All modelsGoogle DeepMind
Gemini 3.1 Pro
Undisputed long-context leader at 2M tokens. Best $/token for batch reasoning.
FrontierProprietary2M contextReleased Mar 2026textvisionaudio-inaudio-outvideocode
API price · per 1M tokens
$2/$12
input / output
≈ $4.50/M blended
Benchmarks
Bar shows this model's score; tick shows the best score across all tracked models for context.
SWE-bench VerifiedReal GitHub issues, human-verified patches. The standard coding-agent benchmark.
80.6/ best 90.1SWE-bench Pro2,294 harder real-world GitHub issues. Where the frontier separates now.
54.2/ best 69.2Terminal-Bench 2.xAgentic command-line workflows — planning, iteration, tool coordination.
70.3/ best 84.0GPQA DiamondGoogle-proof graduate-level science Q&A. General reasoning proxy.
94.3/ best 94.4MMLU-ProMulti-task language understanding across 120+ academic subjects.
87.0/ best 93.0HumanEval+Functional code generation from docstrings.
91.7/ best 96.0MATH-500Competition-style math problems.
90.0/ best 97.8Humanity's Last ExamHardest reasoning benchmark (with tools). ~50% = near frontier.
51.4/ best 57.9AIME 2025American Invitational Mathematics Examination.
88.9/ best 96.5OSWorldReal computer-use tasks across desktop apps.
76.2/ best 83.4