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Gemini 4 Carbon vs GPT-5.2 Pro

Gemini 4 Carbon leads the LLM Stats Score 59.0 to 42.6.

Google · OpenAI · Updated for 2026

Which is better?

Gemini 4 Carbon leads the overall LLM Stats Score 59.0 to 42.6, ranking #2 overall.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Gemini 4 Carbon

  • overall performance matters — it scores 59.0 and ranks #2 on LLM Stats
  • your work emphasizes reasoning and agents — it leads those capability indexes
  • you want the most recent training data — it shipped Oct 2026

Choose GPT-5.2 Pro

  • you want predictable pricing at $21.00/M input and $168.00/M output

At a glance

The differences that matter most.

Gemini 4 Carbon
Google
GPT-5.2 Pro
OpenAI
Core performance indexes
LLM Stats Score
59.0
#2
42.6
#62
Reasoning
54.9
#5
41.2
#65
Agents
46.0
#2
18.1
#97
Cost, coverage & limits
Benchmark wins
—
—
Input price
— / M
$21.00 / M
Output price
— / M
$168.00 / M
Context window
—
400,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Gemini 4 Carbon
GPT-5.2 Pro
Vision
36.0#12
24.2#69
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

16 reported for Gemini 4 Carbon · 7 for GPT-5.2 Pro

No common benchmarks found

Gemini 4 Carbon and GPT-5.2 Prodon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Human preference

Blind head-to-head votes and playground preference scores

Context Window

Maximum input and output token capacity

Only GPT-5.2 Pro specifies input context (400,000 tokens). Only GPT-5.2 Pro specifies output context (128,000 tokens).

Google
Gemini 4 Carbon
Input- tokens
Output- tokens
OpenAI
GPT-5.2 Pro
Input400,000 tokens
Output128,000 tokens
Thu Oct 29 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Gemini 4 Carbon and GPT-5.2 Pro support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

Gemini 4 Carbon

Text
Images
Audio
Video

GPT-5.2 Pro

Text
Images
Audio
Video

License

Usage and distribution terms

Both models are licensed under proprietary licenses.

Both models have usage restrictions defined by their respective organizations.

Gemini 4 Carbon

Proprietary

Closed source

GPT-5.2 Pro

Proprietary

Closed source

Release Timeline

When each model was launched

Gemini 4 Carbon was released on 2026-10-28, while GPT-5.2 Pro was released on 2025-12-11.

Gemini 4 Carbon is 11 months newer than GPT-5.2 Pro.

Gemini 4 Carbon

Oct 28, 2026

-1 days ago

10mo newer
GPT-5.2 Pro

Dec 11, 2025

10 months ago

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Gemini 4 Carbon and GPT-5.2 Pro side-by-side, then vote on the output you prefer.

Gemini 4 Carbon
✓ Preferred
GPT-5.2 Pro
Open in Playground

FAQ

Common questions about Gemini 4 Carbon vs GPT-5.2 Pro.

Which is better, Gemini 4 Carbon or GPT-5.2 Pro?

Gemini 4 Carbon leads the LLM Stats Score 59.0 to 42.6. Gemini 4 Carbon is made by Google and GPT-5.2 Pro is made by OpenAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Gemini 4 Carbon compare to GPT-5.2 Pro in benchmarks?

Gemini 4 Carbon scores Gray Swan IPI Benchmark: 100.0%, Vending-Bench 2: 100.0%, Graphwalks BFS >128k: 96.2%, WebDev Arena: 88.4%, SEC-bench Pro: 88.2%. GPT-5.2 Pro scores AIME 2025: 100.0%, HMMT 2025: 100.0%, GPQA: 93.2%, ARC-AGI: 90.5%, BrowseComp: 77.9%.

What are the context window sizes for Gemini 4 Carbon and GPT-5.2 Pro?

Gemini 4 Carbon supports an unknown number of tokens and GPT-5.2 Pro supports 400K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Gemini 4 Carbon and GPT-5.2 Pro?

Key differences include LLM Stats Score (59.0 vs 42.6). See the full comparison above for benchmark-by-benchmark results.

Who makes Gemini 4 Carbon and GPT-5.2 Pro?

Gemini 4 Carbon is developed by Google and GPT-5.2 Pro is developed by OpenAI.

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