Citation Bureau
Vol. I
No. 366
XV SEPTEMBER MMXXVI
Reference

What is Frontier Labs?

Frontier Labs

A frontier lab is one of the few companies developing the most capable AI systems in the world at any given time, such as OpenAI, Google DeepMind, or Anthropic. The thread running through commentary in 2026 is the frontier labs’ dual role as buyers of data and models and as a source of anxiety for enterprises weighing cost, openness, and dependence.

How it developed

  • Jun 2026 - Brendan Foody said the frontier model on Apex scored about 40%, up from 1% twelve months earlier.
  • Jun 2026 - Foody said his firm expanded relationships with all the frontier labs and added $300 million in net new ARR in 60 days.
  • Jul 2026 - Patrick Gray cited well-known companies shifting from the frontier labs to cheaper, good-enough Chinese models.
  • Aug 2026 - Kat Duffy said many frontier labs work with the White House on voluntary model evaluation that manages only cybersecurity risk.
  • Aug 2026 - Harry Stebbings said enterprises he spoke with are terrified of working with both the frontier labs and Chinese open source.
  • Sep 2026 - Yan Liberman said frontier labs must continuously buy new data for each model because they store little themselves.

In the evidence

Every line below is attributed to a named speaker.

By the numbers

Frontier model scores on the Apex benchmark jumped from 1% (o1, 12 months ago) to 40% today, a 40x improvement in one year.

“On Apex, the Frontier model right now is at about 40%. And 12 months ago, the frontier model was 01, which was scoring 1%.”
Brendan Foody · 1 Jun 2026
Contrarian take

The White House voluntary frontier model evaluation process covers only cybersecurity risk, leaving all other AI risk categories unaddressed.

“Currently many of the frontier labs are working with the White House on the so-called voluntary, but a lot of industry will call that not voluntary, model evaluation. And that process and mechanism is solving only a very specific problem, and that is to manage the risk of cybersecurity. It doesn't manage anything else.”
Kat Duffy · 18 Aug 2026
By the numbers

Mercor added $300 million in net new ARR in 60 days after expanding relationships with all Frontier Labs.

“We've expanded our relationships with all of the Frontier Labs and added 300 million in net new ARR in the last 60 days.”
Brendan Foody · 1 Jun 2026
Best explained

Frontier AI labs must continuously repurchase data for each new model because they do not retain large data stores themselves, creating a recurring revenue stream for data suppliers like Grass.

“Their customers are all the frontier labs. So, Frontier Labs need to continuously buy new data for each model because they don't store as much of it themselves.”
Yan Liberman · 14 Sep 2026
Worth quoting

Harry Stebbings on calling open-source models Chinese models as a competitive scare tactic.

“Calling open-source models Chinese models is a scop by the Frontier Labs to basically trick people into thinking that they're scary and otherize them.”
Harry Stebbings · 29 Aug 2026
Best explained

Frontier model labs can rationally slash annualized inference revenue from roughly 480 billion to 120 billion by reallocating compute to training after a research breakthrough, creating extreme revenue volatility risk for public market investors.

“Let's say they have a big research breakthrough and they decide, "Wow, it is to our long-term advantage to go from eight gigs allocated to inference, two gigs allocated to training to 8 gigs on training and then your revenue just went from 480 to 120.”
Martin Casado · 31 Aug 2026
Contrarian take

Large American enterprises are afraid of both frontier lab dependence and Chinese open-source models, creating a vacuum that American open-source models could fill.

“To the enterprises that I've talked with, it is absolutely true. It's not only true that they're terrified of working with the Frontier Labs, but they're also terrified of working with the Chinese open source.”
Harry Stebbings · 3 Aug 2026
Worth quoting

Jack Farley on frontier AI lab IPOs forcing a reckoning between costs and revenue growth.

“Once the Frontier Labs stop juicing their numbers when they're all public, like there's going to be some come to Jesus moments for either cost is going to have to rise to make up for it or you know growth is going to have to come from somewhere.”
Jack Farley · 20 Aug 2026
Contrarian take

Well-known companies are already migrating from Western frontier AI labs to Chinese open-weight models on cost and fitness-for-purpose grounds, not just for experimentation.

“There's examples of well-known companies that have shifted from the Frontier Labs to Chinese models because they're cheaper to run. and good enough.”
Patrick Gray · 30 Jul 2026
Contrarian take

Frontier Labs' FTE program is framed publicly as a sales engineer initiative but is described as actually being designed to extract client data and workflows and embed them directly into the models.

“The FTE program, people thought it was a sales engineers program. It's actually a program to extract data and workflows and implement them inside the models themselves.”
Nathan Labenz · 9 Jul 2026
Citation Bureau · reference note, compiled from attributed expert discussion. Last updated 2026-09-15.