For years, the private market has had little clarity on how to price the AI companies now riding a wave of unprecedented growth. And for better or worse, Anthropic is about to change all of that with its Wall Street debut coming in November.
On the upside, it’s going to be a whole new ballgame for investors when it comes to price transparency after making the best of the private market’s opaque means of valuation.
Whether in primary funding rounds or in trading secondhand shares, private investors today rely on intricate channels and negotiation to reach consensus on valuing any company, let alone on those in the fast-moving AI industry category of frontier labs. Daily, real-time data and regular financial reporting by a market leader will set a new standard, despite economics that are still untested.
On the other hand, the sudden unleashing of publicly available data and analysis also raises the stakes, putting pressure on the AI companies to keep up. Expectations will be much higher, and they will come from a vastly larger contingent: the broader investing public.
With the arrival of information on business performance—and novel metrics to gauge them—AI founders face a higher bar and much greater scrutiny about their inner workings. Among the next wave of companies are OpenAI, Mistral, Scale AI, Thinking Machines Lab, Cohere and Safe Superintelligence.
Anthropic kicked off its public disclosures through its IPO filing this week, sparking a wave of commentary, speculation and debate.
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For the still-emerging cohort of frontier AI labs, one of the most pivotal performance indicators will be their ability to churn out new releases of large language models. Analysts and investors will judge their models by how much customers use them, which in turn goes into training future models.
Anthropic’s value depends heavily on businesses’ adoption of Claude, its frontier AI platform, making the company vulnerable to rivals’ new model releases, as customers can experiment with alternatives and reduce consumption even without fully terminating contracts. Anthropic’s IPO filing said it had nearly 12,000 customers with revenue of $100,000 or more as of Sept. 30.
The company’s share price is apt to fluctuate with each new model, which Anthropic releases about twice a year.
“So that means that every pre-IPO company will get judged relative to the performance of Anthropic’s model, which means there’s going to be a lot more focus on how they train it and who they’re distributing through,” said senior analyst Harrison Rolfes, who covers AI for PitchBook.
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This scrutiny, he added, puts a kind of follow-the-leader pressure on Anthropic’s rivals, but it also gives them an opportunity to observe and match what the leader is doing quarter to quarter.
Another crucial yardstick in the industry will be how efficiently companies can manage their all-important computational resources, or “compute” in AI parlance. Anthropic and its peers already have pledged to invest hundreds of billions of dollars in coming years to build the specialty chips, networking equipment and computing services at the foundation of the industry—capital outlays that are unmatched in history.
Anthropic has already committed at least $855 billion to compute and infrastructure, Rolfes noted, counting data center leases that haven’t yet started, minimum purchase commitments and agreements signed after June 30. Most of that total is owed under fixed or minimum terms.
“If investors use Anthropic as the yardstick for the next group of labs, one of two things happens,” Rolfes said. “Expectations for those companies come down, or the market decides Anthropic’s valuation assumed too much.”
One of the other ways that Anthropic’s public listing matters: Like SpaceX before it, the stock will likely be added soon to key market indexes such as the Nasdaq 100 to reflect widely held equities. Anthropic already is a component of the Morningstar PitchBook US Modern Market 100 Index, which was built to accurately capture the breadth of equities—public and private—that track today’s economy.
Bids on Anthropic’s privately traded stock in the secondary market have gone as high as $2 trillion and then down to a more recent range of $1.5 trillion to $1.8 trillion. Trade execution of the stock has been limited because of the company’s transfer restrictions, so having a public price will bring fresh clarity, said Adam Crawley, co-founder of Augment Markets, a pre-IPO marketplace.
“The institutional market is pretty sophisticated,” Crawley said. “But there is that information gap, which allows opportunity.”
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