Anthropic ECI (AECI): leaderboard

Anthropic's internal fork of the Epoch Capabilities Index, using IRT over public and internal benchmark results to track Claude capability progression.

Metric: AECI Score. Source: abstatisticalconsulting.substack.com. Saturation forecast: Around June 2027. 10 models tracked.

Top models

#ModelScoreOverall rank
1Claude Mythos Preview159.2#4
2Claude Opus 4.7155.1#49
3Claude Opus 4.6152.1#63
4Claude Opus 4.5149#83
5Claude Sonnet 4.5145.3#142
6Claude Opus 4141.6#163
7Claude 3.7 Sonnet139.2#249
8Claude 3.5 Sonnet132.7#350
9Claude 3 Opus125.7#571

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=anthropic-eci-aeci · How It Works · Data refreshed daily, snapshot 2026-10-20.