Model Comparison
Gemma 3 12B vs Grok-4.1 Fast ReasoningWhich is better in 2026?
Comparing Gemma 3 12B and Grok-4.1 Fast Reasoning across benchmarks, pricing, and capabilities.
Verdict: Gemma 3 12B vs Grok-4.1 Fast Reasoning — which is better?
Gemma 3 12B (by Google) and Grok-4.1 Fast Reasoning (by xAI) are two of the AI models people compare most. Here is how they stack up on benchmarks, price and capabilities, and which one to pick in 2026.
On price, Gemma 3 12B is roughly 4.4x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.
Grok-4.1 Fast Reasoning also accepts a larger context window (2,000,000 input tokens), making it the stronger choice for long documents and large codebases.
Choose Gemma 3 12B if…
- cost matters — it's about 4.4x cheaper per token
- you need open weights you can self-host or fine-tune
Choose Grok-4.1 Fast Reasoning if…
- you process long inputs — it offers a 2,000,000 token context window
- you want the most recent training data — it shipped Nov 2025
Performance Benchmarks
Comparative analysis across standard metrics
Gemma 3 12B and Grok-4.1 Fast Reasoningdon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.
Arena Performance
Human preference votes
Pricing Analysis
Price comparison per million tokens
For input processing, Gemma 3 12B ($0.05/1M tokens) is 4.0x cheaper than Grok-4.1 Fast Reasoning ($0.20/1M tokens).
For output processing, Gemma 3 12B ($0.10/1M tokens) is 5.0x cheaper than Grok-4.1 Fast Reasoning ($0.50/1M tokens).
In conclusion, Grok-4.1 Fast Reasoning is more expensive than Gemma 3 12B.*
* Using a 3:1 ratio of input to output tokens
Context Window
Maximum input and output token capacity
Grok-4.1 Fast Reasoning accepts 2,000,000 input tokens compared to Gemma 3 12B's 131,072 tokens. Gemma 3 12B can generate longer responses up to 131,072 tokens, while Grok-4.1 Fast Reasoning is limited to 30,000 tokens.
Input Capabilities
Supported data types and modalities
Both Gemma 3 12B and Grok-4.1 Fast Reasoning support multimodal inputs.
They are both capable of processing various types of data, offering versatility in application.
Gemma 3 12B
Grok-4.1 Fast Reasoning
License
Usage and distribution terms
Gemma 3 12B is licensed under Gemma, while Grok-4.1 Fast Reasoning uses a proprietary license.
License differences may affect how you can use these models in commercial or open-source projects.
Gemma
Open weights
Proprietary
Closed source
Release Timeline
When each model was launched
Gemma 3 12B was released on 2025-03-12, while Grok-4.1 Fast Reasoning was released on 2025-11-17.
Grok-4.1 Fast Reasoning is 8 months newer than Gemma 3 12B.
Mar 12, 2025
1.2 years ago
Nov 17, 2025
6 months ago
8mo newerKnowledge Cutoff
When training data ends
Neither model specifies a knowledge cutoff date.
Unable to compare the recency of their training data.
Provider Availability
Gemma 3 12B is available from DeepInfra. Grok-4.1 Fast Reasoning is available from xAI.
Gemma 3 12B
Grok-4.1 Fast Reasoning
Outputs Comparison
Key Takeaways
Gemma 3 12B
View detailsDetailed Comparison
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FAQ
Common questions about Gemma 3 12B vs Grok-4.1 Fast Reasoning.