Model decision surface
Compare AI models
Start with UserLM 8b and Mixtral 8x22B Instruct, 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
UserLM 8b vs Mixtral 8x22B Instruct
Live dataset updated 9/12/2026, 1:09:54 PM UTC
Open 1200×630 evidence receipt| Field | UserLM 8b Microsoft | Mixtral 8x22B Instruct Mistral AI |
|---|---|---|
| ModelCap position | #181 | #178 |
| Index score | 6.1 | 9.5 |
| Evidence | Inheritedfinetune of meta-llama/Llama-3.1-8B · finetune (100%) | Measured2 public benchmark observations across 2 boards |
| Input / 1M | Unavailable | $2.00 |
| Output / 1M | Unavailable | $6.00 |
| Pricing status | unavailable | fresh |
| Context | — | 66K |
| Providers | 0 | 1 |
| Weight access | Open weights | Open weights |
Decision facts
- UserLM 8b is #181; Mixtral 8x22B Instruct is #178 on the same current language board.
- Index scores are 6.1 for UserLM 8b and 9.5 for Mixtral 8x22B Instruct. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.
- Evidence differs: UserLM 8b is Inherited; Mixtral 8x22B Instruct is Measured.
- ModelCap currently lists 0 providers for UserLM 8b and 1 for Mixtral 8x22B Instruct.
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 Muse Spark 1.3#1 vs #2 on the ModelCap Index
- Claude Fable 5.1 vs Claude Opus 5#1 vs #3 on the ModelCap Index
- Claude Opus 5 vs Muse Spark 1.3#3 vs #2 on the ModelCap Index
- Claude Fable 5.1 vs GPT-6 Astra#1 vs #4 on the ModelCap Index
- Muse Spark 1.3 vs GPT-6 Astra#2 vs #4 on the ModelCap Index
- Claude Opus 5 vs GPT-6 Astra#3 vs #4 on the ModelCap Index
- Claude Fable 5.1 vs GPT-5.6 Sol#1 vs #5 on the ModelCap Index
- Muse Spark 1.3 vs GPT-5.6 Sol#2 vs #5 on the ModelCap Index
- Claude Opus 5 vs GPT-5.6 Sol#3 vs #5 on the ModelCap Index
- GPT-5.6 Sol vs GPT-6 Astra#5 vs #4 on the ModelCap Index
- Claude Fable 5.1 vs GLM 5.3#1 vs #6 on the ModelCap Index
- Muse Spark 1.3 vs GLM 5.3#2 vs #6 on the ModelCap Index
- Claude Opus 5 vs GLM 5.3#3 vs #6 on the ModelCap Index
- GPT-6 Astra vs GLM 5.3#4 vs #6 on the ModelCap Index
- GPT-5.6 Sol vs GLM 5.3#5 vs #6 on the ModelCap Index
- Claude Fable 5.1 vs Gemini 3.8 Flash#1 vs #7 on the ModelCap Index
- Gemini 3.8 Flash vs Muse Spark 1.3#7 vs #2 on the ModelCap Index
- Claude Opus 5 vs Gemini 3.8 Flash#3 vs #7 on the ModelCap Index
- Gemini 3.8 Flash vs GPT-6 Astra#7 vs #4 on the ModelCap Index
- Gemini 3.8 Flash vs GPT-5.6 Sol#7 vs #5 on the ModelCap Index
- Gemini 3.8 Flash vs GLM 5.3#7 vs #6 on the ModelCap Index
- Claude Fable 5.1 vs Kimi K3#1 vs #8 on the ModelCap Index
- Muse Spark 1.3 vs Kimi K3#2 vs #8 on the ModelCap Index
- Claude Opus 5 vs Kimi K3#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.