Company lists · Data refreshed October 2026

Top 25 AI text explanation software companies based in the United States

RevenueBase identified 56 company matches for AI text explanation software companies associated with the United States as of October 2026 and tracks 411 professional contacts across them, including 122 with verified work emails. San Francisco is the largest hub.

This list covers company matches for AI text explanation software companies associated with the United States, 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 20, 2026.

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 20, 2026 How this list was built
56Companies
411Contacts tracked
122Verified emails
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The 25 largest AI text explanation software companies based in the United States

Ranked by team size
Top 25 of 56 company matches for AI text explanation software companies based in the United States, ordered by professional contacts tracked in RevenueBase, largest first. Recorded Oct 20, 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 matchHouston, TX, United StatesHQ recorded Oct 20, 202611-5069 contacts →

Exact match

“Allganize helps insurance, finance, SaaS companies automate answering questions from a myriad of complex text documents.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
2Exact matchNew York, NY, United StatesHQ recorded Oct 20, 202611-5036 contacts →

Exact match

“Alexandria Technology is an AI Natural Language Processing firm that turns massive amounts of text into actionable data.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
3Exact matchSan Jose, CA, United StatesHQ recorded Oct 20, 202611-5023 contacts →

Exact match

“Accelerating Sales in the Electronics Industry with Explainable AI that truly understands your products.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
4Exact matchDayton, OH, United StatesHQ recorded Oct 20, 202611-5019 contacts →

Exact match

“For many enterprise leaders, they stand at the crossroads of information and insight, where traditional methods meet revolutionary AI.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
5Exact matchPlano, TX, United StatesHQ recorded Oct 20, 202651-20019 contacts →

Exact match

“At Tekgigz, A MOURI Tech Company, we go beyond traditional AI offerings.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
6Exact matchJackson, NY, United StatesHQ recorded Oct 20, 202611-5019 contacts →

Exact match

“dMetrics is an ML/NLP company founded by two MIT PhDs.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
7Exact matchBoston, MA, United StatesHQ recorded Oct 20, 202651-20017 contacts →

Exact match

“Luminoso is now part of Cemantica's Journey Value Management Platform, providing AI-powered experience insights.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
8Exact matchBallston Lake, NY, United StatesHQ recorded Oct 20, 202611-5015 contacts →

Exact match

“We develop AI SaaS downstream applications that do not require software engineers or data scientists to implement.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
9Exact matchSan Francisco, CA, United StatesHQ recorded Oct 20, 20261-1013 contacts →

Exact match

“Founded in March 2018.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
10Exact matchDenver, CO, United StatesHQ recorded Oct 20, 20261-1010 contacts →

Exact match

“Bast AI delivers cutting-edge, explainable AI software, empowering businesses to build their own trusted, transparent, and secure AI solutions.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
11Exact matchFredericksburg, VA, United StatesHQ recorded Oct 20, 202611-5010 contacts →

Exact match

“At Amruta Inc, we operationalize explainable AI (XAI) software at Fortune 500 companies, governmental agencies, and more.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
12Exact matchSan Francisco, CA, United StatesHQ recorded Oct 20, 20261-108 contacts →

Exact match

“Athenic AI is an agentic data analyst-an autonomous, always-on teammate that monitors your business in real time.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
13Exact matchVancouver, United StatesHQ recorded Oct 20, 20261-108 contacts →

Exact match

“Fathom unlocks open-ended text for leaders who value customer, employee and public opinion.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
14Exact matchSan Francisco, CA, United StatesHQ recorded Oct 20, 20261-108 contacts →

Exact match

“Anvai is an AI software company turning unstructured enterprise data into strategic information.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
15Exact matchNew Hope, PA, United StatesHQ recorded Oct 20, 202651-2007 contacts →

Exact match

“iseek.ai is redefining how institutions and enterprises find and synthesize essential information.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
16Exact matchLouisville, CO, United StatesHQ recorded Oct 20, 20261-106 contacts →

Exact match

“We’re on a mission to transform access to custom software using explainable AI capable of human-level reasoning and dialogue.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
17Exact matchPalo Alto, CA, United StatesHQ recorded Oct 20, 202611-506 contacts →

Exact match

“Data influences large-scale decision-making and the way most organizations function.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
18Exact matchMorrisville, NC, United StatesHQ recorded Oct 20, 20261-105 contacts →

Exact match

“From natural language search to autogenerated narratives, Pramana's artificial intelligence software empowers organizations to turn data into content and valuable insights…”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
19Exact matchSeattle, WA, United StatesHQ recorded Oct 20, 20261-104 contacts →

Exact match

“At Xyonix, we teach machines how to read your content, see what is in your imagery, watch what is in your videos and understand what is in your data.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
20Exact matchSeattle, WA, United StatesHQ recorded Oct 20, 202611-503 contacts →

Exact match

“Spiral's core technology trains on your company data by using LLMs and AI to identify and root cause customer-facing issues.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
21Exact matchTucson, AZ, United StatesHQ recorded Oct 20, 20261-103 contacts →

Exact match

“Our natural language processing (NLP) technology augments R&D investments by distilling unstructured text to reveal mechanisms that matter: drivers, detractors, and how that…”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
22Exact matchAliso Viejo, CA, United StatesHQ recorded Oct 20, 20261-103 contacts →

Exact match

“LegaWrite pioneers explainable AI for litigation, combining deterministic knowledge graphs with advanced LLMs to dramatically reduce hallucinations while automating complex legal…”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
23Exact matchSan Francisco, CA, United StatesHQ recorded Oct 20, 20261-102 contacts →

Exact match

“Artificial Intelligence Solutions for Enterprise to Analyze, Visualize and Summarize Text At Thoughtly, we provide enterprise tools that leverage artificial intelligence to…”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
24Exact matchIrving, TX, United StatesHQ recorded Oct 20, 20261-102 contacts →

Exact match

Recorded description not available.

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
25Exact matchDallas, TX, United StatesHQ recorded Oct 20, 20261-102 contacts →

Exact match

“Many AI models are poor communicators, offering outputs that are neither explainable nor actionable.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase

Showing 25 of 56 AI text explanation software companies based in the United States

See the full list, filter by size, metro and specialty, and access 122 tracked professional contacts with verified work emails. Direct dials are available where recorded.

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AI text explanation software companies based in the United States at a glance

As of Oct 20, 2026
29.7%Verified-email coverage
7.3Average contacts per company
1-10Median size (employees)
10.7%Largest-city concentration · San Francisco
Oct 20, 2026Page data refreshed

Companies by employee count

1-10
33
11-50
16
51-200
4
501-1,000
2
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 56 companies.

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.
What qualifies
Company records associated with the United States whose business descriptions match “AI text explanation software companies” 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. Where headquarters information is recorded, preview rows are also filtered to this page’s location. 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 122 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 20, 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.

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 text explanation software companies”; each Exact match badge shows search membership, not an individual similarity or quality score.

How many AI text explanation software companies are there based in the United States?

RevenueBase identified 56 company matches for AI text explanation software companies associated with the United States 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?

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

Which city has the most AI text explanation software companies?

San Francisco leads with 6 company records, followed by New York (5) and Los Angeles (4).

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 122 professional contacts with verified work emails tracked across these 56 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 20, 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.