AI development partner to rescue a failed build

This page is for a company whose earlier AI or software build failed. A rescue, in this guide, means fixing or rebuilding software that did not work. The failure can take several forms: an AI pilot that never reached real users, an app built with AI tools that breaks when people use it, or a project that a former supplier left unfinished, with code nobody on the team understands.

The firms below were matched to this situation by a sentence on their own pages about stalled, failed or troubled work. Reveneau is first and Fluxon second. The other seven follow in the order of the research notes, which gives no ranking. Each page was opened on 21 October 2026.

Why AI projects fail, by one study

RAND, a US research organisation, published a report on 13 August 2024 for which it "interviewed 65 experienced data scientists and engineers" [23], from industry and from universities. Its summary says the interviews "highlighted five leading root causes of the failure of AI projects." One of them is that "many AI projects fail because the organization lacks the necessary data to adequately train an effective AI model." The first cause it lists is that the people in the business often misunderstand what problem needs to be solved using AI, or communicate it badly, and RAND writes that "Misunderstandings and miscommunications about the intent and purpose of the project cause more AI projects to fail than any other factor." RAND also writes, "By some estimates, more than 80 percent of AI projects fail". That figure is RAND quoting estimates made by others.

Two firms below print failure rates on their own rescue pages. No source for either figure could be read on the saved pages, so this page does not repeat them. RAND's interviews are the only research on failure used here.

The first decision: keep, fix, rebuild or stop

Before any firm writes new code, someone has to look at what exists and answer one question: what should happen to it? There are four answers. Keep what works and change nothing else. Fix the parts that fail. Rebuild the product, using what was learned. Or stop, because the product should not be built at all. Two firms below say plainly that stopping can be the right answer.

What a company needs from a partner here:

1. A written review first. A review of the code, the data, the tests and the documents, with a written result, before any rebuild is priced.
2. Tests that record what the old software does. Before changing old code, a careful team writes tests that capture how it behaves today, so it can see what a change breaks.
3. Control of the code. Agree who holds the code repositories, the places where the code is stored, during and after the work.
4. A price for the review on its own. None of the nine firms prints one, so ask for it.

The firms at a glance

Firm	Rescue or review offer, in its own words	Main office, and who says so	Published price or length	Anthropic tier
Reveneau	No rescue service; a full product build page	San Francisco and Vancouver (own site)	None	Not listed (searched 20 October 2026)
Fluxon	"Unblock a priority"	San Francisco (Stripe listing, address from Fluxon)	None found	Not listed
Clear Measure	"Software Project Rescue"	Austin, Texas (own contact page)	None; a free first strategy session	Not listed
DOOR3	"Project Rescue"	New York and Barcelona (own footer)	None	Not listed
Pragmatic Coders	"Project Rescue Services" and "Vibe Coding Rescue"	Kraków (Polish VAT register)	None	Not listed
a1qa	"AI implementation rescue"	Decatur, Georgia, and London (own contacts page)	A first audit of "1 week"; a standard review "takes several months"	Not listed
Test Double	"Technical & Product Assessments"	No address; a remote team (own about page)	None	Not listed
First Line Software	Managed AI Services for a pilot that is "Piloted, but stalled"	Cambridge, Massachusetts (own contact page)	None	Select
Aimpoint Digital	One case: a stalled Databricks migration	Atlanta (own contact page)	None	Select

The firms

1. Reveneau

Reveneau works from two offices: 435 Utah Street in San Francisco, and Floor 33, 909 Mainland Street, in Vancouver. Reveneau says it writes 100 percent of its code with AI. It says every change has to pass a large eval suite, a set of automated tests that it writes from the specification of what the software must do, before release. It says the suite is graded by Jev, and that Jev runs it ten times faster than the grader Reveneau used before. Reveneau says it uses AI instead of hiring more engineers and puts that saving into its clients' prices, and that it takes responsibility for the whole project through production, the live system, and after release. Its full product build page describes one team taking a product from discovery and design through engineering to launch. Reveneau has no entry in Anthropic's directory: all 321 entries were searched on 20 October 2026 [1].

This guide states no rescue service and no certificate for Reveneau. Ask Reveneau the questions this page gives for every firm: how it would read the existing code and decide what to keep, whether it would first write tests that record what the old software does today, who would hold the code repositories during the work, and what the review would cost before any rebuild is priced.

Fits: a company that has decided to rebuild a failed product and wants the new version written by AI and tested against a written specification before each release. You can contact Reveneau to describe what exists today.

Pick someone else if: you want a firm with a named rescue service and a published review step. Clear Measure, DOOR3, Pragmatic Coders and a1qa each name one.

2. Fluxon

Fluxon's enterprise page has a line headed "Unblock a priority", under which it says, "We add a senior team to finish it, without pulling your team off everything else." [2] That is the closest wording to a rescue offer on the Fluxon pages read, and none of them names an audit, a rescue or a rebuild service. Forbes's company page gives Fluxon 200 employees, as of March 2026 [3], and Fluxon's careers page says "300+ builders" [4]. Fluxon has no entry in Anthropic's directory as read on 21 October 2026 [1].

Fits: a company with a priority project that it wants finished by an added senior team, while its own staff keep their other work.

Pick someone else if: you need a formal review of a failed build before anyone writes code. No Fluxon page opened names one.

3. Clear Measure

Clear Measure gives its physical address on its contact page as 7000 N Mopac Expy #200, Austin, Texas [8]. Its homepage says, "We step in when delivery has stalled or outcomes are unclear." [5] On its Software Project Rescue page [6], one step it names is to "Conduct thorough assessments to identify the current state and issues of the project and align on goals." Its software auditing page offers inspections that "include logging and telemetry and a report presentation", where telemetry means data the running software sends about itself, and a check that "Includes all seven attribute categories of the 30-Point DevOps Inspection" [7]. DevOps is the work of building, testing and releasing code. The same page says, "We focus exclusively on .NET custom software development." .NET is Microsoft's framework for building software. The rescue page offers a free strategy session with its chief software architect, and no price or length for the rescue itself. Clear Measure has no entry in Anthropic's directory as read on 21 October 2026 [1].

Fits: a company with a stalled project written in .NET that wants an inspection and a written report before deciding what to do.

Pick someone else if: your software is not built on .NET. Clear Measure says it focuses only on .NET work.

4. DOOR3

DOOR3 names offices at 370 Lexington Ave., Suite 1806, in New York and at Mas de Roda 6-14 in Barcelona in its footer. Its homepage describes its Project Rescue service as "Expert recovery for stalled or underperforming technology initiatives." [9] Its rescue page describes a first review as "A comprehensive evaluation of the current state of the software project. It includes analyzing existing documentation, understanding the project’s history, and identifying challenges and roadblocks." [10] It also says, "DOOR3 gains access to and control over the project’s code repositories." Its menu lists an item called "Vibe-Coded Apps to Production" next to Project Rescue. Vibe-coded apps are apps made by asking AI tools to write the code. That page was not opened. No price or length is printed. DOOR3 has no entry in Anthropic's directory as read on 21 October 2026 [1].

Fits: a company in the New York area or in Spain that wants a firm to take control of a stalled project's code and documents and review them.

Pick someone else if: you want to keep control of your code repositories during the review. Ask DOOR3 on what terms it takes that control, because its page says it does.

5. Pragmatic Coders

Pragmatic Coders gives its office as ul. Opolska 100 in Kraków, and Poland's Ministry of Finance VAT register returns the same address for the company [13]. Its project rescue page asks, "Your IT team isn’t delivering? We step in and stabilize delivery together with them" [11]. It says it brings a full senior team, from a product manager through designers and developers to DevOps. It also says, "Sometimes the best decision is to restart or shut it down." The page says, "Around 60% of our past engagements involved systems in crisis.", its own figure. Its Vibe Coding Rescue page says, "We rescue, repair, secure, and optimize AI-generated apps", and offers to "audit your codebase, uncover technical debt, fix hidden problems, and optimize your systems" [12]. Technical debt means shortcuts in old code that make later changes slower. No price or length is printed. Pragmatic Coders also appears on the startup page. Pragmatic Coders has no entry in Anthropic's directory as read on 21 October 2026 [1].

Fits: a company with an app built with AI tools that breaks in use, or a team whose delivery has stopped, that wants a senior team to work beside its own people.

Pick someone else if: you need a team with an office in North America. The office on its contact page is in Kraków.

6. a1qa

a1qa names offices at 160 Clairemont Ave, Suite 200, in Decatur, Georgia, and at 3 Shortlands in London on its contacts page, and also lists Warsaw, Tbilisi and Dhaka [15]. a1qa is a software testing company, and much of its AI implementation rescue page is about AI tools used in software testing, such as AI that writes tests. That page says, "We bring clarity to AI projects struggling to succeed and create and implement a clear recovery plan to improve the AI solution’s performance" [14]. It describes one situation this way: "The vendor left a working system without a manual. We audit the current solution and provide a clear plan for what to keep or upgrade." It says its findings lead to three options: keep the setup, fix the issues, or discard the solution. It says, "We value honesty, even if the only answer is that the project can’t be rescued." The page gives two lengths. Its plan starts with an "AI quality audit (1 week)", and its questions section says, "A standard review takes several months to complete", a phase it uses to "examine the logic of your AI systems (models, prompts, workflows)". Ask a1qa which length applies to you. a1qa has no entry in Anthropic's directory as read on 21 October 2026 [1].

Fits: a company whose earlier supplier left a working AI system without a manual, which wants it reviewed and measured before deciding to keep, fix or replace it.

Pick someone else if: you need a team to rebuild the product itself. Ask a1qa who would do a rebuild, because its page describes testing and review work.

7. Test Double

Test Double prints no office address, and its about page says its people "embed as remote additions to your team" [18]. Its legacy modernization page speaks to companies left with a failed rescue of old software because their resources were limited [16]. Its assessment page says, "Assessments available for any area below, or as an integrated assessment across all three areas." [17] The same page offers due diligence assessments for private equity and venture capital buyers, which means reviews of a company's software before an investor buys into it. No price or length is printed. Test Double has no entry in Anthropic's directory as read on 21 October 2026 [1].

Fits: a company that wants an outside assessment of its software and product before it decides whether to fix or rebuild.

Pick someone else if: you want engineers on site in your office. Test Double says its people work remotely.

8. First Line Software

First Line Software names an office at 1 Broadway, 14th Floor, in Cambridge, Massachusetts, on its contact page, with offices in the UK, Germany, the Netherlands, Serbia and Montenegro [20]. Its homepage sorts clients into three starting points, and one of them is headed "Piloted, but stalled": "You’ve already piloted AI as a chatbot, internal tool, or proof of concept. But now it’s stalled. Nobody manages it end to end." [19] A pilot or proof of concept is a first trial version. For that starting point, the homepage names its Managed AI Services, MAIS®. The firm's own text in Anthropic's directory describes that service as "for ongoing operation and monitoring" of AI systems [1]. No price or length is printed. Anthropic's directory places First Line Software at the Select tier [1].

Fits: a company whose AI pilot has stalled with nobody managing it end to end, which wants a firm to take it over and run it.

Pick someone else if: the failed build is ordinary software with no AI in it. Its stalled-pilot offer is about AI systems.

9. Aimpoint Digital

Aimpoint Digital names an office at 7000 Central Pkwy, Suite #1700, in Atlanta on its contact page, and lists Boston, London and Medellín by city [22]. Its homepage gives one case for an unnamed health technology company: "Unblocked a stalled Databricks migration, moving nearly 30 critical pipelines to production" [21]. Databricks is a platform for storing and processing large amounts of data, and a pipeline is an automated flow that moves and prepares data. The figure is Aimpoint's own. No rescue or review service is named on the pages read, so this entry rests on that one case. Anthropic's directory places Aimpoint Digital at the Select tier [1].

Fits: a company whose move to Databricks has stalled.

Pick someone else if: you want a named rescue service with a published first review. Aimpoint's homepage shows one case and no named offer.

Questions to ask before a new firm takes over

Send every firm the same questions, in writing, with one date for answers:

• What will you review first, how long will the review take, and what will it cost on its own?
• What will the written result contain? Ask for a sample.
• Which of four answers do you expect to give: keep, fix, rebuild or stop? What would make you recommend stopping?
• Will you write tests that record what the old software does before you change it?
• Who will hold the code repositories during the work and after it ends?
• What did the earlier team leave behind, and what will you need from them?
• Is the data the AI needs available, clean and allowed for this use? RAND names missing data as one of five leading causes of failure.

The AI partner situation checklist includes these questions. If the failed build was an AI agent, read AI agent development companies as well. For the method behind this page, read how firms were matched to situations.