| Signal | Gemma 3 12B | Delta | GPT-5.4 Nano |
|---|---|---|---|
Capabilities | 67 | -33 | |
Pricing | 100 | +1 | |
Context window size | 81 | -8 | |
Recency | 56 | -44 | |
Output Capacity | 70 | -15 | |
Benchmarks | 0 | -90 | |
| Overall Result | 1 wins | of 6 | 5 wins |
Score History
40
current score
GPT-5.4 Nano
right now
79.3
current score
OpenAI
Gemma 3 12B saves you $72.00/month
That's $864.00/year compared to GPT-5.4 Nano at your current usage level of 100K calls/month.
| Metric | Gemma 3 12B | GPT-5.4 Nano | Winner |
|---|---|---|---|
| Overall Score | 40 | 79 | GPT-5.4 Nano |
| Rank | #280 | #42 | GPT-5.4 Nano |
| Quality Rank | #280 | #42 | GPT-5.4 Nano |
| Adoption Rank | #280 | #42 | GPT-5.4 Nano |
| Parameters | 12B | -- | -- |
| Context Window | 131K | 400K | GPT-5.4 Nano |
| Pricing | $0.04/$0.13/M | $0.20/$1.25/M | -- |
| Signal Scores | |||
| Capabilities | 67 | 100 | GPT-5.4 Nano |
| Pricing | 100 | 99 | Gemma 3 12B |
| Context window size | 81 | 89 | GPT-5.4 Nano |
| Recency | 56 | 100 | GPT-5.4 Nano |
| Output Capacity | 70 | 85 | GPT-5.4 Nano |
| Benchmarks | -- | 90 | GPT-5.4 Nano |
Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.
Scores 40/100 (rank #280), placing it in the top 4% of all 290 models tracked.
Scores 79/100 (rank #42), placing it in the top 86% of all 290 models tracked.
GPT-5.4 Nano has a 39-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.
Gemma 3 12B offers 88% better value per quality point. At 1M tokens/day, you'd spend $2.55/month with Gemma 3 12B vs $21.75/month with GPT-5.4 Nano - a $19.20 monthly difference.
Both models have comparable response speeds. For most applications, the latency difference is negligible.
When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.
Code generation & review
Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Suitable for user-facing chat with competitive response times. Gemma 3 12B also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (400K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($0.13/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (79/100) correlates with better nuance, coherence, and style in long-form content
Image understanding & OCR
Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly
GPT-5.4 Nano clearly outperforms Gemma 3 12B with a significant 39.3-point lead. For most general use cases, GPT-5.4 Nano is the stronger choice. However, Gemma 3 12B may still excel in niche scenarios.
Best for Quality
Gemma 3 12B
Marginally better benchmark scores; both are excellent
Best for Cost
Gemma 3 12B
88% lower pricing; better value at scale
Best for Reliability
Gemma 3 12B
Higher uptime and faster response speeds
Best for Prototyping
Gemma 3 12B
Stronger community support and better developer experience
Best for Production
Gemma 3 12B
Wider enterprise adoption and proven at scale
by Google
| Capability | Gemma 3 12B | GPT-5.4 Nano |
|---|---|---|
| Vision (Image Input) | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoningdiffers | ||
| Web Searchdiffers | ||
| Image Output |
OpenAI
Gemma 3 12B saves you $1.63/month
That's 88% cheaper than GPT-5.4 Nano at 1,000 tokens/request and 100 requests/day.
Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.
| Parameter | Gemma 3 12B | GPT-5.4 Nano |
|---|---|---|
| Context Window | 131K | 400K |
| Max Output Tokens | 16,384 | 128,000 |
| Open Source | Yes | No |
| Created | Mar 13, 2025 | Mar 17, 2026 |