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Claude Sonnet 4vsGPT-5.1

GPT-5.1 leads 2 of 2 shared benchmarks. GPT-5.1 is 1.6x cheaper per token. GPT-5.1 has the larger context window (400K tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
0 – 2
GPT-5.1 leads
Cheaper per token
GPT-5.1
1.6x cheaper, input + output
Larger context
GPT-5.1
400K tokens
Provider uptime (30d)
100% · 94.2446%
Anthropic · OpenAI
Claude Sonnet 4
Anthropic · released 2025-05-22
textvision
Context
200K
Max out
64K
Input /1M
$3
Output /1M
$15
Cached /1M
$0.3
Scores
4 · 4 core
GPT-5.1
OpenAI · released 2025-11-13
textvision
Context
400K
Max out
128K
Input /1M
$1.25
Output /1M
$10
Cached /1M
$0.125
Scores
6 · 6 core
Quality

Benchmark matrix

BenchmarkClaude Sonnet 4GPT-5.1ΔEdge
Reported by both · 2
GPQA Diamond79.2% epoch87.6% epoch-8.4 ptGPT-5.1
OTIS Mock AIME 2024-2025 (Epoch AI run)71.1% epoch88.6% epoch-17.5 ptGPT-5.1
Only Claude Sonnet 4 reports · 2
SWE-bench Verified72.7% not reported
AIME 2024 (no extended thinking)33.1% not reported
Only GPT-5.1 reports · 4
AIME 2025not reported94.2% matharena
LMArena Elonot reported1422.6
SimpleQA Verifiednot reported48% epoch
SWE-bench Verified (Epoch AI run)not reported68% epoch
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is Claude Sonnet 4 minus GPT-5.1 in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecClaude Sonnet 4GPT-5.1Edge
Context window200K tokens400K tokensGPT-5.1
Max output64K tokens128K tokensGPT-5.1
Input price / 1M$3 $1.25 GPT-5.1
Output price / 1M$15 $10 GPT-5.1
Cached input / 1M$0.3 $0.125 GPT-5.1
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$18$11.25GPT-5.1
Modalitiestext · visiontext · visionTie
Released2025-05-222025-11-13
Cited benchmark scores46
Reliability

Provider status

All providers
More matchups

Claude Sonnet 4 vs …

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Public benchmarks are a starting point. Run Claude Sonnet 4 and GPT-5.1 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.