head-to-head

MetricClaude Opus 4.8Gemini 3.1 Pro
SWE-bench Verified~86%80.6%
SWE-bench Pro69.2%54.2%
Terminal-Bench~82.7% (TB2.1)
Input $ / 1M$5
Context1M
Open weightsNoNo
MakerAnthropicGoogle DeepMind

when to pick each

Pick Claude Opus 4.8 if

The hardest agentic refactors and long, autonomous multi-file tasks where every point of accuracy saves a human review cycle.

Pick Gemini 3.1 Pro if

Google's strongest coding model today, with deep Workspace/Cloud integration. (A 3.5 Pro is expected but not shipped.)

Ranked on our AI Coding Leaderboard, updated 2026-07-02. Scores are confirmed against primary sources; prices are per 1M input tokens and can change.

Primary sources