head-to-head

Google: Gemini 4 Carbon vs OpenAI: GPT-6 Sol Pro

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-12.

Google: Gemini 4 Carbon OpenAI: GPT-6 Sol Pro
Vendorgoogleopenai
Quality Score100100
Benchmark Score98.9-
Input Price$2.00/M$2.00/M
Output Price$10.00/M$10.00/M
Context Window1,048,5761,050,000
Max Output943,718128,000
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio✓-
Benchmark Scores
ai_index99.0-

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, both cost $4.50 at current list prices.

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

Only Gemini 4 Carbon offers audio input and video input.

Across the 18 tasks where they differ, Gemini 4 Carbon scores higher on 18 (SQL Generation, Code Review, Code Completion and others).

Gemini 4 Carbon was released in November 2026 and GPT-6 Sol Pro in September 2026.

Pick Gemini 4 Carbon if you need audio input, video input 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?

TaskGoogle: Gemini 4 CarbonOpenAI: GPT-6 Sol Pro
SQL Generation 144 132
Code Review 150 132
Code Completion 119 117
Code Refactoring 151 136
Bug Fixing 154 136
Unit Test Generation 135 124
Code Documentation 138 129
Regex Writing 127 117
CI/CD Pipelines 131 120
Frontend Component Design 133 122
Data Analysis 138 124
CSV / Spreadsheet Cleanup 136 132
ETL Scripting 141 128
OCR / Document Parsing 135 131
Table Extraction from PDFs 135 131
Long-Document Summarization 152 136
Short-Form Summarization 118 113
Blog Post Writing 132 120

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

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