head-to-head

OpenAI: GPT-6 Luna (batch) vs DeepSeek: DeepSeek Flash Latest

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-27.

OpenAI: GPT-6 Luna (batch) DeepSeek: DeepSeek Flash Latest
Vendoropenai~deepseek
Quality Score100100
Benchmark Score62.2-
Input Price$0.05/M$0.04/M
Output Price$0.25/M$0.29/M
Context Window1,050,0001,048,576
Max Output128,000384,000
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index61.5-

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, DeepSeek Flash Latest costs $0.11 and GPT-6 Luna (batch) costs $0.11, so DeepSeek Flash Latest is slightly cheaper for the same work.

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

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

Pick GPT-6 Luna (batch) if you need the stronger all-round task scores; pick DeepSeek Flash Latest 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?

TaskOpenAI: GPT-6 Luna (batch)DeepSeek: DeepSeek Flash Latest
SQL Generation 141 134
Code Review 143 132
Code Completion 133 131
Code Refactoring 145 136
Bug Fixing 147 136
Unit Test Generation 131 124
Code Documentation 137 131
Regex Writing 126 119
CI/CD Pipelines 127 120
Frontend Component Design 129 122
Data Analysis 133 124
CSV / Spreadsheet Cleanup 136 134
ETL Scripting 136 128
OCR / Document Parsing 134 131
Table Extraction from PDFs 134 131
Long-Document Summarization 147 138
Short-Form Summarization 127 123
Blog Post Writing 129 122

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

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