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AI startups inflate ARR metrics with VC complicity, insiders reveal

other · 2026-05-22

Scott Stevenson, CEO of legal AI startup Spellbook, publicly accused AI startups of inflating annual recurring revenue (ARR) figures, calling it a "huge scam." His tweet drew over 200 reshares and comments from investors and founders. TechCrunch interviewed over a dozen sources who confirmed that fudged ARR is common. The main tactic is substituting "contracted ARR" (CARR) for ARR, counting revenue from signed but not yet onboarded customers. One VC reported seeing companies where CARR is 70% higher than ARR. A former employee said a startup counted a yearlong free pilot as ARR, with board knowledge. Another source described a $50 million claimed ARR versus $42 million actual. Some founders use annualized run-rate revenue, extrapolating short-term usage-based revenue. Investors often turn a blind eye to inflate valuations and attract talent. Jack Newton of Clio noted VCs look the other way. Michael Marks of Celesta Capital said higher valuations increase incentives. Hemant Taneja of General Catalyst expects startups to grow from 1 to 20 to 100 in ARR. Ross McNairn of Wordsmith called the practice short-sighted. Alex Cohen of Hello Patient said the headlines feel fake. Some startups prioritize transparency for future public markets.

Key facts

  • Scott Stevenson, CEO of Spellbook, called ARR inflation a 'huge scam' on X.
  • Stevenson's tweet received over 200 reshares and comments from investors and founders.
  • TechCrunch interviewed over a dozen founders, investors, and finance professionals.
  • Sources confirmed fudged ARR is common among AI startups.
  • The main tactic is substituting 'contracted ARR' (CARR) for ARR.
  • CARR counts revenue from signed but not yet onboarded customers.
  • One VC reported companies where CARR is 70% higher than ARR.
  • A former employee said a startup counted a yearlong free pilot as ARR, with board knowledge.
  • Another source described a $50 million claimed ARR versus $42 million actual.
  • Some founders use annualized run-rate revenue, extrapolating short-term usage-based revenue.
  • Investors often turn a blind eye to inflate valuations and attract talent.
  • Jack Newton of Clio said VCs look the other way when companies inflate numbers.
  • Michael Marks of Celesta Capital said higher valuations increase incentives to inflate.
  • Hemant Taneja of General Catalyst expects startups to grow ARR from 1 to 20 to 100.
  • Ross McNairn of Wordsmith called the practice short-sighted and bad hygiene.
  • Alex Cohen of Hello Patient said the headlines feel fake to insiders.

Entities

Institutions

  • Spellbook
  • TechCrunch
  • Clio
  • Y Combinator
  • Bessemer Venture Partners
  • Celesta Capital
  • General Catalyst
  • 20VC
  • Wordsmith
  • Hello Patient

Sources