Top AI development companies in the US / Cost and method
How these US AI development companies were chosen
Every firm in this guide passed three tests: it names a US office, its own pages describe building AI software for other companies, and it sells that work as a service. Every fact was read on 21 October 2026 and carries a label for its source: the firm itself, a filing with the SEC, an independent outlet, a party to a deal, a platform's partner award or a partner directory. This page explains each test and each label, lists the firms that were checked and left out with the reason, and names what could not be confirmed.
Published October 21, 2026. Editorial.
Key takeaways
- A firm was listed only if it names a US office, describes building AI software for other companies, and sells that work as a service.
- Each fact is labelled by its source. A firm's own site, a filing, a news report, an announcement by one side of a deal, a partner award and a directory listing are treated as different kinds of evidence.
- Sixteen candidate firms were looked at and left out, among them thoughtbot, Test Double, Very Good Ventures, Detroit Labs and Koombea, each for a stated reason. Four large consultancies were not checked.
- For six firms, Atomic Object, 8th Light, Viget, Think Company, MojoTech and Quansight, no independent source was found, and each entry says its facts come from the firm's own pages.
This page explains how the nineteen firms in this guide were chosen and how each fact was checked. Every page was opened on 21 October 2026 and saved, and each quote was checked against the saved copy. The list order is fixed: Reveneau first, Fluxon second, then the product studios, the AI-first firms and the large consultancies. The order inside each group carries no ranking. No firm receives a score. No page compares named firms on speed, price or quality.
The three tests
A firm entered the list only if it passed all three tests.
1. It names a US office. The firm's own page, its annual report to the Securities and Exchange Commission (SEC), or an independent source had to name an office in a US city. A street address helped but was not required. A firm whose pages named no US city was left out.
2. It describes building AI software for other companies. The firm's own pages had to describe AI work that it builds for clients: agents, systems that answer from a company's documents, models, or products with AI features. A firm that only advises on AI, with no building, would have failed this test.
3. It sells that work as a service. A company whose main business is selling its own software product was left out, even when it also offers consulting. Fractal and Quantiphi sell products of their own and stayed in, because their pages lead with services built for clients.
Thirteen of the seventeen firms after Reveneau and Fluxon were new to this site's guides. The other four, Fractal, Quantiphi, Artium and Slalom, had been checked for earlier guides, and their pages were opened again on 21 October 2026.
How each firm's kind was decided
Each firm after Reveneau and Fluxon was placed in one of three kinds from what its own pages describe. A product studio designs and builds a product for a client with one team. An AI-first firm puts AI, data and models at the centre of what it sells. A large consultancy sells strategy, systems work and many staff, with AI as one practice. Quansight was the hardest firm to place: much of its work is open-source scientific computing, with AI engineering as one practice, and it was placed with the AI-first firms because its AI engineering page describes model training, tuning and deployment.
Reveneau and Fluxon are given no kind label. Each is described by what it says about its own work, and the reader can judge where each fits. Fluxon's entry draws on its own homepage [2], Forbes and Stripe's partner directory.
The kinds of source, and how each is labelled
| Label on the page | What it means | Example in this guide |
|---|---|---|
| The firm's own account | The firm's website, press release or its own text in a directory | Think Company's "~$50K"; Blend360's "1000+ Employees" |
| SEC filing | The annual report a US public company files with the SEC | Booz Allen's staff count on 31 March 2026 [4] |
| Independent outlet | A news source with no stake in the claim | Consulting.us on AlixPartners buying Artium [8]; Outlook Money on Fractal's listing [9] |
| Trade press repeating a company | A news item that reports the company's own announcement | Intelligence Community News on Booz Allen's 2020 contract [5] |
| Party to a deal | An announcement by one side of the deal it describes | Anthropic on Cognizant [6] and on Accenture [7] |
| Partner award | A prize from a platform company to firms that build on its product | Databricks' 2024 partner awards [3] |
| Directory listing | A list run by a platform company. The partner writes its own text, and in Anthropic's list Anthropic sets the tier | Anthropic's partner directory [1]; Stripe's partner directory, where Fluxon supplied its own address |
A filing is still the company's own statement. It is made formally to a regulator, and this guide uses it as the main source for a public company's head office and staff count. Claims inside a filing, such as Booz Allen's description of itself as "the federal government’s largest AI provider", stay attributed to the company.
A partner award gets its own label because the company giving it has a business interest. Databricks earns money when its partners sell its platform, so its award shows that Databricks values the firm as a partner. Each page that uses a Databricks award says so.
An announcement by one side of a deal is labelled the same way. Anthropic's pages on Cognizant and Accenture describe deals Anthropic is part of. Computerworld's report on Cognizant, which cites The Wall Street Journal, is an independent outlet [13].
How Anthropic's directory was read
Anthropic's Claude Partner Network directory, at partnerhub.claude.com, was read on 21 October 2026 [1]. Its full partner list is built into the page, and that list was read in full: 321 entries, of which 256 are at the Select tier, 40 at Preferred, 16 at Global Premier and 9 have no tier. Anthropic sets the tier. The one-line description beside each name, and the office regions each partner picks, are written by the partner, so this guide treats them as the firm's own account.
Each firm was searched for by name. Reveneau was searched for on 20 October 2026 and was not listed. Fluxon, Atomic Object, 8th Light, Viget, Think Company, MojoTech, Quansight, Booz Allen Hamilton and West Monroe were not listed on 21 October 2026. A search for "think" found Think41 and Thinkia, two different firms, and no Think Company. Searches of the same list found Blend360, Aimpoint Digital, Fractal, Quantiphi, Artium AI, EPAM Systems, Cognizant, Accenture and Slalom Consulting. Finding those nine peers in the same list shows that the search worked, so a missing name means the firm was not listed that day.
Firms with no independent source
For six firms, no independent source was opened: Atomic Object, 8th Light, Viget, Think Company, MojoTech and Quansight. For Atomic Object, the pages of B Lab, which certifies B Corps, and of Crain's Grand Rapids refused automated requests, and OpenCorporates, a register of company records, asked for a human check. Wikipedia gives a staff count for Atomic Object [10], but Wikipedia takes that count from Atomic's own team page. Each of the six entries says once that its facts come from the firm's own pages.
When two counts disagree
Four firms have two staff counts from two sources. Fluxon has 200 employees on Forbes's page, with figures as of March 2026 [14], and "300+ builders" on its own careers page [15]. Blend360 shows "1000+ Employees" on its site and "1,500+ people" in its own directory text. Accenture's filing gives 814,000 on 31 August 2026, marked as approximate, and its own directory text gives 779,000. Atomic Object's press release from February 2025 gives 115, and Wikipedia gives 125. In each case this guide gives both counts with their sources and chooses neither.
Claims left out on purpose
Some claims were read and left out. Atomic Object's AI page calls it "the highest-rated custom software consultancy on Earth" on Clutch, a review site [11]. That is a ranking, and this guide gives no firm a ranking or a score. MojoTech's count of projects it says it has shipped, Atomic Object's count of clients, and Booz Allen's count of active AI projects are each the firm's own count of its work, and none was needed to describe what the firm offers. Viget's staff count on Built In, a site whose company profiles are written by the companies, was left out as self-declared.
Some claims were kept, with their source named. Blend360's "Recognized by Anthropic" is on its homepage [12], and Anthropic's directory shows Blend360 at the Select tier. Quansight's claim to be one of the largest contributors to PyTorch is on its about page [17], and PyTorch's records were not checked. Quantiphi's 21 Google Cloud Partner of the Year awards are in its own press release [18], and Google's 2026 winners page loaded with no names. 8th Light's "Claude Certified" did not match any entry in Anthropic's directory.
Firms checked and left out
| Firm | Why it was left out |
|---|---|
| thoughtbot | Sells AI and machine learning work, but its pages name no US office |
| Test Double | Fully remote across the United States and Canada, with no office city |
| Very Good Ventures | Listed by Anthropic at the Select tier, but no US office or address on its pages |
| Fueled | Lists AI services, but gives no office address, only a New York phone number |
| Gorilla Logic | Listed by Anthropic at the Select tier, but no office city on the pages opened |
| Sidebench | A healthcare product studio with AI work, but no office address on the pages opened |
| Detroit Labs | A Detroit address, but no AI wording on its homepage or about page |
| Praxent | Listed by Anthropic at the Select tier, but no current office address on the pages opened |
| Mission Cloud | Mainly cloud management on Amazon Web Services, with AI as one line |
| Civis Analytics | Sells its own platform; a product company |
| Lovelytics | A data and AI consultancy, but no office location on the pages opened |
| Koombea | Its own website data gives Naples, Florida, outside the Miami metro area |
| WillowTree | Its site now sends visitors to telusdigital.com, which refused the request |
| Big Nerd Ranch and Postlight | One site did not answer and the other refused the request |
| AnswerRocket | Mixes its own product with consulting; not checked further |
| IBM Consulting, Deloitte, Capgemini, Globant | Not checked for lack of time; five large consultancies were already covered |
What could not be checked
These items are stated on the pages where they matter. The B Lab and Crain's pages on Atomic Object refused requests. Two articles on Blend360's investment, from Citybiz and ChannelE2E, refused requests. EPAM's own website refused automated requests, so its facts come from its annual report. Google Cloud's 2026 Partner of the Year page showed no winners' names. The Census Bureau's survey download page returned 38 bytes of text, so no survey figure newer than the May 2026 report was read. No founding year was found for Quansight, Fractal, West Monroe, Cognizant, Accenture, Booz Allen or Slalom on the pages opened. And no independent source confirmed any client that any firm names.
Wages and metro areas
Wage figures come from the US Bureau of Labor Statistics, read through the Bureau's public data service for software developers in May 2025, with the series code for each figure in the source list [16]. City counts follow the Census Bureau's 2023 list of metro areas. AI development companies outside the Bay Area explains which towns count as their own metro area.
How to check any firm yourself
You can repeat every check on this page. Open the firm's own office page and read the address. For a public company, find its Form 10-K at the SEC. Search Anthropic's directory for the firm's name. Look for a news report from an outlet with no stake in the firm. Then call a client the firm names and ask what it built. Reveneau's own account of how it works is on its AI development service page, and the full list gives every firm's entry.
Common questions
Why does a firm need a named US office to be on this list?
This guide is for buyers who want a firm with a place in the United States, so each firm had to name a US office on its own pages, in an SEC filing or in an independent source. thoughtbot, Test Double, Very Good Ventures and Fueled were left out for that reason. Each firm also had to describe building AI software for clients and sell it as a service.
How is an SEC filing different from a firm's own website as a source?
Both are the company's own words. A Form 10-K is the annual report a US public company files with the Securities and Exchange Commission, the agency that oversees the share markets, so it is a formal statement to a regulator. This guide uses filings for head offices and staff counts. Claims inside them, such as being the largest in a field, stay attributed to the company.
Why did a search for Think Company in Anthropic's directory return other firms?
A search for the word think in the directory's 321 entries, read on 21 October 2026, found Think41 and Thinkia, which are two different firms, and no Think Company. Searches in the same list found nine firms from this guide, among them Blend360 and Cognizant, which shows the search worked. So Think Company was not listed that day. Always check a firm's exact name.
Why were thoughtbot and Test Double left out of this guide?
Neither names a US office city on the pages read on 21 October 2026. thoughtbot sells AI and machine learning work, but its pages list open remote positions and a phone number with no office. Test Double says its staff work wherever they do their best work across the United States and Canada. This guide counts only firms that name a US office.
Why are IBM Consulting, Deloitte, Capgemini and Globant missing from the list?
They were not checked for this guide, for lack of time. Five large consultancies with US offices and AI practices, Booz Allen Hamilton, EPAM Systems, West Monroe, Cognizant and Accenture, were already covered, with Slalom as a sixth. A buyer can check the four firms with the same three tests and the same sources before comparing them with the firms listed here.
Which firms in this guide have no independent source at all?
Six firms: Atomic Object, 8th Light, Viget, Think Company, MojoTech and Quansight. No news report, filing or register was found for any of them on 21 October 2026, so each entry says its facts come from the firm's own pages. Wikipedia gives a staff count for Atomic Object, but it takes that count from Atomic's own team page.
Why is a Databricks partner award labelled differently from a news report?
Databricks sells a data platform and gives its awards to firms that build on that platform. It earns money when those partners sell its product, so it has a business interest in the winners. A news outlet has no such interest. This guide uses the Databricks 2024 awards for Aimpoint Digital, EPAM, Cognizant, Accenture and Slalom, and says so each time.
Why does this guide give two staff counts for some firms?
Because the sources disagree and neither can be confirmed. Fluxon has 200 on Forbes and 300+ builders on its careers page. Blend360 shows 1000+ on its site and 1,500+ in its directory text. Accenture's filing gives 814,000, marked as approximate, and its directory text gives 779,000. Atomic Object's release gives 115 and Wikipedia gives 125.
How was each firm's kind decided?
From what its own pages describe. A firm that designs and builds a product with one team is a product studio. A firm that puts AI, data and models at the centre of what it sells is AI-first. A firm that sells strategy, systems work and many staff, with AI as one practice, is a large consultancy. Reveneau and Fluxon carry no kind label.
Why does this guide leave out Atomic Object's Clutch rating?
Atomic Object's AI page calls it the highest-rated custom software consultancy on Earth on Clutch, a review site. That is a ranking, and this guide gives no firm a ranking, a rating or a score. The guide describes what each firm offers and who states each fact, and leaves the judgment of quality to the buyer's own test.
Why were Civis Analytics and AnswerRocket left out?
Civis Analytics was left out because it sells its own platform and is a product company. AnswerRocket mixes its own product with consulting and was not checked further. This guide lists firms whose main offer is building AI software for clients as a service. Fractal and Quantiphi sell products too, and stayed in because their pages lead with services.
Which pages refused requests when this guide was checked?
B Lab's directory and a Crain's Grand Rapids article on Atomic Object, two articles on Blend360's investment, EPAM's own website, and the WillowTree and Postlight sites all refused requests on 21 October 2026. OpenCorporates asked for a human check. Google Cloud's 2026 winners page showed no names. Each gap is noted on the page where it matters.
References
- [1] Anthropic, Claude Partner Network directory (read 21 October 2026; Reveneau searched 20 October 2026): 321 entries; Select 256, Preferred 40, Global Premier 16, no tier 9.
- [2] Fluxon, homepage (read 21 October 2026).
- [3] Databricks, 2024 Global Partner Awards. Databricks has a business interest in the partners it names.
- [4] Booz Allen Hamilton Holding Corp, Form 10-K for the year ended 31 March 2026 (SEC accession 0001628280-26-037521).
- [5] Intelligence Community News, Booz Allen wins $800M JAIC task order (2020): reports the company's own announcement.
- [6] Anthropic, Cognizant partnership (4 November 2025). A party to the deal.
- [7] Anthropic, Accenture partnership (9 December 2025). A party to the deal.
- [8] Consulting.us, AlixPartners buys agentic AI consultancy Artium (August 2026).
- [9] Outlook Money, Fractal Analytics share listing (16 February 2026).
- [10] Wikipedia, Atomic Object (read 21 October 2026): 125 employees, citing atomicobject.com/team.
- [11] Atomic Object, AI software development (read 21 October 2026): Clutch ranking claim, left out of this guide.
- [12] Blend360, homepage (read 21 October 2026): Recognized by Anthropic, the firm's own claim.
- [13] Computerworld, Anthropic lands consulting giant as corporate client, citing The Wall Street Journal.
- [14] Forbes, company page for Fluxon (figures as of March 2026): 200 employees.
- [15] Fluxon, Careers (read 21 October 2026): 300+ builders.
- [16] US Bureau of Labor Statistics, OEWS May 2025, software developers, United States (data API series OEUN000000000000015125213).
- [17] Quansight, About us (read 21 October 2026): PyTorch contributor claim, the firm's own.
- [18] Quantiphi, press release on Gemini Enterprise for Financial Services (25 August 2026, on Google Cloud's press site). The company's own release.
More in Cost and method
What AI development costs across US cities
Only one firm in this guide prints a price figure on the pages read: Think Company lists two offers at "~$50K", and the tilde means the amount is approximate. MojoTech calls one offer fixed-fee and prints no amount. So the main public guide to cost is the wage of the people who do the work. This page gives the US Bureau of Labor Statistics wages for software developers in thirteen metro areas for May 2025, from $107,520 in Grand Rapids to $167,280 in Seattle, and explains what a quote should show.
AI development contract checklist
This checklist turns two US government documents and the facts in this guide into questions for an AI development contract. The White House budget office asks federal agencies to test proposed AI systems where they can before they buy, and, in general, to ask for knowledge transfer, data and model portability, clear licences and clear pricing. The NIST AI risk framework asks that test sets and metrics be written down and that organizations have policies for AI risks from outside firms. Print one copy for each firm, ask every firm the same questions, and keep the written answers.