Model decision surface
Compare AI models
Start with Gemma 4 31B and MiMo-V2.6-Pro, 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 4 31B vs MiMo-V2.6-Pro
Live dataset updated 9/22/2026, 1:40:35 AM UTC
Open 1200×630 evidence receipt| Field | Gemma 4 31B | MiMo-V2.6-Pro Xiaomi |
|---|---|---|
| ModelCap position | #28 | #5 |
| Index score | 71.3 | 84.9 |
| Evidence | Measured3 public benchmark observations across 3 boards | Measured1 public benchmark observation across 1 board |
| Input / 1M | $0.09 | $0.435 |
| Output / 1M | $0.34 | $0.87 |
| Pricing status | fresh | fresh |
| Context | 262K | 1M |
| Providers | 12 | 1 |
| Weight access | Open weights | API only |
Decision facts
- Gemma 4 31B is #28; MiMo-V2.6-Pro is #5 on the same current language board.
- Index scores are 71.3 for Gemma 4 31B and 84.9 for MiMo-V2.6-Pro. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.
- Both positions use Measured evidence.
- Listed output price per 1M tokens is $0.34 for Gemma 4 31B and $0.87 for MiMo-V2.6-Pro. For 1,000 requests with 2,000 input and 500 output tokens each (2M input + 0.5M output), the listed-rate estimate is $0.35 for Gemma 4 31B versus $1.30 for MiMo-V2.6-Pro. Gemma 4 31B costs 73.2% less in this scenario. This excludes caching, batch discounts, prompt-length tiers, tool charges and retries; verify the selected endpoint before budgeting.
- Published context is 262,144 tokens for Gemma 4 31B and 1,048,576 for MiMo-V2.6-Pro.
- Weight access differs: Gemma 4 31B is open; MiMo-V2.6-Pro is none.
- ModelCap currently lists 12 providers for Gemma 4 31B and 1 for MiMo-V2.6-Pro.
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 5.1 vs Claude Opus 5#1 vs #2 on the ModelCap Index
- Claude Fable 5.1 vs GPT-6 Astra#1 vs #3 on the ModelCap Index
- Claude Opus 5 vs GPT-6 Astra#2 vs #3 on the ModelCap Index
- Claude Fable 5.1 vs Grok 4.7#1 vs #4 on the ModelCap Index
- Claude Opus 5 vs Grok 4.7#2 vs #4 on the ModelCap Index
- GPT-6 Astra vs Grok 4.7#3 vs #4 on the ModelCap Index
- Claude Fable 5.1 vs MiMo-V2.6-Pro#1 vs #5 on the ModelCap Index
- Claude Opus 5 vs MiMo-V2.6-Pro#2 vs #5 on the ModelCap Index
- GPT-6 Astra vs MiMo-V2.6-Pro#3 vs #5 on the ModelCap Index
- Grok 4.7 vs MiMo-V2.6-Pro#4 vs #5 on the ModelCap Index
- Claude Fable 5.1 vs Muse Spark 1.3#1 vs #6 on the ModelCap Index
- Claude Opus 5 vs Muse Spark 1.3#2 vs #6 on the ModelCap Index
- Muse Spark 1.3 vs GPT-6 Astra#6 vs #3 on the ModelCap Index
- Muse Spark 1.3 vs Grok 4.7#6 vs #4 on the ModelCap Index
- Muse Spark 1.3 vs MiMo-V2.6-Pro#6 vs #5 on the ModelCap Index
- Claude Fable 5.1 vs Qwen3.8 Max (0902)#1 vs #7 on the ModelCap Index
- Claude Opus 5 vs Qwen3.8 Max (0902)#2 vs #7 on the ModelCap Index
- GPT-6 Astra vs Qwen3.8 Max (0902)#3 vs #7 on the ModelCap Index
- Qwen3.8 Max (0902) vs Grok 4.7#7 vs #4 on the ModelCap Index
- Qwen3.8 Max (0902) vs MiMo-V2.6-Pro#7 vs #5 on the ModelCap Index
- Muse Spark 1.3 vs Qwen3.8 Max (0902)#6 vs #7 on the ModelCap Index
- Claude Fable 5.1 vs GPT-5.6 Sol#1 vs #8 on the ModelCap Index
- Claude Opus 5 vs GPT-5.6 Sol#2 vs #8 on the ModelCap Index
- GPT-5.6 Sol vs GPT-6 Astra#8 vs #3 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.