head-to-head

DeepSeek: DeepSeek V4.1 Flash 1017 vs OpenAI: GPT-6 Luna Pro

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-19.

DeepSeek: DeepSeek V4.1 Flash 1017 OpenAI: GPT-6 Luna Pro
Vendordeepseekopenai
Quality Score100100
Input Price$0.15/M$0.10/M
Output Price$0.60/M$0.50/M
Context Window1,048,5761,050,000
Max Output393,216128,000
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, GPT-6 Luna Pro costs $0.23 and DeepSeek V4.1 Flash 1017 costs $0.30, so GPT-6 Luna Pro is about 1.3 times cheaper for the same work.

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

Across the 5 tasks where they differ, GPT-6 Luna Pro on 5 (Code Completion, Code Documentation, Regex Writing and others).

DeepSeek V4.1 Flash 1017 was released in October 2026 and GPT-6 Luna Pro in September 2026.

Pick GPT-6 Luna Pro if you need lower cost or 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?

TaskDeepSeek: DeepSeek V4.1 Flash 1017OpenAI: GPT-6 Luna Pro
Code Completion 131 131
Code Documentation 131 131
Regex Writing 119 119
JSON Extraction 131 131
Short-Form Summarization 123 123

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

Related comparisons

DeepSeek: DeepSeek V4.1 Flash 1017 vs Elorian: Glimpse DeepSeek: DeepSeek V4.1 Flash 1017 vs Meta: Muse Spark Open DeepSeek: DeepSeek V4.1 Flash 1017 vs NVIDIA: Nemotron 3.5 Super VL DeepSeek: DeepSeek V4.1 Flash 1017 vs NVIDIA: Nemotron 3.5 Super VL (free) DeepSeek: DeepSeek V4.1 Flash 1017 vs Google: Gemini 4 Argon DeepSeek: DeepSeek V4.1 Flash 1017 vs Google: Gemini 4 Argon (batch) DeepSeek: DeepSeek V4.1 Flash 1017 vs Meta: Muse Wonder DeepSeek: DeepSeek V4.1 Flash 1017 vs StepFun: Step 5 Preview

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.