Investor: Model companies pay benchmark firms to test multiple versions pre-launch

deedydas · x · 2026-10-01

Investor deedy reveals that most if not all model companies pay benchmark firms to test their models — and multiple versions of them — ahead of launch, which is how benchmarking companies make money.

On pricing, he argues the exact number matters less than landing within roughly ±25% of the frontier range. The metric is gameable via arbitrarily high pricing, and companies can't skip benchmarking without counter-signaling. But if a company prices at the frontier and sees meaningful usage uptick, he buys that it's a good model.

Related event: Investor Deedy Says AI Benchmarks Are Gamed—Trust Pricing Instead(5 posts)→

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