AI Founders and VCs Under Fire for Using Inflated Revenue Metrics to Boost Valuations
Startups are allegedly labeling committed but uncollected revenue as annual recurring revenue to meet growth expectations, a practice described by some as a scam.
Primary source: TechCrunch AI. Full source links and update notes are below.
Fast summary
Start here
- AI startups are reportedly substituting Contracted ARR (CARR) for standard Annual Recurring Revenue (ARR) in public disclosures.
- High-profile companies have claimed milestones like $100 million in ARR while having only a fraction of that in paying users.
- Venture capitalists are often aware of and support these inflated metrics to secure favorable media coverage and higher valuations.

What happened
Industry leaders and investors are sounding the alarm on a growing trend of revenue inflation within the artificial intelligence sector. Startups are reportedly using aggressive accounting definitions to announce record-breaking annual recurring revenue (ARR) figures that do not accurately reflect their current cash flow or customer implementation status.
What's new in this update
Scott Stevenson, CEO of legal AI startup Spellbook, recently characterized the practice as a huge scam supported by large venture funds to manipulate public relations coverage. His public criticism has drawn significant engagement from high-profile investors and founders, highlighting a rift in the industry over how growth should be measured during the current generative AI boom.
Key details
The primary tactic involves reporting Contracted ARR (CARR) as standard ARR. While ARR typically represents money from active, paying customers, CARR includes revenue from signed contracts where products have not yet been implemented. In some cases, CARR can be 70% higher than actual ARR, and significant portions of these contracts may never materialize if trials are canceled or implementation fails. Several investors confirmed knowledge of at least one enterprise startup claiming over $100 million in ARR despite only a fraction coming from live paying customers.
Background and context
ARR became the standard metric for cloud-based companies because it reflects predictable, recurring income. Unlike revenue tracked by Generally Accepted Accounting Principles (GAAP), ARR is not formally audited, giving startups leeway in how they present their growth metrics. Bessemer Venture Partners previously warned that CARR requires adjustments for churn and downsell, yet sources indicate these adjustments are often ignored in public announcements to keep up with competitors.
What to watch next
As scrutiny increases, industry observers are looking to see if major accelerators and venture firms will enforce stricter reporting standards for AI companies. There is also potential for a market correction if startups that raised capital based on committed revenue fail to convert those contracts into actual, audited cash flow.
Why it matters
Inflated revenue metrics distort the true health of the AI sector, potentially leading to mispriced valuations and a lack of transparency for future investors.
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