head-to-head

OpenAI: GPT-6 Luna Pro vs OpenAI: GPT-6 Luna

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-13.

OpenAI: GPT-6 Luna Pro OpenAI: GPT-6 Luna
Vendoropenaiopenai
Quality Score100100
Benchmark Score-63.8
Input Price$0.10/M$0.10/M
Output Price$0.50/M$0.50/M
Context Window1,050,0001,050,000
Max Output128,000128,000
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index-62.9

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, both cost $0.23 at current list prices.

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

Across the 18 tasks where they differ, GPT-6 Luna on 18 (SQL Generation, Code Review, Code Completion and others).

Pick GPT-6 Luna if you need the stronger all-round task scores.

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-6 Luna ProOpenAI: GPT-6 Luna
SQL Generation 133 141
Code Review 132 144
Code Completion 131 133
Code Refactoring 136 146
Bug Fixing 136 148
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
OCR / Document Parsing 131 134
Table Extraction from PDFs 131 134
Long-Document Summarization 137 148
Short-Form Summarization 123 127
Blog Post Writing 121 129

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

Related comparisons

Meta: Muse Wonder vs OpenAI: GPT-6 Luna Pro Meta: Muse Wonder vs OpenAI: GPT-6 Luna StepFun: Step 5 Preview vs OpenAI: GPT-6 Luna Pro StepFun: Step 5 Preview vs OpenAI: GPT-6 Luna Anthropic: Claude Haiku 5.5 vs OpenAI: GPT-6 Luna Pro Anthropic: Claude Haiku 5.5 vs OpenAI: GPT-6 Luna Anthropic: Claude Haiku 5.5 (batch) vs OpenAI: GPT-6 Luna Pro Anthropic: Claude Haiku 5.5 (batch) vs OpenAI: GPT-6 Luna

The Model Movers Report

One email every Friday, built from this site's own rankings: the current top five by benchmark score, every model released in the last seven days, and one note worked out from that week's numbers. You can unsubscribe from any issue with one click.