head-to-head

OpenAI: GPT-5.6 Luna Pro vs OpenAI: GPT-5.6 Luna (batch)

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-23.

OpenAI: GPT-5.6 Luna Pro OpenAI: GPT-5.6 Luna (batch)
Vendoropenaiopenai
Quality Score100100
Benchmark Score-62.3
Input Price$0.20/M$0.10/M
Output Price$1.20/M$0.60/M
Context Window1,050,0001,050,000
Max Output128,000128,000
Tool Calling
Structured Output
Reasoning Mode
Vision
Audio--
Benchmark Scores
ai_index-61.6

Who wins by task?

TaskOpenAI: GPT-5.6 Luna ProOpenAI: GPT-5.6 Luna (batch)
SQL Generation 133 141
Code Review 132 143
Code Completion 131 133
Code Refactoring 136 145
Bug Fixing 136 147
Unit Test Generation 124 131
Code Documentation 131 137
Regex Writing 119 126
CI/CD Pipelines 120 127
Frontend Component Design 122 129
Data Analysis 124 133
CSV / Spreadsheet Cleanup 133 136
ETL Scripting 128 136
JSON Extraction 131 131
Bulk Data Labeling 129 129
OCR / Document Parsing 131 134
Table Extraction from PDFs 131 134
Long-Document Summarization 137 147
Short-Form Summarization 123 126
Blog Post Writing 121 129

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

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