The Known Good Updated 25 Jul 2026
claude-3-7-sonnet-20250219 vs Google: Gemini 3.1 Pro Preview ·Anthropic vs Google

claude-3-7-sonnet-20250219 vs Google: Gemini 3.1 Pro Preview — head-to-head comparison

claude-3-7-sonnet-20250219 profile Google: Gemini 3.1 Pro Preview profile All comparisons
claude-3-7-sonnet-20250219 — Anthropic
Quality
#23 of 61
70based on 4 of 6 evaluations
Known Good Index
Speed
unranked
Output tokens per second
Price
unranked
Blended per 1M tokens
Cache hit price
unranked
per 1M tokens
Context
unranked
tokens
Google: Gemini 3.1 Pro Preview — Google
Quality
#2 of 61
96based on 4 of 6 evaluations
Known Good Index
Speed
#42 of 316
104.3
Output tokens per second
Price
#287 of 340
$4.50
Blended per 1M tokens
In $2.00 · Out $12.00
Cache hit price
#140 of 206
$0.20
per 1M tokens (−90%)
Context
#22 of 345
1.05M
tokens (~1,600 pages)
Summary

On the Known Good Index, claude-3-7-sonnet-20250219 scores 70 and Google: Gemini 3.1 Pro Preview scores 96 — a 26-point lead for Google: Gemini 3.1 Pro Preview. They share 2 published evaluations, with claude-3-7-sonnet-20250219 ahead on 0 and Google: Gemini 3.1 Pro Preview ahead on 2.

Published pricing is tracked for Google: Gemini 3.1 Pro Preview only, at $4.50 per 1M tokens blended.

claude-3-7-sonnet-20250219 is proprietary; Google: Gemini 3.1 Pro Preview is proprietary. 2 tracked hosts serve one or both.

Generated from tracked data on 25 Jul 2026 · how these comparisons are computed →

At a glance
Metricclaude-3-7-sonnet-20250219Google: Gemini 3.1 Pro Preview
Known Good Index 70 based on 4 of 6 evaluations 96 based on 4 of 6 evaluations
Blended $/1M $4.50
Output tok/s 104
Context window 1.05M
Providers 0 2
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Quality

Known Good Index and the capability indices, side by side

IndicesComponents
Index scores

Each index is min-max normalised across tracked models and scaled 0–100 from published evaluations. We do not run these evaluations.

Metricclaude-3-7-sonnet-20250219Google: Gemini 3.1 Pro Preview
Known Good Index 70 96
Coding Index 71
Mathematics Index 72 96
Science Index 78 99
Reasoning Index 84 100
Agentic Index 57 88
Openness Index 5 5
The Known Good

Quality Breakdown

Every evaluation both models report a published score for

Evaluations both models report

Bar = claude-3-7-sonnet-20250219 · marker = Google: Gemini 3.1 Pro Preview · scores ingested from Epoch AI (CC-BY 4.0)

GPQA Diamond77 / 94
MATH / AIME53 / 96

Right-hand figures read claude-3-7-sonnet-20250219 / Google: Gemini 3.1 Pro Preview. claude-3-7-sonnet-20250219 leads on 0 of 2, Google: Gemini 3.1 Pro Preview on 2.

The Known Good

Arena Elo

Human preference rating from blind pairwise votes

Arena ratings

Elo from blind pairwise votes, ingested from Arena. Higher is better.

Metricclaude-3-7-sonnet-20250219Google: Gemini 3.1 Pro Preview
Text Arena 1,299 1,479
Text Arena (style controlled) 1,371 1,486
The Known Good

Price & Cost

Published API pricing by token type

Per token typeCache discount
Published pricing

USD per 1M tokens. Blended is a 3:1 input:output mix. Live from OpenRouter, cross-checked against models.dev. Lower is better.

Metricclaude-3-7-sonnet-20250219Google: Gemini 3.1 Pro Preview
Input $/1M $2.00
Output $/1M $12.00
Blended $/1M $4.50
Cache read $/1M $0.200
The Known Good
We publish blended price rather than cost-per-task. Cost-per-task requires token counts from an evaluation suite we do not run. Blended price is computed from published rates and is fully reproducible — see the pricing methodology.

Context Window

Maximum input accepted and maximum output emitted

Context and output limits

Provider-declared limits, from metadata via models.dev and OpenRouter. Higher is better.

Metricclaude-3-7-sonnet-20250219Google: Gemini 3.1 Pro Preview
Context window 1.05M
Max output tokens 66k
The Known Good

Speed & Latency

Median throughput and time to first token across hosting providers

Output speedTime to first token
Throughput and latency

Medians across all tracked providers, derived from OpenRouter endpoint telemetry.

Metricclaude-3-7-sonnet-20250219Google: Gemini 3.1 Pro Preview
Output tokens/s 104
Time to first token 2.9s
The Known Good

Providers

Which hosts serve each model, and at what price and speed

2 hosts
Full provider benchmarks →
Provider claude-3-7-sonnet-20250219 blendedclaude-3-7-sonnet-20250219 tok/s Google: Gemini 3.1 Pro Preview blendedGoogle: Gemini 3.1 Pro Preview tok/s
Google AI Studio $2.25 163
Google · first party $2.25 99

Per-host pricing and telemetry from OpenRouter. A dash means that host does not serve that model.

The Known Good
Sources for this page
Pricing & providers — OpenRouter Metadata — models.dev Benchmarks — Epoch AI (CC-BY 4.0)Elo — Arena Full attribution →