AI marketing now runs on numbers outsiders can verify.
Published training-cost price tags and independently scored benchmarks have become the press release, procurement evidence, and even future IPO-disclosure material of the AI industry — vendors now pay third parties to grade them because self-reported capability claims no longer move buyers.
The same conclusion keeps arriving from across the workspace's research — 1 topics independently instantiate this theme. Filter the evidence by where it came from:
A published training price tag becomes the wedge that markets the models against incumbent claims that frontier capability requires billions.
OpenAI's flagship vertical launch outsources its headline quality claim to an independent benchmark rather than self-scoring.
Independent evals now function simultaneously as PR, procurement evidence, and anticipated IPO-disclosure material, with vendors paying to be tested like students paying for the SAT.