GPT-5.1 Codex High vs GPT-5.1 Medium: Specs & Benchmark Comparison

GPT-5.1 Codex High and GPT-5.1 Medium both come from OpenAI, and both were released in November 2025.

We have 1 benchmark result for GPT-5.1 Codex High and 1 benchmark result for GPT-5.1 Medium, but they overlap on a single test: AIME 2025, where GPT-5.1 Medium scores 98.0% against 97.0%.

On price the two are close: GPT-5.1 Codex High costs $1.25 per million input tokens and $10 per million output tokens, GPT-5.1 Medium $1.25 and $10. Both accept a context window of about 400K tokens. Both accept text and images as input.

CharacteristicGPT-5.1 Codex HighGPT-5.1 Medium
CompanyOpenAIOpenAI
Release DateNovember 11, 2025November 11, 2025
Parameters——
MultimodalYesYes
Context (input)400K400K
Context (output)128K128K
Input Price / 1M$1.25$1.25
Output Price / 1M$10.00$10.00
Average Score97.0%98.0%
Benchmarks
AIME 202597.0%98.0%

Visual Benchmark Comparison

GPT-5.1 Codex High
GPT-5.1 Medium
AIME 20251.0 vs 1.0
1.0
1.0

Verdict

Both models show equal results — the choice depends on your specific use case.

Overall Performance

Both models show comparable average scores: GPT-5.1 Codex High — 1.0, GPT-5.1 Medium — 1.0.

API Cost

API cost is identical: input $1.25/1M, output $10.00/1M tokens.

Context Window

Same context size: 400K tokens.

Recency

Both models were released around the same time: 11/11/2025 and 11/11/2025.

More About These Models

Related Comparisons

Frequently Asked Questions

Which is better for coding — GPT-5.1 Codex High or GPT-5.1 Medium?
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 Codex High or GPT-5.1 Medium?
GPT-5.1 Codex High is cheaper for input: $1.25 per 1M tokens vs $1.25.
Which has a larger context window — GPT-5.1 Codex High or GPT-5.1 Medium?
GPT-5.1 Codex High supports a larger context: 400,000 tokens vs 400,000.

The GPT-5.1 Codex High and GPT-5.1 Medium 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 Codex High or GPT-5.1 Medium page. See also the complete list of AI model comparisons.