head-to-head

OpenAI: GPT-6 Luna Pro (batch) vs Nex AGI: Nex-N2.5-Pro

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

OpenAI: GPT-6 Luna Pro (batch) Nex AGI: Nex-N2.5-Pro
Vendoropenainex-agi
Quality Score100100
Input Price$0.05/M$0.07/M
Output Price$0.25/M$0.25/M
Context Window1,050,000262,144
Max Output128,000235,929
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 (batch) costs $0.11 and Nex-N2.5-Pro costs $0.14, so GPT-6 Luna Pro (batch) is about 1.2 times cheaper for the same work.

GPT-6 Luna Pro (batch) reads up to 1,050,000 tokens at once, roughly 1,575 pages of text, against about 393 pages for Nex-N2.5-Pro.

Across the 14 tasks where they differ, GPT-6 Luna Pro (batch) scores higher on 14 (SQL Generation, Code Review, Code Completion and others).

Pick GPT-6 Luna Pro (batch) if you need lower cost, long documents 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?

TaskOpenAI: GPT-6 Luna Pro (batch)Nex AGI: Nex-N2.5-Pro
SQL Generation 134 131
Code Review 132 126
Code Completion 131 129
Code Refactoring 136 127
Bug Fixing 136 130
Unit Test Generation 124 121
Code Documentation 131 126
CI/CD Pipelines 120 117
CSV / Spreadsheet Cleanup 134 128
ETL Scripting 128 122
OCR / Document Parsing 131 128
Table Extraction from PDFs 131 128
Long-Document Summarization 138 129
Blog Post Writing 122 119

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

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