Company lists · Data refreshed September 2026

Top 25 AI model explainability software companies based in the United States

RevenueBase identified 407 AI model explainability software companies headquartered in the United States as of September 2026 and tracks 5,761 professional contacts across them, including 1,747 with verified work emails. San Francisco is the largest hub.

This list covers AI model explainability software companies headquartered in the United States, 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 27, 2026.

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 27, 2026 86% judged on-target in blind review
407Companies
5,761Contacts tracked
1,747Verified emails
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The 25 largest AI model explainability software companies based in the United States

Ranked by team size
Top 25 of 407 AI model explainability software companies based in the United States, ranked by team size, largest first. Data refreshed Sep 27, 2026. RevenueBase Smart Search rates how each company's information relates to AI model explainability software companies: 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.
#CompanyRevenueBase Smart SearchHeadquartersEmployeesContacts
1Partial evidenceSan Francisco, CA, United StatesHQ checked Sep 27, 2026201-500280 contacts →

Partial evidence

“GoodData.AI is the AI-native, full-stack decision intelligence platform that helps businesses turn data into actionable, enterprise-grade insights.”

Source: RevenueBase Database · checked Sep 27, 2026
2Partial evidenceSan Francisco, CA, United StatesHQ checked Sep 27, 2026201-500277 contacts →

Partial evidence

“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.”

Source: RevenueBase Database · checked Sep 27, 2026
3Indirect evidenceNew York, NY, United StatesHQ checked Sep 27, 202651-200240 contacts →

Indirect evidence

“EvolutionIQ, a Intelligent Solutions company, pioneered Claims Guidance in 2019.”

Source: RevenueBase Database · checked Sep 27, 2026
4Partial evidenceGlendale, CA, United StatesHQ checked Sep 27, 2026201-500234 contacts →

Partial evidence

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

Source: RevenueBase Database · checked Sep 27, 2026
5Partial evidenceBoston, MA, United StatesHQ checked Sep 27, 202651-200157 contacts →

Partial 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 27, 2026
6Partial evidenceSan Francisco, CA, United StatesHQ checked Sep 27, 2026n/a154 contacts →

Partial evidence

“Build reliable AI agents with monitoring, testing, and replay analytics.”

Source: RevenueBase Database · checked Sep 27, 2026
7Partial evidenceReston, VA, United StatesHQ checked Sep 27, 202651-200130 contacts →

Partial evidence

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

Source: RevenueBase Database · checked Sep 27, 2026
8Indirect evidenceSan Francisco, United StatesHQ checked Sep 27, 202651-200117 contacts →

Indirect evidence

“Braintrust is the agent observability platform.”

Source: RevenueBase Database · checked Sep 27, 2026
9Partial evidenceHerndon, VA, United StatesHQ checked Sep 27, 202651-200110 contacts →

Partial 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 27, 2026
10Strong evidenceItasca, IL, United StatesHQ checked Sep 27, 202651-200103 contacts →

Strong evidence

“Citrusbug is a leading AI software engineering company, making high-end and complex AI/ML services accessible to enterprises, SMEs, and startups without breaking the bank.”

Source: RevenueBase Database · checked Sep 27, 2026
11Partial evidencePalo Alto, CA, United StatesHQ checked Sep 27, 202651-200100 contacts →

Partial evidence

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

Source: RevenueBase Database · checked Sep 27, 2026
12Indirect evidenceBurlingame, CA, United StatesHQ checked Sep 27, 202651-20092 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 27, 2026
13Indirect evidenceBoca Raton, FL, United StatesHQ checked Sep 27, 202651-20085 contacts →

Indirect evidence

“Our mission is to use Explainable Artificial Intelligence (xAI) to revolutionize the healthcare industry by increasing transparency, fairness, and trust in the decision-making…”

Source: RevenueBase Database · checked Sep 27, 2026
14Partial evidenceNew York, NY, United StatesHQ checked Sep 27, 202611-5084 contacts →

Partial evidence

“At Cognext.ai, we are building XEN, an execution-grade AI analyst that automates AI-powered analyst tasks across regulatory, risk, and finance workflows at large financial…”

Source: RevenueBase Database · checked Sep 27, 2026
15Partial evidenceBoston, MA, United StatesHQ checked Sep 27, 202611-5083 contacts →

Partial evidence

“Lazarus AI is an AI engine company helping enterprises deploy artificial intelligence safely, reliably, and at scale.”

Source: RevenueBase Database · checked Sep 27, 2026
16Partial evidenceSan Francisco, CA, United StatesHQ checked Sep 27, 202651-20071 contacts →

Partial evidence

“Alembic is a next-generation Causal AI platform that provides enterprises with unprecedented intelligence around the effects of their actions.”

Source: RevenueBase Database · checked Sep 27, 2026
17Partial evidenceIselin, NJ, United StatesHQ checked Sep 27, 202651-20069 contacts →

Partial evidence

“is a core AI company with a bold mission: to go beyond correlation and uncover true causation.”

Source: RevenueBase Database · checked Sep 27, 2026
18Partial evidenceNew York, NY, United StatesHQ checked Sep 27, 202611-5065 contacts →

Partial evidence

“At MavenMagnet AI, we are helping world's leading brands and organizations make better business decisions by empowering them with actionable insights from a unified digital…”

Source: RevenueBase Database · checked Sep 27, 2026
19Partial evidencePalo Alto, CA, United StatesHQ checked Sep 27, 202611-5062 contacts →

Partial evidence

“At Pathway we are shaking the foundations of artificial intelligence by introducing the world's first post-transformer model that adapts and thinks just like humans.”

Source: RevenueBase Database · checked Sep 27, 2026
20Partial evidenceAustin, NC, United StatesHQ checked Sep 27, 202651-20057 contacts →

Partial evidence

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

Source: RevenueBase Database · checked Sep 27, 2026
21Partial evidenceLos Angeles, CA, United StatesHQ checked Sep 27, 202651-20052 contacts →

Partial evidence

“The AI industry is selling companies the fallacy that they can use one LLM and change the world.”

Source: RevenueBase Database · checked Sep 27, 2026
22Partial evidenceSan Francisco, CA, United StatesHQ checked Sep 27, 202651-20050 contacts →

Partial evidence

“Security, hallucination, and compliance gaps are stifling your AI production goals.”

Source: RevenueBase Database · checked Sep 27, 2026
23Indirect evidenceClearwater, FL, United StatesHQ checked Sep 27, 202651-20046 contacts →

Indirect evidence

“Equitus transforms fragmented data into structured, contextualized, and explainable intelligence.”

Source: RevenueBase Database · checked Sep 27, 2026
24Partial evidenceSan Francisco, CA, United StatesHQ checked Sep 27, 202611-5044 contacts →

Partial evidence

“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.”

Source: RevenueBase Database · checked Sep 27, 2026
25Partial evidenceNew York, NY, United StatesHQ checked Sep 27, 202611-5044 contacts →

Partial evidence

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

Source: RevenueBase Database · checked Sep 27, 2026

Showing 25 of 407 AI model explainability software companies based in the United States

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AI model explainability software companies based in the United States at a glance

As of Sep 27, 2026
30.3%Verified-email coverage
14.2Average contacts per company
1-10Median size (employees)
11.5%Largest-city concentration · San Francisco
Sep 27, 2026Page data refreshed

Companies by employee count

1-10
230
11-50
136
51-200
35
201-500
4
501-1,000
1
1,001-5,000
1

Email recency for this list is measured worldwide rather than for United States, so it is reported there. Company counts and contact totals on this page are exact for United States, over 407 companies.

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 AI model explainability software companies, 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.
What qualifies
Companies headquartered in the United States whose own description of what they do matches “AI model explainability software companies”. 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 AI model explainability software companies), 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 AI model explainability software companies, and records with no verified work email. Companies headquartered outside United States are excluded even when they keep an office there.
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, 1,747 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 27, 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.

AI model explainability software companies by metro

  • AI model explainability software companies in San Francisco47
  • AI model explainability software companies in New York42

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 AI model explainability software companies, 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 AI model explainability software companies are there based in the United States?

RevenueBase identified 407 AI model explainability software companies headquartered in the United States 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?

gooddata.ai, headquartered in San Francisco, tops this list with the largest team on record.

Which city has the most AI model explainability software companies?

San Francisco leads with 47 headquartered companies, followed by New York (42) and Austin (22).

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 1,747 verified decision-maker contacts tracked across these 407 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 27, 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.