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AI market research reports that score startup ideas · France

Preuve AI: Revenue, team and how it was built

Solo founderB2BMarket research

Preuve AI (AI market research reports that score startup ideas, France): US$30.2K verified revenue all time, October 2026. Evidence grade A: disclosed by a company or a filing, or verified by a payment processor. Team: 1 founder; the about page calls it a one-person company. Launched January 2026; still running, revenue falling.Added 8 November 2026

Outcome
US$30.2K verified revenue all time, October 2026Revenue falling
Evidence
A disclosed by a company or a filing, or verified by a payment processor
Launch
January 2026
Status
Still running
Team
1 founder; the about page calls it a one-person company
Outside funding
None (bootstrapped, no outside investors)
Main channel
Search and AI answers

Preuve AI writes a validation report, a document that says whether people are likely to pay for a product idea, before the founder builds it. The user types an idea. Ten AI agents search more than 60 live sources such as Crunchbase, Google Trends, Reddit, Product Hunt and G2, and a language model turns what they found into a 0-to-100 score, a list of up to 15 competitors, a market size and three suggested changes to the idea. The company calls this an agentic RAG pipeline: RAG (retrieval-augmented generation) means the program first retrieves documents and the model then writes only from them, and "agentic" means that several AI programs decide by themselves what to search. A 60-second scan is free, and the full Founder Report costs US$59 once.

Vincent Forat, who spent five years in B2B growth marketing, first at Bluesquare and then as a freelance consultant, runs it alone from Paris. The about page says that it launched in January 2026 under the name TestYourIdea, and an archived copy of 7 January 2026 shows the report at a US$49 launch price. He rebranded it as Preuve AI ("preuve" is French for "proof") between March and April 2026, according to Internet Archive copies of both sites. The French business register lists the business behind it as his sole proprietorship, created on 5 February 2022 with a business-consulting activity code. TrustMRR, a site that reads revenue directly from a company's payment accounts, shows US$30,168 of verified revenue in total from Stripe and Dodo Payments, last synced on 12 October 2026. The company has no outside investors.

The TrustMRR timeline shows a fast start and a smaller business since: US$19,408, 64% of the total, came in December 2025, January and February 2026, and from March to September 2026 TrustMRR shows between US$679 and US$2,841 a month. The best month, December 2025, came before the launch month that the company states, and no source explains it. The sync stopped when the Dodo Payments API key expired on 12 October 2026, so the profile shows nothing after that date.

Preuve AI: US$30.2K verified revenue all time, October 2026. AI market research reports that score startup ideas, France, solo founder, evidence grade A.
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01

How much revenue does Preuve AI make?

Each row shows the evidence grade and the source numbers from the list at the end of this page. The grades are explained in How Aiolum verifies.

US$30,168 of verified revenue from one-time reports by 12 October 2026, most of it in the first three months, built and run by one founder
FactValueGradeHow we knowSources
Verified revenue, all time, synced 12 October 2026US$30,168ATrustMRR, from the Stripe and Dodo Payments API keys: "Revenue last synced: 2026-10-12T15:44:03.087Z". The last-12-months value is the same, US$30,168, because the monthly timeline starts in December 2025.[1]
Verified revenue in the 30 days to the last syncUS$1,107, growth -29.7%ATrustMRR snapshot stored at the last sync: "Last 30 days revenue snapshot: $1,107" and "Last 30 days revenue growth: -29.7%".[1]
Verified revenue in the 30 days to 8 November 2026US$222AOnly 10, 11 and 12 October 2026 show revenue (US$34.22, US$129 and US$59.00). The profile says "Primary payment provider API credential: Dodo Payments API key expired at 2026-10-12T21:44:10.327Z", so the US$0.00 days after that show that nothing was synced, not whether reports were sold.[1]
Best monthDecember 2025, US$8,950ATrustMRR monthly timeline. The next best were February 2026 (US$7,321) and January 2026 (US$3,137).[1]
Revenue from December 2025 to February 2026US$19,408, about 64% of the totalcalcCalculated: US$8,950 + US$3,137 + US$7,321 = US$19,408, divided by US$30,168.[1]
Monthly revenue, March to September 2026US$679 to US$2,841, average about US$1,501calcCalculated from the seven TrustMRR monthly values: US$1,152, US$1,145, US$679, US$2,841, US$1,576, US$1,635 and US$1,481. October 2026 (US$251) covers only the days before the sync stopped.[1]
Current MRR and active subscriptionsUS$0.00 and 0ATrustMRR metric snapshot. MRR (monthly recurring revenue) is the sum of active subscriptions; the business sells one-time reports.[1]
Payment providersStripe and Dodo PaymentsA"Verified payment provider API source: Dodo Payments (API key), Stripe (API key)"; "Merchant of record: No".[1]
Company registered5 February 2022, as Vincent Forat's sole proprietorship (micro-entreprise); the product launched in January 2026 under the name TestYourIdeaAFrench business register, SIREN 910 555 010: "date_creation": "2022-02-05", "nature_juridique": "1000" (individual entrepreneur), "activite_principale": "70.22Z" (business and management consulting). Legal notice of preuve.ai: "Status: Micro-entreprise (auto-entrepreneur), registered in France", "SIREN: 910 555 010". About page: "Preuve AI launched in Paris in January 2026 under the name TestYourIdea"; the founder-written TrustMRR field says "Founded date: 2026-01-01". TrustMRR shows revenue from December 2025.[2, 9, 3, 1]
First archived site, 7 January 2026Founder Report US$49, "launch price · $69 after January"CInternet Archive copy of testyouridea.app. It names "Vincent, Founder, Test Your Idea", promises "11 live sources" and a 30-day money-back guarantee, and its footer reads "© 2025 Test Your Idea".[6]
RebrandTestYourIdea renamed Preuve AI, between 10 March and 21 April 2026CInternet Archive: testyouridea.app on 10 March 2026 still has the title "TestYourIdea - Validate Your Startup Idea Before You Build" and "© 2026 Test Your Idea"; the first capture of preuve.ai, on 21 April 2026, shows "Preuve AI in numbers". About page: "Preuve AI (formerly TestYourIdea)".[10, 11, 3]
Team1 founder, Vincent ForatCAbout page: "It is bootstrapped and run by one founder, with no outside investors" and "Preuve is a one-person company, so questions reach the founder."[3]
Outside fundingnoneCAbout page; the founder-written TrustMRR field says "Funding: Bootstrapped".[3, 1]
Customers, November 2026276+ (company's count)CHome page: "Trusted by 276 + customers"; about page: "276+ paying founders". The founder-written TrustMRR field says "Estimated user count: 235". Not verified.[5, 3, 1]
Ideas scanned9,500+ across 13 industries, November 2026CAbout and home pages.[3, 5]
Ideas rated GO in the company's benchmark, July 202617.5% of 6,000+ anonymized ideas; median score 54C"Preuve benchmark, 3rd edition, July 2026." GO means a score of 70 or more. The company's own study.[5, 3]
AI modelClaude Opus 5.5 from AnthropicCHome page: "Every report runs on Claude Opus 5.5, Anthropic's most capable model." Pricing page: "Verdict cross-checked by multiple Opus 5.5 runs".[5, 4, 1]
Code activity in the last year7,462 contributions; 0 in the last 30 daysBTrustMRR: "GitHub metrics are verified from the connected GitHub repository when available." Read on 8 November 2026.[1]
Marketing channelsSEO and blogCFounder-written TrustMRR field "Marketing channels: SEO, Blog". TrustMRR also shows a domain rating of 55.0, synced 8 November 2026, without naming the provider.[1]
Time from launch to the October 2026 figure9 monthscalcCalculated: January 2026 to October 2026.[3, 1]

How to read this table: a grade A value comes from TrustMRR's connection to the company's Stripe and Dodo Payments accounts. A grade B value is read by TrustMRR from another connected service. A grade C value is the company's own words, on its pages or in the founder-written parts of its TrustMRR profile. An X value was computed on this page from the rows it names.

Preuve AI prices on 8 November 2026, from the company's pricing page and the key-facts table of its about page (grade C)
PlanPer month, billed yearly (US$)Per month, billed monthly (US$)Limit
Reality Check02 scans; free trial available for 7 days
Founder Report59 one-time1 report, unlimited Starter Scans, 3 months of Sentinel, 200 bonus credits
2 reports89 one-timeUS$44.50 each
5 reports199 one-timeUS$39.80 each
10 reports349 one-timeUS$34.90 each
Investor-Ready Package499 one-timepitch deck, 4-page memo, 18-month financial model, Q&A prep; founder-built
Lifetimefrom 499 one-timeabout page key facts; AppSumo deal until 3 January 2027

Every price is a one-time payment; there is no subscription. A Founder Report bought from 1 October 2026 includes three months of Sentinel re-scans, which end without a charge. The Founder Report has a 14-day guarantee ("We fix the report or refund it. Once per customer."); the Investor-Ready Package has no refund once delivered. A lifetime deal of 3 to 25 Founder Reports is sold on AppSumo until 3 January 2027; its price is on appsumo.com, which was not read.

02

When did Preuve AI launch, and how did it grow?

From a US$49 report under the name TestYourIdea to a rebranded research product with agencies, an API and a lifetime deal, in about ten months. Each entry carries its grade.

  1. Before 2026CVincent Forat works five years in B2B growth marketing, first as a growth marketer at Bluesquare, then as a freelance consultant for startups and scale-ups. [3]
  2. 5 February 2022AVincent Forat's sole proprietorship (micro-entreprise, SIREN 910 555 010) is registered in France with the activity code 70.22Z, business and management consulting. It is the business that publishes preuve.ai. [2, 9]
  3. December 2025AFirst month in the TrustMRR timeline: US$8,950, still the best month. [1]
  4. 7 January 2026CThe earliest archived copy of testyouridea.app shows a free Reality Check and a US$49 Founder Report, "$69 after January", built on 11 live sources. [6]
  5. January 2026CThe company's stated launch in Paris, under the name TestYourIdea. [3]
  6. February 2026CA platform for consultants follows, according to the about page. TrustMRR shows US$7,321 for the month. [3, 1]
  7. March to April 2026CRebrand to Preuve AI: the Internet Archive shows testyouridea.app under the old name on 10 March 2026 and preuve.ai under the new name on 21 April 2026. [10, 11]
  8. June 2026AUS$2,841, the best month since February. [1]
  9. July 2026CThird edition of the company's benchmark: of 6,000+ anonymized ideas, 17.5% score 70 or more. [5]
  10. 1 October 2026CEvery new Founder Report includes three months of Sentinel re-scans. [4]
  11. 12 October 2026ALast revenue sync: US$30,168 in total. The Dodo Payments API key expires the same day. [1]
  12. November 2026CUS$59 report, packs, a US$499 founder-built investor package and an AppSumo lifetime deal until 3 January 2027; every report runs on Claude Opus 5.5. [4, 5]
03

Why did Preuve AI work?

Four causes, in the order they mattered. Each one is a reusable lesson.

01

A score that can say no

The marketing is built against AI tools that praise every idea. The home page compares a typical validator, where the median idea scores about 78, with Preuve's own benchmark, where the median is 54 and only 17.5% reach the GO line of 70. A buyer who wants a hard answer is the target.

02

Retrieve first, then let the model write

Ten agents search live sources in parallel, junk is filtered out, and only the retrieved facts go to the model. The company says that standard code handles the fixed calculations, that the scoring model runs several times until the verdict agrees, and that each key claim links to its source.

03

One payment instead of a subscription

The first site sold one report for US$49 with the line "Why no subscription? Because you're validating one idea". The pricing page now lists US$59, with packs down to US$34.90 a report. Since October 2026 three months of alerts come inside the report, and TrustMRR shows no active subscription.

04

Search pages and comparison pages

The founder lists SEO and a blog as the marketing channels on TrustMRR. The site has comparison pages against 21 other tools, a free-tools section, an llms.txt file and an agent API.

How it was built

These details come from the company's own pages and the founder-written part of its TrustMRR profile. They are grade C, except the payment connection and the GitHub activity, which TrustMRR reads directly. [1, 3, 4, 5]

  • Frontend in Next.js; hosting and network on Vercel and Cloudflare, as listed in the TrustMRR tech stack.
  • Payments through Stripe and Dodo Payments, both read by TrustMRR through API keys.
  • Every paid report runs on Claude Opus 5.5 from Anthropic, and the verdict is cross-checked across several runs.
  • Ten agents in parallel: market analyst, competitor scout, community researcher, financial analyst, real-time news scanner and a cross-validator that checks every claim.
  • Sources named by the company: Crunchbase, Google Trends, G2, Capterra, Product Hunt, Reddit, Quora, public pricing pages, app stores and others.
  • An MCP server and an API let users run scans from Claude, Cursor and Codex; agencies get a white-label version under their own brand.
  • TrustMRR shows 7,462 contributions in the last year in the connected GitHub repository.

Tools named in the sources

Each one opens its page in the Tools tab, with every story that uses it.

04

Who tried this before Preuve AI, and why did they fail?

Four companies in our database of failed startups sold data, research or feedback to people who wanted to know whether a market or an idea was worth their money, and failed. The values below are from that database and are not independently verified.

Died 2012 to 2019Burned US$17.7M

Mattermark

The promise

Private-company data and growth signals for investors and sales teams.

Why it died

It could not beat CB Insights, its costs grew with its data, and cheaper AI tools took its buyers.

Competition
Died 2011 to 2015Burned US$12.5M

Thumb

The promise

Instant opinions from a crowd of users to help people decide.

Why it died

Large social networks gave the same feedback for free, and it found no way to make money.

Competition
Died 2014 to 2022Burned US$14M

Metigy

The promise

Machine-learning marketing advice for small businesses that could not hire a marketing team.

Why it died

The small businesses wanted the work done for them, not recommendations, and the generic advice went unused.

No Market Need
Died 2012 to 2015Burned US$2.5M

SellanApp

The promise

A marketplace that matched people with app ideas to developers and backers.

Why it died

The three-sided marketplace was too complex, and simpler do-it-yourself app builders took its users.

Competition

The failed startups come from our database of 1,749 dead startups, retold here in our own words. Its entries are AI-assisted summaries of public sources, so these cards carry no evidence grade.

What changed

Mattermark and Thumb sold the same thing that Preuve sells, an outside view of whether something is worth doing, and both raised more than US$12 million, according to the database. Metigy sold AI advice to small businesses and found that they wanted the work done, not advice.

Preuve does not own its data. It reads public sources at the moment of the request and has a model write the report, so it needs no database of its own and one person can run it. Its answer to Metigy's problem is a report that ends in a plan and pivots, plus an optional paid package in which the founder builds the investor deck himself. Its risk is the reverse of Mattermark's: the data and the models are open to every competitor, so the difference has to come from the method and the price.

05

Can one person copy Preuve AI now?

Yes, with a different niche.

Nothing in this business needs a team or capital: public sources, a strong model, a fixed price per report and search pages. The difficulty is the market. Many AI idea validators already exist, Preuve names six competitors on its own about page, and its revenue fell after the launch months. A copy works better for a narrow buyer that the general tools do not serve.

Where it is still open: Validation reports for one industry or one buyer: restaurants, clinics, app-store apps, physical products, or the investment committees of small funds.

  1. 1Pick a decision that buyers make once and fear getting wrong, and sell one report for it at a fixed price.
  2. 2Retrieve live sources first and let the model write only from them, with a link for every claim.
  3. 3Give a free short version that can say no, so that the paid report is trusted.
  4. 4Write comparison and search pages against each named competitor, and offer a white-label version to consultants.

What could go wrong for Preuve AI?

The risks are the mirror image of the causes above.

Revenue before the stated launch

TrustMRR shows US$8,950 in December 2025, the best month, but the about page says the company launched in January 2026. The archived site of 7 January 2026 already sold a US$49 report and had a "© 2025" footer, so sales may have started in December. The business that sells the product is the founder's sole proprietorship, registered on 5 February 2022 with the activity code 70.22Z (business and management consulting), and he worked as a freelance consultant before; no source says whether all revenue in the connected Stripe and Dodo Payments accounts comes from the product. Without December 2025 the verified total is US$21,218 (calculated).

Revenue fell after the first three months

About 64% of the US$30,168 came from December 2025 to February 2026. From March to September 2026 TrustMRR shows US$679 to US$2,841 a month, and the last stored 30-day growth is -29.7%. The Dodo Payments API key expired on 12 October 2026, so no later revenue is visible; the AppSumo lifetime deal of November 2026 is sold on appsumo.com, and the profile does not say whether such sales reach the connected accounts.

A human service inside a software product

The US$499 Investor-Ready Package is "founder-built and reviewed"; the about page says that with it "you are hiring the founder". It has no refund once delivered. The reports themselves are made by the AI pipeline ("the pipeline is 100% AI"). The revenue split between reports and this package is not published.

Trust signals that were not checked

Most testimonials give a first name or initials only, such as "Larry T." and "Michel J.". The about page shows "5/5 from 20 verified reviews (Trustpilot, AppSumo, Product Hunt, TAAFT)"; these reviews were not read for this page, and Aiolum does not fetch trustpilot.com. The site counts "276 + customers", while the founder-written TrustMRR field estimates 235 users. The pricing page says of its startup-credit list that "these programs rarely say no". The same testimonials are worded differently on the home page and the about page: Michel J. is quoted with "Competitors, pivot recommendations, MRR estimator" on the home page and "Market research, elevator pitch, competitors, pivot recommendations" on the about page.

Data from other people's websites

Reports draw on Reddit, Quora, X, G2, Capterra, Trustpilot, Crunchbase and "hiring signals at rivals" from LinkedIn, according to the home page. The pages do not say whether these are read through licensed APIs or as public pages. The "50 simulated buyers" are AI personas, which the pricing page labels "Simulated, not real people".

One model provider

The home page says that every report runs on Claude Opus 5.5 from Anthropic, and the TrustMRR profile says "Powered by Claude Opus 5.5 and latest SOTA models". A price change, a limit or an outage at Anthropic reaches every report. The about page says that the AI providers it uses do not train on customer ideas.

Competition

Two similar stories on this site are DimeADozen, AI research reports on business ideas, sold for US$150,000 in September 2023 (grade C), and FounderPal, AI marketing strategies, with US$203,000 in total revenue by October 2026 (grade A); Preuve's about page names IdeaProof, ValidatorAI, DimeADozen, VenturusAI, Gaplyze and ChatGPT as competitors.

Sources

The grade next to each source is the best grade that the source can support. "Read in full" means that the text of the page was downloaded and the numbers were checked in it.

  1. A TrustMRR: Preuve AI profile, revenue synced 12 October 2026
    Read the markdown profile in full (downloaded 8 November 2026). The revenue table, daily and monthly timeline, MRR and subscriptions come from the Stripe and Dodo Payments API keys (grade A); the GitHub activity comes from the connected repository; the description, founding date, funding, user estimate, tech stack, channels and model line are founder-written (grade C).
  2. A Annuaire des entreprises, API Recherche d'entreprises (French government register): SIREN 910 555 010
    Read the JSON record (8 November 2026). The SIREN is the one printed on preuve.ai/legal. Individual entrepreneur (nature juridique 1000), created 2022-02-05, main activity 70.22Z, active; name and address not published (non-diffusion).
  3. C Preuve AI: About Preuve AI: Who Built It and Why, last updated November 2026
    Read in full (8 November 2026). Source for the launch date, the former name, the founder and his background, the one-person team, funding, customer and review counts, the competitors and the investor package.
  4. C Preuve AI Pricing: Free Idea Validation, $59 Report, last updated November 2026
    Read in full (8 November 2026). Source for the prices, packs, guarantee, Sentinel, the simulated buyers, the AppSumo deal and the startup-credit claim.
  5. C Preuve AI home page: AI Startup Idea Validator in 60s - Real Data, Not Opinions
    Read in full (8 November 2026). Source for the model, the agents, the sources scanned, the benchmark, the testimonials and the customer count.
  6. C Internet Archive copy of testyouridea.app, 7 January 2026: Test Your Idea – Find Out If Anyone Will Pay Before You Build
    Read in full. The earliest archived copy of the site under its first name. Source for the first price, the founder line and the 2025 copyright line.
  7. C Preuve AI llms.txt
    Read the opening and the link list (8 November 2026). Source for the company's Product Hunt profile link.
  8. C Database of failed startups, local export
    Local export. AI-written summaries, not independently verified. Source for the failed predecessors.
  9. C Preuve AI: Legal Notice (Mentions légales / Imprint), last updated 14 August 2026
    Read in full (8 November 2026). Source for the publisher, his micro-entreprise status, the SIREN and the hosts.
  10. C Internet Archive copy of testyouridea.app, 10 March 2026: TestYourIdea - Validate Your Startup Idea Before You Build
    Read the title, header and footer. The last archived home page under the old name.
  11. C Internet Archive copy of preuve.ai, 21 April 2026: Validate Your Business Idea in 60s - Real Data, Not Opinions
    Read the title and header. The first archived copy of preuve.ai.

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