Opus 4.7vsGemini 3.1 Pro Preview

Across 12 shared benchmarks, Opus 4.7 leads overall: Opus 4.7 wins 6, Gemini 3.1 Pro Preview wins 5, with 1 ties and an average score difference of +2.02.

Anthropic
Opus 4.7

Anthropic · 2026-04-16 · Reasoning model

Google Deep Mind
Gemini 3.1 Pro Preview

Google Deep Mind · 2026-02-20 · Multimodal model

Opus 4.76 wins(50%)Ties1(42%)5 winsGemini 3.1 Pro Preview

Benchmark scores

Grouped by capability, sorted by largest gap within each. 12 shared benchmarks.

General Knowledge

Gemini 3.1 Pro Preview 3/5
BenchmarkOpus 4.7Gemini 3.1 Pro PreviewDiff
HLE54.708 / 157Extended (with tools)51.4015 / 157Thinking High (With Tools)+3.30
ARC-AGI-275.809 / 59最高(无工具)77.107 / 59Thinking High (No Tools)-1.30
MMLU91.506 / 65Normal (No Tools)92.603 / 65Thinking High (No Tools)-1.10
GPQA Diamond94.204 / 178Extended (no tools)94.303 / 178Thinking High (No Tools)-0.10
ARC-AGI-305 / 6Thinking High (No Tools)03 / 6Thinking High (No Tools)

AI Agent - Tool Usage

Even 2/2
BenchmarkOpus 4.7Gemini 3.1 Pro PreviewDiff
TerminalBench 2.169.708 / 13Thinking High (With Tools)70.707 / 13Thinking High (With Tools)-1
Terminal Bench 2.069.406 / 46Extended (with tools)68.508 / 46Thinking High (With Tools)+0.90

Coding and Software Engineer

Opus 4.7 2/2
BenchmarkOpus 4.7Gemini 3.1 Pro PreviewDiff
SWE-Bench Pro - Public64.304 / 43Extended (with tools)54.2023 / 43Thinking High (With Tools)+10.10
SWE-bench Verified87.605 / 108Extended (with tools)80.6010 / 108Thinking High (With Tools)+7

Math and Reasoning

Opus 4.7 2/2
BenchmarkOpus 4.7Gemini 3.1 Pro PreviewDiff
FrontierMath43.806 / 60极高强度思考(无工具)36.9011 / 60Thinking High (No Tools)+6.90
FrontierMath - Tier 422.9012 / 80极高强度思考(无工具)16.7020 / 80Normal (No Tools)+6.20

AI Agent - Information Search

Gemini 3.1 Pro Preview 1/1
BenchmarkOpus 4.7Gemini 3.1 Pro PreviewDiff
BrowseComp79.3013 / 45Extended (with tools)85.903 / 45Thinking High (With Tools + Internet)-6.60

Specs

FieldOpus 4.7Gemini 3.1 Pro Preview
PublisherAnthropicGoogle Deep Mind
Release date2026-04-162026-02-20
Model typeReasoning modelMultimodal model
ArchitectureDenseDense
ParametersNot availableNot available
Context length1000K1M
Max output128K32K

API pricing

Prices use DataLearner records when available; missing fields are not inferred.

ItemOpus 4.7Gemini 3.1 Pro Preview
Text input$5 / 1M tokens$2 / 1M tokens
Text output$25 / 1M tokens$12 / 1M tokens
Cache read$0.5 / 1M tokensNot public
Cache write$6.25 / 1M tokensNot public

Summary

  • Opus 4.7leads in:Coding and Software Engineer (2/2), Math and Reasoning (2/2)
  • Gemini 3.1 Pro Previewleads in:General Knowledge (3/5), AI Agent - Information Search (1/1)
  • Tied in:AI Agent - Tool Usage

On average across the 12 shared benchmarks, Opus 4.7 scores 2.02 higher.

Largest single-benchmark gap: SWE-Bench Pro - Public — Opus 4.7 64.30 vs Gemini 3.1 Pro Preview 54.20 (+10.10).

Page generated from structured model, pricing and benchmark records. No real-time LLM is used to write the prose.