Dr. Chan Ahn, founder of Tessera PE, identifies "revenue quality" as the primary structural risk for Anthropic ahead of its initial public offering. He argues that a mismatch between fixed contractual costs and usage-based revenue could undermine the company's valuation.

Ahn, a former executive at Goldman Sachs and JPMorgan, told Benzinga that Anthropic's cost structure relies on long-term contracts while its revenue is metered and continuously repriced based on volume and unit price without contractual terms. This dynamic creates vulnerability to demand fluctuations.

Structural Mismatch in Business Model

The core concern lies in Anthropic's fixed commitment of roughly $1.25 billion per month running until May 2029. This amounts to approximately $15 billion annually, representing close to 30% of the company's estimated 2026 revenue. The commitment is owed to Space Exploration Technologies Corp. (NASDAQ: SPCX), which acquired xAI and is a direct competitor.

Ahn compares this situation to the long-haul bandwidth build-out from 1999 to 2002. During that period, fixed capacity commitments were sized to extrapolated demand curves, but unit prices deflated as capacity arrived faster than traffic. He warns that a similar scenario could turn Anthropic's capacity commitments into stranded costs.

Regulatory Disruption Risks

Regulatory actions pose an immediate threat to Anthropic's revenue stream. In June, U.S. export controls temporarily pulled two of Anthropic's leading models offline for 19 days. This episode reportedly slowed revenue growth before recovery, highlighting the fragility of a usage-based model where demand can be interrupted quickly while fixed obligations remain unchanged.

"A contracted enterprise book does not bend inside nineteen days. A metered service with cancellable demand does. The obligation, meanwhile, did not move at all," Ahn stated.

What the Numbers Show

The data reveals a significant dependency on a single counterparty for cost coverage relative to projected top-line growth. With the $15 billion annual commitment to SpaceX constituting nearly 30% of estimated 2026 revenue, any disruption in usage-based income directly impacts the ability to service these fixed liabilities. Furthermore, the disparity between the $65 billion annualized revenue run rate and a projected Q2 operating margin of just 5.1% underscores the pressure on profitability despite high volume.

Valuation Reality Check

Anthropic faces a reported valuation of $2 trillion. Ahn estimates the company would need roughly $725 billion in revenue by 2036 to justify this figure, or approximately $950 billion under a higher discount rate. While the annualized revenue run rate has surged to $65 billion, profitability remains constrained.

He points to SpaceX's post-IPO experience as a warning, noting that public markets impose greater earnings scrutiny than private investors. Ahn suggests that Anthropic's valuation is largely a bet on the broader AI sector, with enterprise workflows offering more durable advantages than model leadership alone.

Market Context

Reports suggest Anthropic is preparing to target a potential revenue opportunity exceeding $30 trillion, surpassing SpaceX's estimated $28.5 trillion market opportunity. The company could seek to raise as much as $100 billion and is expected to file IPO disclosure documents in the coming weeks. A public listing is possible as early as September or October.

Anthropic abandoned its planned $7 billion acquisition of MatX, according to sources familiar with the matter. The deal was reportedly in progress before being called off.

Deal Details

The proposed transaction valued MatX at $7 billion. Sources indicate that Anthropic had actively planned the purchase but ultimately decided to abandon the deal.

No further financial terms or operational details regarding the termination were disclosed in the report.