Company lists · Data refreshed September 2026

Top 25 Edge ml inference platforms worldwide

RevenueBase identified 890 edge ml inference platforms worldwide as of September 2026 and tracks 19,492 professional contacts across them, including 6,927 with verified work emails. The United States is the largest market and San Francisco the largest hub.

This list covers edge ml inference 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 edge ml inference 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
890Companies
19,492Contacts tracked
6,927Verified emails
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The 25 largest edge ml inference platforms worldwide

Ranked by team size
Top 25 of 890 edge ml inference platforms worldwide, ranked by team size, largest first. Data refreshed Sep 28, 2026. RevenueBase Smart Search rates how each company's information relates to edge ml inference 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.
#CompanyRevenueBase Smart SearchHeadquartersEmployeesContacts
1Indirect evidenceToronto, CanadaHQ checked Sep 28, 2026501-1,0001,164 contacts →

Indirect evidence

“Tenstorrent is a next-generation computing company that builds computers for AI.”

Source: RevenueBase Database · checked Sep 28, 2026
2Indirect evidenceTaoyuan City, TaiwanHQ checked Sep 28, 20261,001-5,000812 contacts →

Indirect evidence

“ADLINK Technology Inc.”

Source: RevenueBase Database · checked Sep 28, 2026
3Partial evidenceSunnyvale, CA, United StatesHQ checked Sep 28, 2026501-1,000791 contacts →

Partial evidence

“Cerebras Systems is the world's fastest AI inference.”

Source: RevenueBase Database · checked Sep 28, 2026
4Partial evidenceSanta Clara, CA, United StatesHQ checked Sep 28, 2026501-1,000613 contacts →

Partial evidence

“With an installed base of more than 42 million AI SoC units, Ambarella’s products are utilized in a wide variety of physical edge AI applications, spanning edge endpoint and edge…”

Source: RevenueBase Database · checked Sep 28, 2026
5Strong evidenceAmaro, ItalyHQ checked Sep 28, 2026201-500600 contacts →

Strong evidence

“Eurotech is a multinational company that designs and develops edge computing platforms and systems, integrating hardware, software, AI, cybersecurity and services.”

Source: RevenueBase Database · checked Sep 28, 2026
6Indirect evidenceBristol, United KingdomHQ checked Sep 28, 2026501-1,000506 contacts →

Indirect evidence

“At Graphcore, we’re building the future of AI compute.”

Source: RevenueBase Database · checked Sep 28, 2026
7Partial evidencePalo Alto, CA, United StatesHQ checked Sep 28, 202651-200456 contacts →

Partial evidence

“Inference is the engine that powers AI, and Groq was built from the silicon up to deliver the world's fastest inference at scale.”

Source: RevenueBase Database · checked Sep 28, 2026
8Indirect evidenceSan Jose, CA, United StatesHQ checked Sep 28, 2026201-500408 contacts →

Indirect evidence

“Welcome to SambaNova: Revolutionizing AI Capacity At SambaNova, we're empowering developers, enterprises, governments, and data centers to unlock their full AI potential.”

Source: RevenueBase Database · checked Sep 28, 2026
9Indirect evidenceChiyoda-ku, JapanHQ checked Sep 28, 2026201-500367 contacts →

Indirect evidence

“Preferred Networks (PFN)’s mission is to make the real world computable.”

Source: RevenueBase Database · checked Sep 28, 2026
10Partial evidenceNew York City, NY, United StatesHQ checked Sep 28, 2026n/a364 contacts →

Partial evidence

“EAGLE is an AI infrastructure company advancing the state of inference through research in speculative decoding and efficient AI systems.”

Source: RevenueBase Database · checked Sep 28, 2026
11Indirect evidenceXizhi Dist., TaiwanHQ checked Sep 28, 2026501-1,000344 contacts →

Indirect evidence

Source: RevenueBase Database · checked Sep 28, 2026
12Partial evidenceSan Ramon, CA, United StatesHQ checked Sep 28, 2026201-500329 contacts →

Partial evidence

“At embedUR systems, we help companies accelerate Edge AI development-from proof-of-concept to production-by delivering high-performance AI on resource-constrained devices.”

Source: RevenueBase Database · checked Sep 28, 2026
13Indirect evidenceIrvine, CA, United StatesHQ checked Sep 28, 2026201-500314 contacts →

Indirect evidence

“Lantronix Inc.”

Source: RevenueBase Database · checked Sep 28, 2026
14Partial evidenceTel Aviv, IsraelHQ checked Sep 28, 2026201-500284 contacts →

Partial evidence

“Hailo is developing high-performance AI processors specifically designed to run AI tasks on the edge.”

Source: RevenueBase Database · checked Sep 28, 2026
15Partial evidenceEindhoven, NetherlandsHQ checked Sep 28, 2026201-500236 contacts →

Partial evidence

“Axelera AI delivers an AI-native game-changing hardware and software platform to accelerate artificial intelligence.”

Source: RevenueBase Database · checked Sep 28, 2026
16Strong evidenceEl Dorado Hills, CA, United StatesHQ checked Sep 28, 2026201-500233 contacts →

Strong evidence

“Blaize is a next-generation AI platform company delivering efficient, scalable inference across edge, data center, and cloud environments.”

Source: RevenueBase Database · checked Sep 28, 2026
17Partial evidenceSanta Clara, CA, United StatesHQ checked Sep 28, 2026201-500228 contacts →

Partial evidence

“d-Matrix is an AI infrastructure company building the next generation of inference computing for the era of generative and agentic AI.”

Source: RevenueBase Database · checked Sep 28, 2026
18Partial evidenceSan Jose, CA, United StatesHQ checked Sep 28, 2026201-500218 contacts →

Partial evidence

“SiMa.ai is a leader in Physical AI, delivering a purpose-built, software-centric platform that brings best-in-class performance, power efficiency, and ease of use to Physical AI…”

Source: RevenueBase Database · checked Sep 28, 2026
19Indirect evidenceIrvine, CA, United StatesHQ checked Sep 28, 20261,001-5,000211 contacts →

Indirect evidence

“Founded in 2017 and headquartered in Irvine, Calif, Syntiant® is a leader in physical AI, delivering highly efficient processor, sensor and software solutions for speech, audio…”

Source: RevenueBase Database · checked Sep 28, 2026
20Partial evidenceCity, RussiaHQ checked Sep 28, 2026201-500189 contacts →

Partial evidence

“Создаем AI-решения в области CV, NLP и Edge Computing.”

Source: RevenueBase Database · checked Sep 28, 2026
21Partial evidenceSan Francisco, NY, United StatesHQ checked Sep 28, 2026201-500177 contacts →

Partial evidence

“Inference is everything.”

Source: RevenueBase Database · checked Sep 28, 2026
22Indirect evidenceTel Aviv, IsraelHQ checked Sep 28, 202651-200146 contacts →

Indirect evidence

“Habana Labs focuses on developing disruptive solutions that are shaping the future of AI and Deep Learning computing in the data center cloud and on-premise.”

Source: RevenueBase Database · checked Sep 28, 2026
23Indirect evidenceChagrin Falls, OH, United StatesHQ checked Sep 28, 202651-200144 contacts →

Indirect evidence

“Robots & Pencils is an Applied AI Engineering Partner that builds AI systems designed for enterprise velocity and measurable business impact.”

Source: RevenueBase Database · checked Sep 28, 2026
24Indirect evidencePleasanton, CA, United StatesHQ checked Sep 28, 2026201-500142 contacts →

Indirect evidence

“Alif Semiconductor is the leading provider of Next-Generation, AI-Enabled 32-bit microcontrollers that combine scalability, high compute performance with exceptional power…”

Source: RevenueBase Database · checked Sep 28, 2026
25Indirect evidenceSan Jose, CA, United StatesHQ checked Sep 28, 20261,001-5,000141 contacts →

Indirect evidence

“Founded in July 2016, Black Sesame Technologies is an AI digital imaging technology firm that creates solutions for real-world AI challenges.”

Source: RevenueBase Database · checked Sep 28, 2026

Showing 25 of 890 edge ml inference platforms worldwide

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Edge ml inference platforms worldwide at a glance

As of Sep 28, 2026
35.5%Verified-email coverage
21.9Average contacts per company
11-50Median size (employees)
2.5%Largest-city concentration · San Francisco
Sep 28, 2026Page data refreshed

Companies by employee count

1-10
422
11-50
294
51-200
121
201-500
30
501-1,000
9
1,001-5,000
10
5,001-10,000
1
10001+
2

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 edge ml inference 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 edge ml inference platforms are linked below.
What qualifies
Companies worldwide whose own description of what they do matches “edge ml inference 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 edge ml inference 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 edge ml inference 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, 6,927 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.

Edge ml inference platforms by location

3 lists · largest first

Every Edge ml inference 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 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 edge ml inference 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 edge ml inference platforms are there worldwide?

RevenueBase identified 890 edge ml inference 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?

Tenstorrent, headquartered in Bangalore, tops this list with the largest team on record.

Which country has the most edge ml inference platforms?

The United States leads with 234 companies, followed by India (91) and the United Kingdom (33). Every edge ml inference platforms list by country and city is linked on this page.

Which city has the most edge ml inference platforms?

San Francisco leads with 22 headquartered companies, followed by San Jose (18) and Bengaluru (16).

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 6,927 verified decision-maker contacts tracked across these 890 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.