Company lists · Data refreshed October 2026

Top 25 AI model interpretability platforms worldwide

RevenueBase identified 422 company matches for AI model interpretability platforms worldwide as of October 2026 and tracks 4,420 professional contacts across them, including 1,302 with verified work emails. The United States is the largest market and New York the largest hub.

This list covers company matches for AI model interpretability platforms worldwide, found by RevenueBase SmartSearch using the meaning of business descriptions in its company graph at Exact. Ranked by professionals tracked, largest first. Rows show recorded descriptions where available, Exact search membership and the snapshot date. Data refreshed October 1, 2026. Country and city lists for AI model interpretability platforms follow the table.

Published by RevenueBase, a B2B data infrastructure company. This list was built with RevenueBase SmartSearch, the natural-language company search RevenueBase customers use to build their own targeted lists and unlock verified emails and direct dials at the companies on them. How these lists are built and judged.

How to read this list RevenueBase SmartSearch · Exact Recorded Oct 1, 2026 How this list was built
422Companies
4,420Contacts tracked
1,302Verified emails
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The 25 largest AI model interpretability platforms worldwide

Ranked by team size
Top 25 of 422 company matches for AI model interpretability platforms worldwide, ordered by professional contacts tracked in RevenueBase, largest first. Recorded Oct 1, 2026. The RevenueBase SmartSearch column shows Exact match membership in this saved search. Click a contact count to view that company's people. Totals use company locations recorded by RevenueBase; the displayed preview is a smaller selection.
#CompanyRevenueBase SmartSearchHeadquartersEmployeesContacts
1Exact matchSan Francisco, CA, United StatesHQ recorded Oct 1, 2026201-500277 contacts →

Exact match

“Omni is an AI analytics platform that empowers everyone-regardless of technical ability-to easily analyze data using AI, spreadsheets, SQL, or point-and-click interfaces.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
2Exact matchGlendale, CA, United StatesHQ recorded Oct 1, 2026201-500234 contacts →

Exact match

“BeyondAI delivers AI designed to reason, adapt, and operate reliably in complex enterprise environments.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
3Exact matchToronto, ON, CanadaHQ recorded Oct 1, 2026201-500210 contacts →

Exact match

“AI systems for how organizations actually operate.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
4Exact matchBoston, MA, United StatesHQ recorded Oct 1, 202651-200157 contacts →

Exact match

“Findability Sciences, Applied AI That Works in the Real World Recognised by Fortune as one of America's Most Innovative Companies, Findability Sciences is a global Applied AI and…”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
5Exact matchReston, VA, United StatesHQ recorded Oct 1, 202651-200130 contacts →

Exact match

“Seekr delivers AI you can trust in mission-critical environments.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
6Exact matchSan Francisco, United StatesHQ recorded Oct 1, 202651-200117 contacts →

Exact match

“Braintrust is the agent observability platform.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
7Exact matchHerndon, VA, United StatesHQ recorded Oct 1, 202651-200110 contacts →

Exact match

“Real business problems are hard to answer with AI today because the truth requires more than just multiple hops across disparate systems and context silos that don’t line up, the…”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
8Exact matchBangalore, IndiaHQ recorded Oct 1, 202651-200107 contacts →

Exact match

“DataGrokr is building AI-native data and decision systems, and the way we think about the work has shifted along with the tools.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
9Exact matchPalo Alto, CA, United StatesHQ recorded Oct 1, 202651-200100 contacts →

Exact match

“Fiddler is the AI Control Plane, the system of trust, for first-party and third-party agents from the creation layer to production.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
10Exact matchBurlingame, CA, United StatesHQ recorded Oct 1, 202651-20092 contacts →

Exact match

“Galileo Technologies Inc, now part of Cisco, has fully transitioned to be a part of the Cisco brand.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
11Exact matchAustin, NC, United StatesHQ recorded Oct 1, 202651-20057 contacts →

Exact match

“In 36 months, agentic AI systems will be an operating reality across major institutions.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
12Exact matchBerkeley, CA, United StatesHQ recorded Oct 1, 202611-5051 contacts →

Exact match

“Microsoft acquired Bonsai, an AI platform that empowers developers to build, teach and use intelligent systems, in June 2018.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
13Exact matchToronto, ON, CanadaHQ recorded Oct 1, 202651-20046 contacts →

Exact match

“iTmethods delivers operational assurance for AI-enabled work in regulated enterprises.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
14Exact matchLondres, United KingdomHQ recorded Oct 1, 202611-5046 contacts →

Exact match

“Datategy is the responsible and sovereign AI platform, covering the entire AI project cycle from data collection to machine learning models.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
15Exact matchSan Francisco, CA, United StatesHQ recorded Oct 1, 202611-5044 contacts →

Exact match

“Goodfire is a research company and public benefit corporation based in San Francisco, dedicated to using interpretability to understand, learn from, and design AI systems.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
16Exact matchUnited StatesHQ recorded Oct 1, 202611-5044 contacts →

Exact match

“Gyan is a fundamentally new AI architecture built for Enterprises with low or zero tolerance for hallucinations, IP risks, or energy-hungry models.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
17Exact matchNew York, NY, United StatesHQ recorded Oct 1, 202611-5044 contacts →

Exact match

“Designed for institutional investors, Reflexivity combines trusted data with explainable AI to surface insights - not noise.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
18Exact matchNorwich, United KingdomHQ recorded Oct 1, 202611-5041 contacts →

Exact match

“Rainbird solves the limitations of generative Al in high-stakes applications, closing the gap from PoC to Production.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
19Exact matchBellevue, United StatesHQ recorded Oct 1, 202611-5039 contacts →

Exact match

“Summation is a decision-grade AI platform that connects to live business data and helps enterprises understand what changed, why it happened, and what to do next.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
20Exact matchWestport, CT, United StatesHQ recorded Oct 1, 202611-5039 contacts →

Exact match

“Xnode Cortx: The #1 AI Control Plane.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
21Exact matchBangalore, IndiaHQ recorded Oct 1, 202611-5035 contacts →

Exact match

“Leobrix is a GenAI-powered company orchestrating autonomous agents with adaptive human feedback loops, making enterprise intelligence accessible, actionable, and outcome-driven.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
22Exact matchGhent, BelgiumHQ recorded Oct 1, 202611-5033 contacts →

Exact match

“At Yields we govern what matters We are a fast-growing international tech company helping organizations govern the algorithms and AI systems at the heart of modern decision-making…”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
23Exact matchBangalore, IndiaHQ recorded Oct 1, 202611-5032 contacts →

Exact match

“At Pangea, our mission is to democratize AI and help organizations tackle complex challenges with scalable, explainable, and actionable solutions.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
24Exact matchNew York, United StatesHQ recorded Oct 1, 202651-20031 contacts →

Exact match

“Founded by Bell Labs research veterans, and associated with breakthrough startups like Amelia, EazyML, specializes in Transparent Machine Learning.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase
25Exact matchAustin, TX, United StatesHQ recorded Oct 1, 202611-5030 contacts →

Exact match

“Polygraf AI redefines AI security for critical operations.”

Recorded in the RevenueBase company graph · Oct 1, 2026 · View company records in RevenueBase

Showing 25 of 422 AI model interpretability platforms worldwide

See the full list, filter by size, metro and specialty, and access 1,302 tracked professional contacts with verified work emails. Direct dials are available where recorded.

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AI model interpretability platforms worldwide at a glance

As of Oct 1, 2026
29.5%Verified-email coverage
10.5Average contacts per company
1-10Median size (employees)
5.2%Largest-city concentration · New York
Oct 1, 2026Page data refreshed

Companies by employee count

1-10
265
11-50
126
51-200
24
201-500
5
501-1,000
1
1,001-5,000
1

Email recency is reported on each country list linked below.

How this list was built

The recorded descriptions help you assess these company matches. Check a company’s website for its current services and locations.

Source
The RevenueBase company graph: 60 million companies and 398.9 million professional contacts resolved from primary sources, queried with RevenueBase SmartSearch, the natural-language company search available to every RevenueBase user.
Coverage
Every country. Country and city lists for AI model interpretability platforms are linked below.
What qualifies
Company records worldwide whose business descriptions match “AI model interpretability platforms” by meaning at the Exact setting. Descriptions are compiled in the RevenueBase company graph from public websites, profiles and company information where available; they are not guaranteed quotations from the company's website.
RevenueBase SmartSearch
Describe a niche company in your own words to find businesses by meaning. Exact, Similar, Related and Broad control the breadth of RevenueBase SmartSearch. This saved list uses Exact. Each row's Exact match badge shows inclusion in that search, not an individual score or a service-quality judgment.
Public preview
The public preview omits records without a verified work email. Dataset totals and geographic summaries describe the full matched records before these preview filters.
Match quality
RevenueBase's August 25, 2026 study assessed 4,198 description/company pairs across matching settings. The publisher reports 86% good or better at Exact. This evaluates the method across queries; it does not audit this individual list. Recorded company descriptions, where available, help you judge each match yourself. Read the full methodology: how the lists are built and what the study measures.
Ranking
Team size, largest first: companies are ordered by the number of professionals RevenueBase tracks at each one. Employee ranges shown are reported bands, for context.
Verification
Every displayed company carries at least one verified work email. RevenueBase tracks 1,302 professional contacts with verified work emails across the full matched dataset. Contacts re-verify on a rolling cadence, and each contact's own verification date is shown inside RevenueBase.
Refresh
This page's figures were pulled from the company graph on October 1, 2026. Lists refresh periodically as the graph is re-checked.
Record context
Company records and descriptions can change. Check the company's website for its current services and locations.

AI model interpretability platforms by location

2 lists · largest first

Every AI model interpretability platforms list RevenueBase publishes, by country and city. Counts are matching companies in each list as of its own refresh date.

Countries

Frequently asked

What is RevenueBase SmartSearch?

RevenueBase SmartSearch finds niche companies by the meaning of their business descriptions in the RevenueBase company graph. Exact, Similar, Related and Broad control how closely companies must fit your description. This list uses Exact for “AI model interpretability platforms”; each Exact match badge shows search membership, not an individual similarity or quality score.

How many AI model interpretability platforms are there worldwide?

RevenueBase identified 422 company matches for AI model interpretability platforms worldwide as of October 2026, using the meaning of business descriptions at Exact. This is the recorded matched set in the RevenueBase company graph.

What is the largest company on this list?

OMNI tops the displayed preview by professional contacts tracked in RevenueBase. Recorded headquarters appear in the company rows.

Which country has the most AI model interpretability platforms?

The United States leads with 153 companies, followed by the United Kingdom (30). Every AI model interpretability platforms list by country and city is linked on this page.

Which city has the most AI model interpretability platforms?

New York leads with 22 company records, followed by London (19) and San Francisco (19).

How do I get contact information for these companies?

A free RevenueBase account lets you run this exact search and work limited free results with 500 credits to start. Upgrading provides access to the 1,302 professional contacts with verified work emails tracked across these 422 companies; direct dials are available where recorded.

How current is this list?

The list refreshes periodically as the company graph is re-checked. This page's figures were pulled on October 1, 2026.

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About this data

RevenueBase is a B2B data infrastructure company. Its company graph covers 60 million companies and 398.9 million professional contacts, with emails verified on a rolling cadence rather than scraped once and left to decay. These company lists are generated directly from that graph with RevenueBase SmartSearch, the same natural-language company search every RevenueBase user has: describe a market in plain words, get the companies that match, and add verified emails and direct dials for the people at them. It is the same data that powers RevenueBase's B2B data products, and a free account includes 500 credits to start. How these lists are built and judged.