The Mechanics of Revenue Inflation

AI startups are frequently misrepresenting their financial health by using "Committed ARR" (CARR) as a proxy for traditional Annual Recurring Revenue (ARR). While ARR represents signed-and-sealed contracts for active services, CARR includes revenue from contracts that have not yet been implemented. This is inherently risky because implementation delays or failures often lead to cancellations before the revenue is ever collected.

Beyond CARR, some companies use "annualized run-rate revenue," which extrapolates current revenue over 12 months based on short-term performance (e.g., a single quarter or month). Because AI products are often usage-based rather than contract-based, this extrapolation is highly volatile and frequently misleading. In extreme cases, companies have been known to count year-long free pilot programs as ARR, despite no money having changed hands.

The Role of VCs in 'Kingmaking'

Investors are often complicit in these exaggerations. By turning a blind eye to inflated public declarations, VCs help their portfolio companies appear as the "undisputed winners" in a category. This narrative-building attracts top-tier talent and enterprise customers who prefer to bet on perceived market leaders.

This behavior is driven by the intense pressure to show hyper-growth. As one investor noted, the expectation for AI startups is to scale from $1M to $100M in ARR at an unprecedented pace. Because many funds have multiple portfolio companies using these same "choppy" standards, there is little incentive for VCs to call out the practice, as doing so would invite scrutiny of their own investments.

The Long-Term Risks of Bad Hygiene

Founders who prioritize transparency warn that this practice is short-sighted. Exaggerating revenue creates a false baseline that becomes difficult to maintain, especially when these companies eventually face the scrutiny of public markets, which value software companies based on audited ARR rather than inflated CARR. Critics argue that using these metrics for short-term PR gains is poor financial hygiene that will eventually lead to valuation corrections when the actual revenue fails to materialize.