head-to-head

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

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.

OpenAI: GPT-5.6 Luna (batch) OpenAI: GPT-5.6 Sol (batch)
Vendoropenaiopenai
Quality Score100100
Benchmark Score89.499.3
Input Price$0.10/M$2.00/M
Output Price$0.60/M$10.00/M
Context Window1,050,0001,050,000
Max Output128,000128,000
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index84.597.2
ai_index_agentic75.289.1
ai_index_coding100.0100.0

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, GPT-5.6 Luna (batch) costs $0.25 and GPT-5.6 Sol (batch) costs $4.50, so GPT-5.6 Luna (batch) is about 18.0 times cheaper for the same work.

Both read up to 1,050,000 tokens at once, roughly 1,575 pages of text.

On our blended benchmark score GPT-5.6 Sol (batch) leads 99.3 to 89.4.

Across the 20 tasks where they differ, GPT-5.6 Luna (batch) scores higher on 7 (Code Completion, Code Documentation, Regex Writing and others), GPT-5.6 Sol (batch) on 13 (SQL Generation, Code Review, Code Refactoring and others).

Pick GPT-5.6 Luna (batch) if you need lower cost; pick GPT-5.6 Sol (batch) if you need benchmark performance.

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?

TaskOpenAI: GPT-5.6 Luna (batch)OpenAI: GPT-5.6 Sol (batch)
SQL Generation 171 173
Code Review 166 170
Code Completion 133 119
Code Refactoring 163 166
Bug Fixing 179 185
Unit Test Generation 154 156
Code Documentation 143 143
Regex Writing 136 136
CI/CD Pipelines 144 146
Frontend Component Design 146 148
Data Analysis 170 175
CSV / Spreadsheet Cleanup 154 154
ETL Scripting 154 156
JSON Extraction 149 139
Bulk Data Labeling 135 124
OCR / Document Parsing 146 147
Table Extraction from PDFs 146 147
Long-Document Summarization 160 161
Short-Form Summarization 132 123
Blog Post Writing 140 141

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

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