Oct 7, 2026
PricingOpen Source: $0; Free Cloud: $0; Pro Cloud: $19 Per month; Enterprise: contact salescomet.com, checked Oct 7, 2026

Questions to ask in your demo

  1. Which of your customers look like us, by industry and size?
  2. What does a pilot cost, and what decides the move to a full contract?
  3. Where is our data stored, who can access it, and is it used to train models?
  4. How does Comet Opik work with the tools we already use?

Comet Opik alternatives

Tools compared with Comet Opik most often, with the customers they share.

ToolCustomersShared with Comet OpikCompare
LangSmith43 customers, 2 shared432Comet Opik vs LangSmith
Arize AI35 customers, 1 shared351Comet Opik vs Arize AI
Braintrust39 customers, 0 shared390Comet Opik vs Braintrust
Langchain32 customers, 1 shared321Comet Opik vs Langchain

Questions about Comet Opik

Who uses Comet Opik?

17 companies use Comet Opik, including Netflix, Uber, and Stellantis.

Which industries use Comet Opik?

The industries with the most Comet Opik customers are Artificial Intelligence (2), Automotive Manufacturing (1), and Banking & Mortgages (1).

What are the alternatives to Comet Opik?

The tools compared with Comet Opik most often are LangSmith (43 customers, 2 shared), Arize AI (35 customers, 1 shared), Braintrust (39 customers, 0 shared), and Langchain (32 customers, 1 shared). See all Comet Opik alternatives.

How does usedby know who uses Comet Opik?

Each company is linked to a public page that names it: Comet Opik's customer page, a published case study, a press release or a job post. We save each page with a dated capture and check it again on each run. A company leaves the list only after three checks in a row that no longer find it, and at least 14 days after it was last seen. A company with a published case study or quote is never removed automatically.

What do confirmed, observed and signal mean?

Confirmed (13): a case study, a named quote or a press release. Observed (4): Comet Opik shows the company on its own pages, for example a logo wall. Signal (0): a job post shows the company’s employees use Comet Opik, the weakest proof. Every level counts as a customer, and each line shows its level.

How current is this list?

The most recent check was on October 7, 2026, and 17 of 17 companies on this list have been checked so far. A company leaves the list only after three checks in a row that no longer find it, and at least 14 days after it was last seen. A company with a published case study or quote is never removed automatically.

Changes and sources

New customers

No new customer yet. Tracking of Comet Opik started on October 7, 2026. New customers appear after two complete checks of its pages.

Where this data comes from

Customer page comet.com/site/customersCaptured Oct 7, 2026
12 case studies, quotes and press releasesLatest capture Oct 7, 2026