head-to-head

OpenAI: GPT-6.1 Sol (batch) vs OpenAI: GPT-6 Sol Pro (batch)

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-30.

OpenAI: GPT-6.1 Sol (batch) OpenAI: GPT-6 Sol Pro (batch)
Vendoropenaiopenai
Quality Score100100
Benchmark Score89.2-
Input Price$1.00/M$1.00/M
Output Price$5.00/M$5.00/M
Context Window1,050,0001,050,000
Max Output128,000128,000
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index85.5-

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, both cost $2.25 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-6.1 Sol (batch) scores higher on 18 (SQL Generation, Code Review, Code Completion and others).

Pick GPT-6.1 Sol (batch) 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-6.1 Sol (batch)OpenAI: GPT-6 Sol Pro (batch)
SQL Generation 143 133
Code Review 148 132
Code Completion 120 118
Code Refactoring 149 136
Bug Fixing 152 136
Unit Test Generation 134 124
Code Documentation 138 130
Regex Writing 127 118
CI/CD Pipelines 130 120
Frontend Component Design 132 122
Data Analysis 136 124
CSV / Spreadsheet Cleanup 136 133
ETL Scripting 140 128
OCR / Document Parsing 135 131
Table Extraction from PDFs 135 131
Long-Document Summarization 151 137
Short-Form Summarization 119 114
Blog Post Writing 131 121

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

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