Company lists · Data refreshed September 2026

Top 25 Model explainability and interpretability platforms worldwide

Name: Model explainability and interpretability platforms worldwide
Creator: RevenueBase
License: https://creativecommons.org/licenses/by/4.0/

Compiled by the RevenueBase Data Team Data refreshed Sep 28, 2026 624 companies tracked

RevenueBase identified 624 model explainability and interpretability platforms worldwide as of September 2026 and tracks 9,060 professional contacts across them, including 3,246 with verified work emails. The United States is the largest market and San Francisco the largest hub.

This list covers model explainability and interpretability platforms worldwide, matched on what each company actually does as described in its own words. Ranked by team size, largest first. Every row shows the company's own description, its RevenueBase Smart Search rating, and when it was last checked. Data refreshed September 28, 2026. Country and city lists for model explainability and interpretability platforms follow the table.

Published by RevenueBase, a B2B data infrastructure company. This list was built with RevenueBase Smart Search, 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 HQ checked on every row RevenueBase Smart Search rating on every row Refreshed Sep 28, 2026 86% judged on-target in blind review

624Companies

9,060Contacts tracked

3,246Verified emails

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The 25 largest model explainability and interpretability platforms worldwide

Ranked by team size

Top 25 of 624 model explainability and interpretability platforms worldwide, ranked by team size, largest first. Data refreshed Sep 28, 2026. RevenueBase Smart Search rates how each company's information relates to model explainability and interpretability platforms: strong evidence (its own description names it), partial (names part of it), indirect (matched on the rest of its profile rather than the description shown). Click a contact count to view that company's people.
#	Company	RevenueBase Smart Search	Headquarters	Employees	Contacts
1	Dataiku	Partial evidence	New York, NY, United StatesHQ checked Sep 28, 2026	1,001-5,000	1,510 contacts →
	Partial evidence “Dataiku is the Platform for AI Success, the enterprise orchestration layer for building, deploying, and governing AI.” Source: RevenueBase Database · checked Sep 28, 2026
2	Hugging Face	Indirect evidence	Paris, United StatesHQ checked Sep 28, 2026	n/a	608 contacts →
	Indirect evidence “The AI community building the future.” Source: RevenueBase Database · checked Sep 28, 2026
3	Gramener	Indirect evidence	Princeton, NJ, United StatesHQ checked Sep 28, 2026	201-500	412 contacts →
	Indirect evidence “Gramener - A Straive Company is a design-led data science firm that helps solve complex business problems with compelling data stories using insights and a low-code analytics…” Source: RevenueBase Database · checked Sep 28, 2026
4	Lumivero	Indirect evidence	Denver, CO, United StatesHQ checked Sep 28, 2026	201-500	296 contacts →
	Indirect evidence “Turn data complexity into clarity with Lumivero – a leading provider of research and decision software built to help organizations simplify complex data, uncover meaningful…” Source: RevenueBase Database · checked Sep 28, 2026
5	Straker	Indirect evidence	Auckland, New ZealandHQ checked Sep 28, 2026	201-500	261 contacts →
	Indirect evidence “Straker is an AI technology company transforming enterprise data into intelligent systems.” Source: RevenueBase Database · checked Sep 28, 2026
6	Findability Sciences	Indirect evidence	Boston, MA, United StatesHQ checked Sep 28, 2026	51-200	157 contacts →
	Indirect evidence “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…” Source: RevenueBase Database · checked Sep 28, 2026
7	Talkingdata 北京腾云天下科技有限公司	Partial evidence	北京, ChinaHQ checked Sep 28, 2026	501-1,000	141 contacts →
	Partial evidence “TalkingData 2011SmartDP TalkingData “”TalkingData“” About TalkingData Founded in 2011, TalkingData is China’s leading third-party data intelligence platform.” Source: RevenueBase Database · checked Sep 28, 2026
8	Lightning AI	Partial evidence	New York, NY, United StatesHQ checked Sep 28, 2026	51-200	140 contacts →
	Partial evidence “The AI development platform - From idea to AI, Lightning fast.” Source: RevenueBase Database · checked Sep 28, 2026
9	bdb.ai	Partial evidence	Bengaluru, IndiaHQ checked Sep 28, 2026	51-200	133 contacts →
	Partial evidence “BDB.ai is a Gartner 30 ranked Unified Data Analytics and Machine Learning platform, developed by the former R&D team of BusinessObjects, Paris.” Source: RevenueBase Database · checked Sep 28, 2026
10	MERGE	Indirect evidence	San Francisco, NY, United StatesHQ checked Sep 28, 2026	51-200	131 contacts →
	Indirect evidence “The connectivity layer for AI.” Source: RevenueBase Database · checked Sep 28, 2026
11	Causaly	Indirect evidence	London, United KingdomHQ checked Sep 28, 2026	51-200	123 contacts →
	Indirect evidence “Our mission at Causaly is to redefine the boundaries of human discovery by harnessing transformative AI technologies.” Source: RevenueBase Database · checked Sep 28, 2026
12	Plotly	Indirect evidence	Montréal, QC, CanadaHQ checked Sep 28, 2026	51-200	118 contacts →
	Indirect evidence “With over 1.3 billion downloads, Plotly is the most-widely used data app and data visualization for the AI era.” Source: RevenueBase Database · checked Sep 28, 2026
13	Abeja, INC	Partial evidence	Minato-ku, JapanHQ checked Sep 28, 2026	51-200	111 contacts →
	Partial evidence “ABEJA ABEJAAIABEJA Platform ABEJA PlatformAIAI ABEJA2012ABEJA Platform” Source: RevenueBase Database · checked Sep 28, 2026
14	Tellius	Indirect evidence	Herndon, VA, United StatesHQ checked Sep 28, 2026	51-200	110 contacts →
	Indirect evidence “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…” Source: RevenueBase Database · checked Sep 28, 2026
15	Clarifai	Partial evidence	Wilmington, DE, United StatesHQ checked Sep 28, 2026	51-200	103 contacts →
	Partial evidence “Clarifai is an independent artificial intelligence company providing a full-stack AI platform designed to help teams create, manage, and deploy AI workloads on any compute.” Source: RevenueBase Database · checked Sep 28, 2026
16	Daredata	Indirect evidence	Lisbon, PortugalHQ checked Sep 28, 2026	51-200	98 contacts →
	Indirect evidence “Established in 2019, DareData Engineering is the fastest-growing AI company in Portugal.” Source: RevenueBase Database · checked Sep 28, 2026
17	Galileo	Indirect evidence	Burlingame, CA, United StatesHQ checked Sep 28, 2026	51-200	92 contacts →
	Indirect evidence “Galileo Technologies Inc, now part of Cisco, has fully transitioned to be a part of the Cisco brand.” Source: RevenueBase Database · checked Sep 28, 2026
18	Humansignal	Partial evidence	San Francisco, CA, United StatesHQ checked Sep 28, 2026	51-200	78 contacts →
	Partial evidence “HumanSignal enables data science teams to build AI models with their company DNA.” Source: RevenueBase Database · checked Sep 28, 2026
19	DKUBE	Partial evidence	San Jose, CA, United StatesHQ checked Sep 28, 2026	51-200	67 contacts →
	Partial evidence “DKube is a Private AI-focused company that develops tools and platforms that enable enterprises to run Machine Learning and Generative AI workloads efficiently.” Source: RevenueBase Database · checked Sep 28, 2026
20	Seldon	Indirect evidence	London, United KingdomHQ checked Sep 28, 2026	51-200	65 contacts →
	Indirect evidence “Since 2014, Seldon has been at the forefront of developing global infrastructure that enables enterprises to take control of complexity in machine learning.” Source: RevenueBase Database · checked Sep 28, 2026
21	Fire AI	Partial evidence	Mumbai, IndiaHQ checked Sep 28, 2026	11-50	63 contacts →
	Partial evidence “Fire AI is a secure, intuitive AI platform, proudly made in India Built to empower stakeholders and their businesses Designed to make data work for everyone.” Source: RevenueBase Database · checked Sep 28, 2026
22	Dataloop AI	Indirect evidence	Herzliya, IsraelHQ checked Sep 28, 2026	51-200	59 contacts →
	Indirect evidence “In the rapidly accelerating world of AI, Dataloop stands at the forefront, championing the transformative concept of “AI Development for All.” We believe in a future where AI…” Source: RevenueBase Database · checked Sep 28, 2026
23	Automaton AI Infosystem Pvt. LTD	Partial evidence	Pune, IndiaHQ checked Sep 28, 2026	11-50	57 contacts →
	Partial evidence “Automaton AI is an AI software company that provides platforms for Computer Vision & ML Scientists to rapidly curate and experiment with their datasets in order to build higher…” Source: RevenueBase Database · checked Sep 28, 2026
24	Striveworks	Indirect evidence	Austin, NC, United StatesHQ checked Sep 28, 2026	51-200	57 contacts →
	Indirect evidence “In 36 months, agentic AI systems will be an operating reality across major institutions.” Source: RevenueBase Database · checked Sep 28, 2026
25	S2w	Indirect evidence	Seongnam-si, South KoreaHQ checked Sep 28, 2026	51-200	56 contacts →
	Indirect evidence “S2W is an AI-powered Data Intelligence company.” Source: RevenueBase Database · checked Sep 28, 2026

RevenueBase Smart Search

RevenueBase Smart Search assesses information from a company’s LinkedIn profile, information supplied directly by the company, its website, and other publicly available sources. It uses that information to rate how closely the company relates to this list’s category: model explainability and interpretability platforms. Every row carries its rating and the description the rating was read from, so each one can be checked rather than taken on trust.

Strong evidence: The company's own public description of its business names model explainability and interpretability platforms.
Partial evidence: Its own public description names part of model explainability and interpretability platforms, so it works in or next to the category without describing itself that way.
Indirect evidence: The description shown does not name model explainability and interpretability platforms. The match rests on the rest of the company's public profile rather than the one sentence quoted here, so this is the rating to check first.

RevenueBase Smart Search is how these lists are built: RevenueBase's data engine and AI assemble the companies that match a category defined in a user's own words, so a list can be about what companies actually do rather than about whichever industry code they were filed under.

Showing 25 of 624 model explainability and interpretability platforms worldwide

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Model explainability and interpretability platforms worldwide at a glance

As of Sep 28, 2026

35.8%Verified-email coverage

14.5Average contacts per company

1-10Median size (employees)

4.2%Largest-city concentration · San Francisco

Sep 28, 2026Page data refreshed

Companies by employee count

1-10

371

11-50

188

51-200

201-500

501-1,000

1,001-5,000

Email recency is reported on each country list linked below.

How this list was built

Company categories are rarely black and white. RevenueBase reads each company's own description of its business to decide whether it belongs among model explainability and interpretability platforms, so some rows will be adjacent to the category rather than pure plays. The description and RevenueBase Smart Search rating on every row are there so you can check each match yourself.

Source: The RevenueBase company graph: 60 million companies and 398.9 million professional contacts resolved from primary sources, queried with RevenueBase Smart Search, the natural-language company search available to every RevenueBase user.
Coverage: Every country. Country and city lists for model explainability and interpretability platforms are linked below.
What qualifies: Companies worldwide whose own description of what they do matches “model explainability and interpretability platforms”. Matching reads each company's description, not its industry code or its name.
RevenueBase Smart Search: RevenueBase Smart Search is how this list is assembled and how each row is rated. RevenueBase's data engine and AI assess a company's LinkedIn profile, information supplied directly by the company, its website and other publicly available information, then relate it to a category defined in a user's own words. Each row is rated strong evidence (its own description names model explainability and interpretability platforms), partial evidence (it names part of the category) or indirect evidence (the description shown names none of it and the match rests on the rest of the company's profile). The description supporting each rating is quoted on the row.
What we exclude: Companies whose own description does not clearly place them among model explainability and interpretability platforms, and records with no verified work email.
Match quality: In blind human judging of this matching method, 86% of matched companies were on target. Expect roughly 1 in 7 rows to be adjacent to the category rather than a pure play. Every row shows the company's own description and its RevenueBase Smart Search rating so you can judge each match yourself. Read the full methodology: how the lists are built, how the judging worked, and what the figure means.
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 listed company carries at least one verified work email, 3,246 across the full list. 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 September 28, 2026. Lists refresh periodically as the graph is re-checked.
Corrections: Wrong category, wrong headquarters, or a company that has closed? Use “Report an issue” on any row. Reports go to the RevenueBase Data Team and feed back into the company graph.

Model explainability and interpretability platforms by location

4 lists · largest first

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

Countries

Cities

Model explainability and interpretability platforms based in San Francisco, United States26

Frequently asked

What is RevenueBase Smart Search?

RevenueBase Smart Search is how RevenueBase decides which companies belong on this list and how strongly each one fits. Its data engine and AI assess a company's LinkedIn profile, information supplied directly by the company, its website and other publicly available information, then relate it to the category the list is about. Each row is rated strong evidence when the company's own description names model explainability and interpretability platforms, partial evidence when it names part of the category, and indirect evidence when the description shown names none of it and the match rests on the rest of the company's profile.

How many model explainability and interpretability platforms are there worldwide?

RevenueBase identified 624 model explainability and interpretability platforms worldwide as of September 2026, matched on each company's own description of what it does rather than its industry code.

What is the largest company on this list?

Dataiku, headquartered in New York, tops this list with the largest team on record.

Which country has the most model explainability and interpretability platforms?

The United States leads with 200 companies, followed by India (61) and the United Kingdom (39). Every model explainability and interpretability platforms list by country and city is linked on this page.

Which city has the most model explainability and interpretability platforms?

San Francisco leads with 26 headquartered companies, followed by London (23) and New York (23).

How do I get contact information for these companies?

A free RevenueBase account lets you run this exact search and work the top results, verified emails and direct dials included. Upgrading unlocks all 3,246 verified decision-maker contacts tracked across these 624 companies.

How current is this list?

The list refreshes periodically as the company graph is re-checked. This page's figures were pulled on September 28, 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 Smart Search, 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.