head-to-head

MiniMax: MiniMax M3.1 Flash vs OpenAI: GPT-6 Luna Pro

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-23.

MiniMax: MiniMax M3.1 Flash OpenAI: GPT-6 Luna Pro
Vendorminimaxopenai
Quality Score100100
Benchmark Score71.3-
Input Price$0.15/M$0.10/M
Output Price$0.60/M$0.50/M
Context Window1,048,5761,050,000
Max Output524,288128,000
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index70.5-

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, GPT-6 Luna Pro costs $0.23 and MiniMax M3.1 Flash costs $0.30, so GPT-6 Luna Pro is about 1.3 times cheaper for the same work.

Both take in a similar amount of text: 1,048,576 and 1,050,000 tokens, about 1,573 and 1,575 pages.

Only MiniMax M3.1 Flash offers video input.

Across the 19 tasks where they differ, MiniMax M3.1 Flash scores higher on 18 (SQL Generation, Code Review, Code Completion and others), GPT-6 Luna Pro on 1 (JSON Extraction).

MiniMax M3.1 Flash was released in October 2026 and GPT-6 Luna Pro in September 2026.

Pick MiniMax M3.1 Flash if you need video input or the stronger all-round task scores; pick GPT-6 Luna Pro if you need lower cost.

Costs use current list prices per million tokens; page counts assume about 0.75 words per token and 500 words per page.

Who wins by task?

TaskMiniMax: MiniMax M3.1 FlashOpenAI: GPT-6 Luna Pro
SQL Generation 142 133
Code Review 145 132
Code Completion 133 131
Code Refactoring 147 136
Bug Fixing 149 136
Unit Test Generation 132 124
Code Documentation 138 131
Regex Writing 126 119
CI/CD Pipelines 128 120
Frontend Component Design 130 122
Data Analysis 134 124
CSV / Spreadsheet Cleanup 136 133
ETL Scripting 137 128
JSON Extraction 131 131
OCR / Document Parsing 134 131
Table Extraction from PDFs 134 131
Long-Document Summarization 149 137
Short-Form Summarization 127 123
Blog Post Writing 130 121

Scores reflect capability match + benchmark data + pricing for each task. Methodology →

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