head-to-head

Qwen: Qwen3.8 Max (0902) vs OpenAI: GPT-5.6 Luna Pro

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-21.

Qwen: Qwen3.8 Max (0902) OpenAI: GPT-5.6 Luna Pro
Vendorqwenopenai
Quality Score100100
Benchmark Score76.5-
Input Price$2.00/M$0.20/M
Output Price$6.00/M$1.20/M
Context Window1,000,0001,050,000
Max Output131,072128,000
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index74.9-

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, GPT-5.6 Luna Pro costs $0.50 and Qwen3.8 Max (0902) costs $3.50, so GPT-5.6 Luna Pro is about 7.0 times cheaper for the same work.

Both take in a similar amount of text: 1,000,000 and 1,050,000 tokens, about 1,500 and 1,575 pages.

Only Qwen3.8 Max (0902) offers video input.

Across the 20 tasks where they differ, Qwen3.8 Max (0902) scores higher on 16 (SQL Generation, Code Review, Code Refactoring and others), GPT-5.6 Luna Pro on 4 (Code Completion, JSON Extraction, Bulk Data Labeling and others).

Qwen3.8 Max (0902) was released in September 2026 and GPT-5.6 Luna Pro in July 2026.

Pick Qwen3.8 Max (0902) if you need video input or the stronger all-round task scores; pick GPT-5.6 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?

TaskQwen: Qwen3.8 Max (0902)OpenAI: GPT-5.6 Luna Pro
SQL Generation 142 133
Code Review 146 132
Code Completion 119 131
Code Refactoring 148 136
Bug Fixing 150 136
Unit Test Generation 133 124
Code Documentation 137 131
Regex Writing 125 119
CI/CD Pipelines 129 120
Frontend Component Design 131 122
Data Analysis 135 124
CSV / Spreadsheet Cleanup 136 133
ETL Scripting 138 128
JSON Extraction 122 131
Bulk Data Labeling 119 129
OCR / Document Parsing 134 131
Table Extraction from PDFs 134 131
Long-Document Summarization 149 137
Short-Form Summarization 118 123
Blog Post Writing 130 121

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

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