head-to-head

OpenAI: GPT-6.1 Sol Pro vs Anthropic: Claude Sonnet 5.5 (batch)

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

OpenAI: GPT-6.1 Sol Pro Anthropic: Claude Sonnet 5.5 (batch)
Vendoropenaianthropic
Quality Score100100
Benchmark Score-97.0
Input Price$2.00/M$1.00/M
Output Price$10.00/M$5.00/M
Context Window1,050,0001,000,000
Max Output128,000128,000
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index-92.4

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Claude Sonnet 5.5 (batch) costs $2.25 and GPT-6.1 Sol Pro costs $4.50, so Claude Sonnet 5.5 (batch) is about 2.0 times cheaper for the same work.

Both take in a similar amount of text: 1,050,000 and 1,000,000 tokens, about 1,575 and 1,500 pages.

Across the 20 tasks where they differ, Claude Sonnet 5.5 (batch) on 20 (SQL Generation, Code Review, Code Completion and others).

Pick Claude Sonnet 5.5 (batch) 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?

TaskOpenAI: GPT-6.1 Sol ProAnthropic: Claude Sonnet 5.5 (batch)
SQL Generation 132 144
Code Review 132 149
Code Completion 117 120
Code Refactoring 136 150
Bug Fixing 136 153
Unit Test Generation 124 135
Code Documentation 129 139
Regex Writing 117 128
CI/CD Pipelines 120 131
Frontend Component Design 122 133
Data Analysis 124 137
CSV / Spreadsheet Cleanup 132 137
ETL Scripting 128 140
JSON Extraction 121 122
Bulk Data Labeling 118 120
OCR / Document Parsing 131 135
Table Extraction from PDFs 131 135
Long-Document Summarization 136 152
Short-Form Summarization 113 119
Blog Post Writing 120 132

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

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