Which is better for coding — GPT-5.1 High or GPT-5.4?

Direct comparison on the SWE-Bench benchmark is not available. We recommend reviewing other metrics on the comparison page.

Which model is cheaper — GPT-5.1 High or GPT-5.4?

GPT-5.1 High is cheaper for input: $2.00 per 1M tokens vs $2.50.

Which has a larger context window — GPT-5.1 High or GPT-5.4?

GPT-5.4 supports a larger context: 1,000,000 tokens vs 256,000.

GPT-5.1 High vs GPT-5.4: Specs & Benchmark Comparison

Characteristic	GPT-5.1 High	GPT-5.4
Company	OpenAI	OpenAI
Release Date	November 11, 2025	March 5, 2026
Parameters	—	—
Multimodal	Yes	Yes
Context (input)	256K	1.0M
Context (output)	128K	128K
Input Price / 1M	$2.00	$2.50
Output Price / 1M	$8.00	$15.00
Average Score	0.9	0.9
Benchmarks
GPQA	0.9	0.9

Visual Benchmark Comparison

GPT-5.1 High

GPT-5.4

GPQA0.9 vs 0.9

0.9

Verdict

GPT-5.4 leads in 2 out of 4 comparison categories.

Overall Performance

Both models show comparable average scores: GPT-5.1 High — 0.9, GPT-5.4 — 0.9.

API Cost

GPT-5.1 High is 1.8x cheaper: input $2.00/1M vs $2.50/1M tokens.

Context Window

GPT-5.4 supports a larger context: 1M vs 256K tokens.

Recency

GPT-5.4 is newer: released 3/5/2026 vs 11/11/2025.

More About These Models

GPT-5.1 High

OpenAI — specs, benchmarks, API

GPT-5.4

OpenAI — specs, benchmarks, API

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All model comparisons →

The GPT-5.1 High and GPT-5.4 comparison is updated for 2026. Data includes benchmark results, API pricing, context window size and other specifications. For more detailed information, visit the GPT-5.1 High or GPT-5.4 page. See also the complete list of AI model comparisons.