Head-to-head comparison across 2benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Claude Opus 4.7 (Adaptive)
86
Gemini 3.1 Pro
93
Verified leaderboard positions: Claude Opus 4.7 (Adaptive) #8 · Gemini 3.1 Pro unranked
Pick Gemini 3.1 Pro if you want the stronger benchmark profile. Claude Opus 4.7 (Adaptive) only becomes the better choice if you want the stronger reasoning-first profile.
Reasoning
+1.3 difference
Multimodal
+40.3 difference
Claude Opus 4.7 (Adaptive)
Gemini 3.1 Pro
$5 / $25
$2 / $12
N/A
109 t/s
N/A
29.71s
1M
1M
Pick Gemini 3.1 Pro if you want the stronger benchmark profile. Claude Opus 4.7 (Adaptive) only becomes the better choice if you want the stronger reasoning-first profile.
Gemini 3.1 Pro is clearly ahead on the provisional aggregate, 93 to 86. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Gemini 3.1 Pro's sharpest advantage is in multimodal & grounded, where it averages 83.9 against 43.6. The single biggest benchmark swing on the page is ARC-AGI-2, 75.8% to 77.1%.
Claude Opus 4.7 (Adaptive) is also the more expensive model on tokens at $5.00 input / $25.00 output per 1M tokens, versus $2.00 input / $12.00 output per 1M tokens for Gemini 3.1 Pro. That is roughly 2.1x on output cost alone. Claude Opus 4.7 (Adaptive) is the reasoning model in the pair, while Gemini 3.1 Pro is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use.
Gemini 3.1 Pro is ahead on BenchLM's provisional leaderboard, 93 to 86. The biggest single separator in this matchup is ARC-AGI-2, where the scores are 75.8% and 77.1%.
Gemini 3.1 Pro has the edge for reasoning in this comparison, averaging 77.1 versus 75.8. Inside this category, ARC-AGI-2 is the benchmark that creates the most daylight between them.
Gemini 3.1 Pro has the edge for multimodal and grounded tasks in this comparison, averaging 83.9 versus 43.6. Inside this category, CharXiv is the benchmark that creates the most daylight between them.
For engineers, researchers, and the plain curious — a weekly brief on new models, ranking shifts, and pricing changes.
Free. No spam. Unsubscribe anytime.