The AI Receipts

Home / Blog

Receipts vs the pitch: how to tell a real AI-money claim from a course pitch

The AI Receipts, published by Bambana LLC · Data checked Oct 28, 2026 · How we verify

Quick answer

A real claim carries a dated evidence label. A course pitch sells a dream. We use four labels — Verified, Public data, Self-reported, Estimate — and the weakest label on a page wins the headline. Across 39 ranked AI businesses (processor data synced in the last 30 days) the median is $22,800 MRR (46 verified total, checked Oct 28, 2026). Below: what each label means, plus one worked example of a public claim.

The four evidence labels

Verified (Receipts)

Payment-processor data (Stripe / RevenueCat) checked by us or a third-party verifier such as TrustMRR.

Public data

Open dashboards, filings, acquisitions or company-published figures. Real, but not checked against a processor.

Self-reported

The founder said it (post, newsletter, interview). We cite it, but have not seen receipts.

Estimate (ours)

Our own modelled number, always shown with the method.

Rule: weakest label wins. If a page mixes Verified MRR with a Self-reported startup cost, the startup cost stays Self-reported and never upgrades the headline. Full methodology.

Worked example: Photo AI at "$86k a month"

A real public claim, not a hypothetical. Founder Pieter Levels publishes Photo AI revenue on his own channels. We read his X bio on Oct 26, 2026: it listed about $86k a month. On Sep 24, 2025 he posted a self-reported $150k record month. On Oct 16, 2026 he said he is open to buyers. Longer write-ups: levels.io. Full sourced timeline on our Photo AI revenue page.

ClaimOur labelSource (dated)
$86k/moSelf-reported@levelsio X bio, read Oct 26, 2026. No processor sync we can re-check.
$150k record monthSelf-reported@levelsio, Sep 24, 2025. Still not processor-verified.
"Open to buyers"Self-reported@levelsio, Oct 16, 2026. Context, not revenue.

What a course pitch usually does instead: quotes a round number with no date, no source URL, and a checkout link for a cohort or PDF. That gets no label here — we don't publish it.

What would move Photo AI to Verified: a live TrustMRR (or equivalent) listing reading Stripe/RevenueCat/Superwall, with a sync date in the last 30 days. Until then it stays Self-reported on every page that mentions it.

How to use this when you see a viral post

  1. Find a date and a primary source URL. No date → treat as rumour.
  2. Ask which label fits. Processor sync → Verified. Filing or company dashboard → Public data. Founder post → Self-reported. Your own math → Estimate.
  3. Ignore any number that only appears next to a course, Discord or "DM me for the system" offer.
  4. Compare against the leaderboard and stats when the model is similar.

Related: How to make money with AI (6 methods) · Is AI passive income real? · Make money with ChatGPT · How we verify.

FAQ

How do you tell a real AI-money claim from a course pitch?

Ask what evidence label it would get. Verified means payment-processor data (Stripe, RevenueCat, Superwall) via a third party like TrustMRR. Self-reported means the founder said it. Anything that ends in "buy my course" without a dated, labelled figure is a pitch, not a receipt.

Is a founder screenshot enough?

No. Screenshots are easy to fake or crop. We only promote a number to Verified when a processor listing (or equivalent) backs it. Founder screenshots stay Self-reported when we cite them at all.

What label would Photo AI's "$86k a month" get?

Self-reported. Pieter Levels publishes that figure on his own site and X bio. We cite it with the date, and we do not promote it to Verified without a processor sync.

Mon/Wed/Fri: 3 AI businesses with real payment data, what each one sells, and what to copy.

Picked from the 46 AI businesses we track. Sign up free to get all 46 as a spreadsheet now, plus every full case study. No card.

Your dataset: 46 verified AI businesses

Download the CSV (MRR, active subscriptions, $/sub, processor, source).

Keep reading