head-to-head

Google: Gemini 4 Carbon vs OpenAI: GPT-6.1 Terra Pro (batch)

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

Google: Gemini 4 Carbon OpenAI: GPT-6.1 Terra Pro (batch)
Vendorgoogleopenai
Quality Score100100
Benchmark Score98.9-
Input Price$2.00/M$0.50/M
Output Price$10.00/M$2.50/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, GPT-6.1 Terra Pro (batch) costs $1.12 and Gemini 4 Carbon costs $4.50, so GPT-6.1 Terra Pro (batch) is about 4.0 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.

Only Gemini 4 Carbon offers audio input and video input.

Across the 20 tasks where they differ, Gemini 4 Carbon scores higher on 16 (SQL Generation, Code Review, Code Refactoring and others), GPT-6.1 Terra Pro (batch) on 4 (Code Completion, JSON Extraction, Bulk Data Labeling and others).

Gemini 4 Carbon was released in November 2026 and GPT-6.1 Terra Pro (batch) in October 2026.

Pick Gemini 4 Carbon if you need audio input, video input or the stronger all-round task scores; pick GPT-6.1 Terra Pro (batch) if you need lower cost.

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-6.1 Terra Pro (batch)
SQL Generation 144 133
Code Review 150 132
Code Completion 119 131
Code Refactoring 151 136
Bug Fixing 154 136
Unit Test Generation 135 124
Code Documentation 138 131
Regex Writing 127 119
CI/CD Pipelines 131 120
Frontend Component Design 133 122
Data Analysis 138 124
CSV / Spreadsheet Cleanup 136 133
ETL Scripting 141 128
JSON Extraction 121 131
Bulk Data Labeling 118 129
OCR / Document Parsing 135 131
Table Extraction from PDFs 135 131
Long-Document Summarization 152 137
Short-Form Summarization 118 123
Blog Post Writing 132 121

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

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