Company lists · Data refreshed October 2026

Top 25 AI product matching software companies based in the United States

RevenueBase identified 230 company matches for AI product matching software companies associated with the United States as of October 2026 and tracks 5,895 professional contacts across them, including 2,065 with verified work emails. New York is the largest hub.

This list covers company matches for AI product matching 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
230Companies
5,895Contacts tracked
2,065Verified emails
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The 25 largest AI product matching software companies based in the United States

Ranked by team size
Top 25 of 230 company matches for AI product matching 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 matchNew York, United StatesHQ recorded Oct 20, 2026501-1,000782 contacts →

Exact match

“Rokt is the global leader in ecommerce, unlocking real-time relevance in the moment that matters most - The Transaction Moment.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
2Exact matchSan Francisco, CA, United StatesHQ recorded Oct 20, 2026201-500782 contacts →

Exact match

“Constructor is the only search and discovery platform designed exclusively for commerce where conversions matter.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
3Exact matchMountain View, CA, United StatesHQ recorded Oct 20, 2026201-500559 contacts →

Exact match

“CommerceIQ’s AI-powered digital commerce platform is revolutionizing the way brands sell online.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
4Exact matchSan Francisco, CA, United StatesHQ recorded Oct 20, 2026501-1,000389 contacts →

Exact match

“Algonomy is now part of ADA, helps consumer businesses maximize customer value by automating decisioning across key retail functions.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
5Exact matchSeattle, WA, United StatesHQ recorded Oct 20, 202651-200289 contacts →

Exact match

“We’re entering a new era, the dawn of agentic commerce.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
6Exact matchSan Mateo, CA, United StatesHQ recorded Oct 20, 2026201-500217 contacts →

Exact match

“Netcore Unbxd is an AI-powered product discovery platform recognized by Forrester and Gartner as the global leader in Commerce Search and Product Discovery, earning Leader status…”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
7Exact matchSan Francisco, CA, United StatesHQ recorded Oct 20, 2026201-500210 contacts →

Exact match

“Lucidworks makes search a superpower-ensuring the right information reaches the right people at the right time.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
8Exact matchBoston, MA, United StatesHQ recorded Oct 20, 2026201-500156 contacts →

Exact match

“Zoovu is an AI-Powered Product Discovery platform for enterprise businesses, that delivers rich, contextual, and personalized experiences that people understand, across all…”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
9Exact matchDallas, TX, United StatesHQ recorded Oct 20, 2026201-500110 contacts →

Exact match

“Serving Fortune companies globally, antuit.ai – part of Zebra Technologies – is rethinking the way retail and consumer products companies use AI to solve real business problems.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
10Exact matchNew York, NY, United StatesHQ recorded Oct 20, 202611-5093 contacts →

Exact match

“Streamoid is reimagining how fashion and retail businesses scale with Agentic AI.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
11Exact matchMountain View, CA, United StatesHQ recorded Oct 20, 202651-20087 contacts →

Exact match

“Lily AI makes your products understandable to the search engines, ad platforms, and AI agents that decide what shoppers see.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
12Exact matchNew York, NY, United StatesHQ recorded Oct 20, 202651-20078 contacts →

Exact match

“Velou is your brand’s product catalog agent-powered by AI-to drive more visibility, relevance, and sales everywhere your products appear: ads, SEO, marketplaces, and AI search…”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
13Exact matchSan Francisco, CA, United StatesHQ recorded Oct 20, 202611-5077 contacts →

Exact match

“H(AI) there!”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
14Exact matchSan Francisco, CA, United StatesHQ recorded Oct 20, 202611-5060 contacts →

Exact match

“Novi is the best AEO solution to help your products get recommended in AI conversations every time.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
15Exact matchBoston, IL, United StatesHQ recorded Oct 20, 202611-5057 contacts →

Exact match

“At VibeIQ, we built the only AI-powered product decision platform purpose-built for retail, footwear, and apparel brands.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
16Exact matchChicago, IL, United StatesHQ recorded Oct 20, 202611-5052 contacts →

Exact match

“At Bluemeteor, we are at the forefront of revolutionizing how organizations acquire, produce, and deliver compelling product content.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
17Exact matchLos Altos, United StatesHQ recorded Oct 20, 202611-5052 contacts →

Exact match

“Fast Simon brings integrated AI conversion optimization to automate manual work and replace expensive, complicated, long implementations by point vendors.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
18Exact matchBrooklyn, United StatesHQ recorded Oct 20, 20261,001-5,00052 contacts →

Exact match

“Syte is the only AI-powered product discovery, site search and personalization platform built from the ground up for eCommerce, trusted by leading brands like Tendam Group, Ellos…”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
19Exact matchSan Francisco, United StatesHQ recorded Oct 20, 202611-5048 contacts →

Exact match

“Disco is the AI layer for the transactional web.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
20Exact matchSan Antonio, TX, United StatesHQ recorded Oct 20, 2026201-50046 contacts →

Exact match

“Our AI and NLP-powered discovery platform includes on-site Smart Search, Smart Category Merchandising, Product Recommendations, and Personalization enabling ecommerce websites to…”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
21Exact matchBellevue, WA, United StatesHQ recorded Oct 20, 202651-20044 contacts →

Exact match

“Artica is a technology enabled company that leverages machine learning to identify business opportunities, drive innovation and optimize product/market fit.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
22Exact matchLos Angeles, CA, United StatesHQ recorded Oct 20, 202611-5043 contacts →

Exact match

“Zelig builds the AI-native commerce interface that transforms a retailer's static product catalog into an intelligent, visual, conversational buying experience, one that…”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
23Exact matchMiami, FL, United StatesHQ recorded Oct 20, 202651-20043 contacts →

Exact match

“Transforming Digital Commerce with Advanced AI: Pervasive Mind's Commitment to Growth At Pervasive Mind, our state-of-the-art AI solutions are not just a part of the digital…”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
24Exact matchNew York, NY, United StatesHQ recorded Oct 20, 202651-20042 contacts →

Exact match

“We’re transforming eCommerce teams into AI experts.”

Recorded in the RevenueBase company graph · Oct 20, 2026 · View company records in RevenueBase
25Exact matchNew York, NY, United StatesHQ recorded Oct 20, 202611-5040 contacts →

Exact match

“Tolstoy is the AI agent for ecommerce.”

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

Showing 25 of 230 AI product matching software companies based in the United States

See the full list, filter by size, metro and specialty, and access 2,065 tracked professional contacts with verified work emails. Direct dials are available where recorded.

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AI product matching software companies based in the United States at a glance

As of Oct 20, 2026
35.0%Verified-email coverage
25.6Average contacts per company
11-50Median size (employees)
13.9%Largest-city concentration · New York
Oct 20, 2026Page data refreshed

Companies by employee count

1-10
111
11-50
90
51-200
15
201-500
10
501-1,000
3
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 230 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 product matching 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 2,065 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 product matching software companies”; each Exact match badge shows search membership, not an individual similarity or quality score.

How many AI product matching software companies are there based in the United States?

RevenueBase identified 230 company matches for AI product matching 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?

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

Which city has the most AI product matching software companies?

New York leads with 32 company records, followed by San Francisco (31) and Boston (9).

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 2,065 professional contacts with verified work emails tracked across these 230 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.