Gemma 3 12B vs GPT-5.4 Image 2
How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Gemma 3 12B and GPT-5.4 Image 2.
Gemma 3 12B
Gemma 3 introduces multimodality, supporting vision-language input and text outputs. It handles context windows up to 128k tokens, understands over 140 languages, and offers improved math, reasoning, and chat capabilities,...
GPT-5.4 Image 2
[GPT-5.4](https://openrouter.ai/openai/gpt-5.4) Image 2 combines OpenAI's GPT-5.4 model with state-of-the-art image generation capabilities from GPT Image 2. It enables rich multimodal workflows, allowing users to seamlessly move between reasoning, coding, and...
Technical Specifications
| Specification | Gemma 3 12B | GPT-5.4 Image 2 |
|---|---|---|
| Provider | OpenAI | |
| Context Window | 131,072 tokens | 272,000 tokens |
| Agent Suitability | N/A | N/A |
| Time to First Token (TTFT) | N/A | N/A |
| Deployment Model | managed api | managed api |
| Production Stability | stable | stable |
| API Available | Yes | Yes |
| Released Date | 2025-03-13 | 2026-04-21 |
API Pricing Comparison
Input Price per Million Tokens
Gemma 3 12B
$0.05
GPT-5.4 Image 2
$8.00
Output Price per Million Tokens
Gemma 3 12B
$0.15
GPT-5.4 Image 2
$15.00
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Benchmark Performance Metrics
Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.
Gemma 3 12B Quirks & Gotchas
No developer gotchas reported.
GPT-5.4 Image 2 Quirks & Gotchas
No developer gotchas reported.