The AI Footprint ← All 134 models

Claude Opus 4.1 vs Claude Opus 4.8

Same standard of work. About 5.0× the energy.

Use this
Anthropic
18.4 Wh
≈ 34 m of driving
Instead of this
Anthropic
92.7 Wh
≈ 171 m of driving

The verdict

Claude Opus 4.8 scores higher than Claude Opus 4.1 on Epoch's Capabilities Index — 157.71 against 144.43, across 58 benchmarks covering coding, agents, long context and writing — while using about 5.0× less energy per answer. In blind head-to-head voting, people rate them 1461 and 1418 respectively.

Side by side

Claude Opus 4.8Claude Opus 4.1
Energy per answer18.4 Wh92.7 Wh
Same carbon as driving34 m171 m
Energy rank104 of 134129 of 134
Capability (science questions)91.073.2
Epoch Capabilities Index157.71144.43
Human vote rating14611418
Votes cast46,77375,897
ConfidenceDay-one estimateDay-one estimate
Released2026-05-282025-08-05

What these figures are

Energy is calculated the same way for every model on this site, from public data and calibrated against laboratory measurement — accurate to roughly a factor of two to three, which is why we only ever state a difference of 5× or more. Capability is a science-question test; the Capabilities Index is a composite over 58 benchmarks; the vote rating comes from blind human comparisons. The full method is here.

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Data built 2026-09-02 · Claude Opus 4.1 in detail · Claude Opus 4.8 in detail · all 134 models · compare any two models yourself