Claude Sonnet 4.5 vs GPT-5.1

Benchmarks, API pricing and specs, head to head. Data updated 2026-06-10.

Claude Sonnet 4.5

Anthropic · Sep 2025

65.5

The model that made 30-hour autonomous coding sessions real — 77.2% SWE-bench Verified and a 1M-token context beta at $3/$15.

GPT-5.1

OpenAI · Nov 2025

59.6

A November 2025 update to GPT-5 with adaptive reasoning that spends thinking tokens only when a task needs them.

The verdict

Claude Sonnet 4.5 and GPT-5.1 split the 4 benchmarks they share evenly (2–2), so capability alone won't settle this one. GPT-5.1 is about 1.7x cheaper per blended million tokens (3:1 input:output mix). GPT-5.1 also takes 400K of context versus 200K for Claude Sonnet 4.5.

Benchmark head-to-head 22

SWE-bench Verified
77.2%76.3%
Claude Sonnet 4.5GPT-5.1
GPQA Diamond
83.4%~88.1%
Claude Sonnet 4.5GPT-5.1
HLE
~17.3%~26.5%
Claude Sonnet 4.5GPT-5.1
Terminal-Bench
50%~47.6%
Claude Sonnet 4.5GPT-5.1

Specs & pricing

Claude Sonnet 4.5GPT-5.1
modhub Index65.559.6
Input price / 1M$3$1.25
Output price / 1M$15$10
Context window200K400K
Max output64K128K
Open weightsnono
Reasoning modelyesyes
Multimodal inputtext, imagetext, image
Knowledge cutoffJan 2025Sep 2024
ReleasedSep 2025Nov 2025
Example monthly cost*$52.50$27.50

* 10M input + 1.5M output tokens per month at list prices, no caching. Green = better value on that row.

Frequently asked questions

Which is better, Claude Sonnet 4.5 or GPT-5.1?
Claude Sonnet 4.5 and GPT-5.1 split the 4 benchmarks they share evenly (2–2), so capability alone won't settle this one. GPT-5.1 is about 1.7x cheaper per blended million tokens (3:1 input:output mix). GPT-5.1 also takes 400K of context versus 200K for Claude Sonnet 4.5.
Which is cheaper, Claude Sonnet 4.5 or GPT-5.1?
Claude Sonnet 4.5 costs $3/$15 per million input/output tokens, while GPT-5.1 costs $1.25/$10. For a typical workload of 10M input and 1.5M output tokens per month, that's $52.50 versus $27.50.
Which model is better for coding, Claude Sonnet 4.5 or GPT-5.1?
On SWE-bench Verified — the standard agentic-coding benchmark — Claude Sonnet 4.5 scores 77.2% versus 76.3% for GPT-5.1, making Claude Sonnet 4.5 the stronger pick for coding agents.

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