Very unlikely that the article is wrong. the 4.7 intelligence bump is not that big, plus most of the token spend is in inputs/tool calls etc, much of which won't change even with this bump.

IMO, you're incorrect:

1. In my own use, since 1 Apr this month, very heavy coding:

> 472.8K Input Tokens +299.3M cached > 2.2M Output Tokens

My workloads generate ~5x more output than input, and output tokens cost 5x more per token... output dominates my bill at roughly 25x the cost of input. (Even more so when you consider cache hits!) If Opus 4.7 was more efficient with reasoning (and thus output), I'd likely save considerable money (were I paying per-token).

2. Anthropic's benchmarks DO show strictly-better (granted they are Anthropic's benchmarks, so salt may be needed) https://www.anthropic.com/_next/image?url=https%3A%2F%2Fwww-...