Model decision surface
Compare AI models
Start with Gemma 3 12B and GPT-4 Turbo, or choose any two current ranked language models. Compare capability evidence, price, context, provider availability, and weight access without pretending one field decides every use case.
Current public data
Gemma 3 12B vs GPT-4 Turbo
Live dataset updated 8/18/2026, 4:14:24 AM UTC
Open 1200×630 evidence receipt| Field | Gemma 3 12B | GPT-4 Turbo OpenAI |
|---|---|---|
| ModelCap position | #177 | #174 |
| Index score | 20.3 | 20.9 |
| Evidence | Measured3 public benchmark observations across 3 boards | Measured3 public benchmark observations across 3 boards |
| Input / 1M | $0.05 | $10.00 |
| Output / 1M | $0.15 | $30.00 |
| Pricing status | fresh | fresh |
| Context | 131K | 128K |
| Providers | 1 | 1 |
| Weight access | Gated access | API only |
Decision facts
- Gemma 3 12B is #177; GPT-4 Turbo is #174 on the same current language board.
- Index scores are 20.3 for Gemma 3 12B and 20.9 for GPT-4 Turbo.
- Both positions use Measured evidence.
- Listed output price per 1M tokens is $0.15 for Gemma 3 12B and $30.00 for GPT-4 Turbo.
- Published context is 131,072 tokens for Gemma 3 12B and 128,000 for GPT-4 Turbo.
- Weight access differs: Gemma 3 12B is gated; GPT-4 Turbo is none.
These are separate published fields, not a synthetic winner. ModelCap does not collapse price, access, context, and capability evidence into a hidden recommendation score.
Popular comparisons
- Claude Fable 5 vs Claude Opus 5#1 vs #2 on the ModelCap Index
- Claude Fable 5 vs Kimi K3#1 vs #3 on the ModelCap Index
- Claude Opus 5 vs Kimi K3#2 vs #3 on the ModelCap Index
- Claude Fable 5 vs Muse Spark 1.2#1 vs #4 on the ModelCap Index
- Claude Opus 5 vs Muse Spark 1.2#2 vs #4 on the ModelCap Index
- Muse Spark 1.2 vs Kimi K3#4 vs #3 on the ModelCap Index
- Claude Fable 5 vs GPT-5.6 Sol#1 vs #5 on the ModelCap Index
- Claude Opus 5 vs GPT-5.6 Sol#2 vs #5 on the ModelCap Index
- Kimi K3 vs GPT-5.6 Sol#3 vs #5 on the ModelCap Index
- Muse Spark 1.2 vs GPT-5.6 Sol#4 vs #5 on the ModelCap Index
- Claude Fable 5 vs Qwen3.8 Max#1 vs #6 on the ModelCap Index
- Claude Opus 5 vs Qwen3.8 Max#2 vs #6 on the ModelCap Index
- Kimi K3 vs Qwen3.8 Max#3 vs #6 on the ModelCap Index
- Muse Spark 1.2 vs Qwen3.8 Max#4 vs #6 on the ModelCap Index
- GPT-5.6 Sol vs Qwen3.8 Max#5 vs #6 on the ModelCap Index
- Claude Fable 5 vs Gemini 3.1 Pro Preview#1 vs #7 on the ModelCap Index
- Claude Opus 5 vs Gemini 3.1 Pro Preview#2 vs #7 on the ModelCap Index
- Gemini 3.1 Pro Preview vs Kimi K3#7 vs #3 on the ModelCap Index
- Gemini 3.1 Pro Preview vs Muse Spark 1.2#7 vs #4 on the ModelCap Index
- Gemini 3.1 Pro Preview vs GPT-5.6 Sol#7 vs #5 on the ModelCap Index
- Gemini 3.1 Pro Preview vs Qwen3.8 Max#7 vs #6 on the ModelCap Index
- Claude Fable 5 vs GPT-5.5#1 vs #8 on the ModelCap Index
- Claude Opus 5 vs GPT-5.5#2 vs #8 on the ModelCap Index
- Kimi K3 vs GPT-5.5#3 vs #8 on the ModelCap Index
Each comparison page is a permanent, shareable URL with the same live figures as this tool: ModelCap Index position, API pricing, context window, provider count, weight access and every shared benchmark board.