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GPT-5.1 Codex Mini vs GPT-6 Astra

GPT-6 Astra leads the LLM Stats Score 59.6 to -2.8. GPT-5.1 Codex Mini is 29.1x cheaper per token.

OpenAI · OpenAI · Updated for 2026

Which is better?

GPT-6 Astra leads the overall LLM Stats Score 59.6 to -2.8, ranking #1 overall.

On price, GPT-5.1 Codex Mini is roughly 29.1x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-6 Astra also accepts a larger context window (1,050,000 input tokens), making it the stronger choice for long documents and large codebases.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose GPT-5.1 Codex Mini

  • cost matters — it's about 29.1x cheaper per token

Choose GPT-6 Astra

  • overall performance matters — it scores 59.6 and ranks #1 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you process long inputs — it offers a 1,050,000 token context window
  • you want the most recent training data — it shipped Sep 2026

At a glance

The differences that matter most.

Core performance indexes
-2.8
#341
59.6
#1
-2.7
#333
57.5
#1
Cost, coverage & limits
Benchmark wins
Input price
$0.25 / M
$10.00 / M
Output price
$2.00 / M
$50.00 / M
Context window
400,000
1,050,000

Individual benchmarks

1 reported for GPT-5.1 Codex Mini · 22 for GPT-6 Astra

No common benchmarks found

GPT-5.1 Codex Mini and GPT-6 Astradon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

GPT-5.1 Codex Mini costs less

For input processing, GPT-5.1 Codex Mini ($0.25/1M tokens) is 40.0x cheaper than GPT-6 Astra ($10.00/1M tokens).

For output processing, GPT-5.1 Codex Mini ($2.00/1M tokens) is 25.0x cheaper than GPT-6 Astra ($50.00/1M tokens).

In conclusion, GPT-6 Astra is more expensive than GPT-5.1 Codex Mini.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Mon Sep 21 2026 • llm-stats.com
OpenAI
GPT-5.1 Codex Mini
Input tokens$0.25
Output tokens$2.00
Best providerOpenAI
OpenAI
GPT-6 Astra
Input tokens$10.00
Output tokens$50.00
Best providerOpenAI
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-6 Astra accepts 1,050,000 input tokens compared to GPT-5.1 Codex Mini's 400,000 tokens. Both models can generate responses up to 128,000 tokens.

OpenAI
GPT-5.1 Codex Mini
Input400,000 tokens
Output128,000 tokens
OpenAI
GPT-6 Astra
Input1,050,000 tokens
Output128,000 tokens
Mon Sep 21 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GPT-5.1 Codex Mini and GPT-6 Astra support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

GPT-5.1 Codex Mini

Text
Images
Audio
Video

GPT-6 Astra

Text
Images
Audio
Video

License

Usage and distribution terms

Both models are licensed under proprietary licenses.

Both models have usage restrictions defined by their respective organizations.

GPT-5.1 Codex Mini

Proprietary

Closed source

GPT-6 Astra

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-5.1 Codex Mini was released on 2025-11-12, while GPT-6 Astra was released on 2026-09-04.

GPT-6 Astra is 10 months newer than GPT-5.1 Codex Mini.

GPT-5.1 Codex Mini

Nov 12, 2025

10 months ago

GPT-6 Astra

Sep 4, 2026

2 weeks ago

9mo newer

Knowledge Cutoff

When training data ends

GPT-6 Astra has a documented knowledge cutoff of 2026-04-30, while GPT-5.1 Codex Mini's cutoff date is not specified.

We can confirm GPT-6 Astra's training data extends to 2026-04-30, but cannot make a direct comparison without GPT-5.1 Codex Mini's cutoff date.

GPT-5.1 Codex Mini

GPT-6 Astra

Apr 2026

Provider Availability

GPT-5.1 Codex Mini is available from OpenAI. GPT-6 Astra is available from OpenAI.

GPT-5.1 Codex Mini

openai logo
OpenAI
Input Price:Input: $0.25/1MOutput Price:Output: $2.00/1M

GPT-6 Astra

openai logo
OpenAI
Input Price:Input: $10.00/1MOutput Price:Output: $50.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against GPT-5.1 Codex Mini and GPT-6 Astra side-by-side, then vote on the output you prefer.

GPT-5.1 Codex Mini
✓ Preferred
GPT-6 Astra
Open in Playground

FAQ

Common questions about GPT-5.1 Codex Mini vs GPT-6 Astra.

Which is better, GPT-5.1 Codex Mini or GPT-6 Astra?

GPT-6 Astra leads the LLM Stats Score 59.6 to -2.8. GPT-5.1 Codex Mini is made by OpenAI and GPT-6 Astra is made by OpenAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does GPT-5.1 Codex Mini compare to GPT-6 Astra in benchmarks?

GPT-5.1 Codex Mini scores AIME 2025: 42.1%. GPT-6 Astra scores ExploitBench: 100.0%, ARC-AGI-3: 99.9%, ARC-AGI: 98.5%, FrontierMath Tier 4 (v2): 97.6%, GPQA: 96.0%.

Is GPT-5.1 Codex Mini cheaper than GPT-6 Astra?

GPT-5.1 Codex Mini is 40.0x cheaper for input tokens. GPT-5.1 Codex Mini costs $0.25/M input and $2.00/M output via openai. GPT-6 Astra costs $10.00/M input and $50.00/M output via openai.

What are the context window sizes for GPT-5.1 Codex Mini and GPT-6 Astra?

GPT-5.1 Codex Mini supports 400K tokens and GPT-6 Astra supports 1.1M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GPT-5.1 Codex Mini and GPT-6 Astra?

Key differences include LLM Stats Score (-2.8 vs 59.6), context window (400K vs 1.1M), input pricing ($0.25 vs $10.00/M). See the full comparison above for benchmark-by-benchmark results.