An auditor paid by the audited. Accounting has known this problem for a long time.
Anthropic itself writes in the announcement that there is no settled system for funding independent evaluation. And pays anyway, with an explanation.
Fact
The facts: on 18 September 2026 Anthropic announced a partnership with Accenture on independent embedded evaluation of its frontier models. Per the company, this is a step towards the commitment in its CEO's essay “We Must Pace the Frontier”. The work will be led by Faculty, Accenture's specialist AI business, and includes red teaming and evaluating the models, alignment assessments and tests of safeguards. Embedded evaluators will work inside the company with access comparable to an employee's: they will watch models take shape in training, follow the decisions about building and deploying them, speak directly to employees and be able to report incidents. Anthropic and Accenture each expect to invest at least $1 billion in this capacity over five years. Anthropic pays for Accenture's work directly, while writing that in the long term funding should come from pooled or government sources, which do not exist today. The company is in talks with METR and other nonprofits on pilots with their own funding. The partnership is non-exclusive. Anthropic notes that there are as yet no standards for what embedded evaluators should see or how they should report.
Why it makes sense anyway
An outside evaluator has so far worked from outside, without employee-level access. An embedded one sees the path: how the model takes shape in training, the decisions around release, the conversations with the people inside.
The outsider sees the product. The insider sees the company.
The weak spot is visible in the announcement itself: the money comes from the one being checked. The talks with METR about pilots with their own money are the right direction, but for now they are talks, with no signature and no date.
The whole idea will prove itself with the first report an embedded evaluator publishes that Anthropic does not like. If one comes out, the system works.
Official primary sources
Anthropic - Partnering with Accenture on embedded evaluation, 18.09.2026The visual is generated code-art, no third-party images.