GPT-5.1 Codex High vs GPT-6.1 Sol: Specs & Benchmark Comparison

GPT-5.1 Codex High and GPT-6.1 Sol both come from OpenAI, GPT-5.1 Codex High was released in November 2025, and GPT-6.1 Sol followed 10 months later in September 2026.

We have 1 benchmark result for GPT-5.1 Codex High and 10 benchmark results for GPT-6.1 Sol, but they were measured on different benchmarks, so there is no like-for-like scoreboard.

GPT-5.1 Codex High is the cheaper API at $1.25 per million input tokens and $10 per million output tokens, about 60% below GPT-6.1 Sol at $2 and $10. GPT-6.1 Sol takes the larger context window at 1M tokens, compared with 400K for GPT-5.1 Codex High. Both accept text and images as input.

CharacteristicGPT-5.1 Codex HighGPT-6.1 Sol
CompanyOpenAIOpenAI
Release DateNovember 11, 2025September 29, 2026
Parameters——
MultimodalYesYes
Context (input)400K1.1M
Context (output)128K128K
Input Price / 1M$1.25$2.00
Output Price / 1M$10.00$10.00
Average Score97.0%58.5%

Verdict

GPT-6.1 Sol leads in 2 out of 4 comparison categories.

Overall Performance

Both models show comparable average scores: GPT-5.1 Codex High — 1.0, GPT-6.1 Sol — 0.6.

API Cost

GPT-5.1 Codex High is 1.1x cheaper: input $1.25/1M vs $2.00/1M tokens.

Context Window

GPT-6.1 Sol supports a larger context: 1M vs 400K tokens.

Recency

GPT-6.1 Sol is newer: released 9/29/2026 vs 11/11/2025.

More About These Models

Related Comparisons

Frequently Asked Questions

Which is better for coding — GPT-5.1 Codex High or GPT-6.1 Sol?
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-6.1 Sol?
GPT-5.1 Codex High is cheaper for input: $1.25 per 1M tokens vs $2.00.
Which has a larger context window — GPT-5.1 Codex High or GPT-6.1 Sol?
GPT-6.1 Sol supports a larger context: 1,050,000 tokens vs 400,000.

The GPT-5.1 Codex High and GPT-6.1 Sol 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-6.1 Sol page. See also the complete list of AI model comparisons.