Who uses Monte Carlo?
Data and AI observability platform that monitors pipelines and AI agents to catch quality issues in production. montecarlo.ai
69
companies use Monte Carlo
69 companies use Monte Carlo. 6% are in Media & Publishing. Confirmed or observed customers include Mercedes Benz, Toyota, and Pepsico. 39 of them are confirmed by a published case study, quote or press release.Latest check Oct 7, 2026: 69 of 69 companies checked, from 3 public sources.
- Category
- Data Cloud & Analytics
- Customers by proof
- 39 confirmed, 30 observed
- Top industry
- Media & Publishing, 6% of customers
- Security
- ISO 27001Source: trust.montecarlo.ai, checked Oct 7, 2026
- Most similar
- ThoughtSpot, 3 shared customers
- Website
- montecarlo.ai
What Monte Carlo does
Monte Carlo monitors data pipelines and AI agents in production, using machine learning to detect data quality incidents, trace their root cause and alert the owning team. It has extended its data observability product to agent observability, tracking agent behavior and the data agents rely on. The company states 400+ enterprises use it, including PepsiCo, Cisco, Nasdaq, JetBlue and Roche.
Written by usedby from montecarlo.ai.
Main features
Common uses
69 companies use Monte Carlo
Every company below links to the public page that shows it uses Monte Carlo. Open a row to see the dated capture.
| Company | Industry | First public proof | Proof |
|---|---|---|---|
 Mercedes Benz | Automotive Manufacturing | On or before Oct 2026 | |
 Toyota | Automotive Manufacturing | On or before Oct 2026 | |
 Pepsico | Consumer Goods | On or before May 2026 | |
 Roche | Biotech & Pharma | On or before Jun 2026 | |
| Manufacturing | On or before Oct 2026 | ||
 American Airlines | Airlines & Aviation Services | On or before Oct 2026 | |
 Cisco | Telecommunications | On or before May 2026 | |
 Intuit | Fintech & Payments | On or before Oct 2026 | |
 Salesforce | Sales Tech & CRM | On or before May 2026 | |
 The New York Times | Media & Publishing | On or before Oct 2026 |
Is Monte Carlo right for your company?
See what companies in your industry use, from the companies we track. Pick your industry.
Of the 66 Media & Publishing companies on usedby, 4 are listed as Monte Carlo customers. 3 use only another Data Cloud & Analytics tool.
- Monte Carlo only, 6%
- Monte Carlo and another tool in Data Cloud & Analytics, 0%
- Another tool in Data Cloud & Analytics only, 5%
- No Data Cloud & Analytics tool we can see, 89%
These are companies usedby tracks because a public page names them, often Monte Carlo'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 Monte Carlo and its customers. Each one links to its dated source. We quote, we do not score.
Data trust is a human emotion, which isn’t always entirely rational. But, if you can give the analysts access to Monte Carlo where they can see the health of all the data objects they are using, you can sell them on the data’s quality.Data observability has become a necessity, not a luxury, for us. As the business has become more and more data-driven, nothing is worse than allowing leadership to make a decision based upon data that you don’t have trust in. That has tremendous costs and repercussions.Before you buy Monte Carlo
What Monte Carlo publishes on the points buyers check first, each with its source and check date.
| Security | ISO 27001 | trust.montecarlo.ai, checked Oct 7, 2026 |
|---|---|---|
| Data processing terms | A data processing agreement is available. | montecarlo.ai, checked Oct 7, 2026 |
| Integrations | Snowflake, Databricks, Google Big Query, Amazon Redshift, dbt, Apache Airflow, Looker, Tableau, Power BI, Slack, PagerDuty, Jira Software | montecarlo.ai, checked Oct 7, 2026 |
Questions to ask in your demo
- Which of your customers look like us, by industry and size?
- What does a pilot cost, and what decides the move to a full contract?
- Where is our data stored, who can access it, and is it used to train models?
- How does Monte Carlo work with the tools we already use?
Monte Carlo alternatives
Tools compared with Monte Carlo most often, with the customers they share.
| Tool | Customers | Shared with Monte Carlo | Compare |
|---|---|---|---|
 ThoughtSpot61 customers, 3 shared | 61 | 3 | Monte Carlo vs ThoughtSpot |
 Databricks38 customers, 5 shared | 38 | 5 | Monte Carlo vs Databricks |
 Hightouch52 customers, 2 shared | 52 | 2 | Monte Carlo vs Hightouch |
 Snowflake43 customers, 1 shared | 43 | 1 | Monte Carlo vs Snowflake |
 Hex29 customers, 1 shared | 29 | 1 | Monte Carlo vs Hex |
Questions about Monte Carlo
Who uses Monte Carlo?
69 companies use Monte Carlo, including Mercedes Benz, Toyota, and Pepsico.
Which industries use Monte Carlo?
The industries with the most Monte Carlo customers are Media & Publishing (4), Fintech & Payments (3), and Telecommunications (3).
What are the alternatives to Monte Carlo?
The tools compared with Monte Carlo most often are ThoughtSpot (61 customers, 3 shared), Databricks (38 customers, 5 shared), Hightouch (52 customers, 2 shared), and Snowflake (43 customers, 1 shared). See all Monte Carlo alternatives.
How does usedby know who uses Monte Carlo?
Each company is linked to a public page that names it: Monte Carlo'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 (39): a case study, a named quote or a press release. Observed (30): Monte Carlo shows the company on its own pages, for example a logo wall. Signal (0): a job post shows the company’s employees use Monte Carlo, 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 69 of 69 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 Monte Carlo started on October 7, 2026. New customers appear after two complete checks of its pages.