Model decision surface
Compare AI models
Start with L3 8B Stheno v3.2 and Ox Alpha, 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
L3 8B Stheno v3.2 vs Ox Alpha
Live dataset updated 8/22/2026, 12:43:30 PM UTC
Open 1200×630 evidence receipt| Field | L3 8B Stheno v3.2 Sao10K | Ox Alpha Stealth |
|---|---|---|
| ModelCap position | #166 | #168 |
| Index score | 21.6 | 21.6 |
| Evidence | Estimatedglobal corpus prior · leave-one-anchor-out calibrated | Estimatedglobal corpus prior · leave-one-anchor-out calibrated |
| Input / 1M | Unavailable | Free |
| Output / 1M | Unavailable | Free |
| Pricing status | unavailable | fresh |
| Context | 8K | 1M |
| Providers | 0 | 1 |
| Weight access | Restricted license | API only |
Decision facts
- L3 8B Stheno v3.2 is #166; Ox Alpha is #168 on the same current language board.
- Index scores are 21.6 for L3 8B Stheno v3.2 and 21.6 for Ox Alpha.
- Both positions use Estimated evidence.
- Published context is 8,192 tokens for L3 8B Stheno v3.2 and 1,048,576 for Ox Alpha.
- Weight access differs: L3 8B Stheno v3.2 is restricted; Ox Alpha is none.
- ModelCap currently lists 0 providers for L3 8B Stheno v3.2 and 1 for Ox Alpha.
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 GLM 5.3#1 vs #7 on the ModelCap Index
- Claude Opus 5 vs GLM 5.3#2 vs #7 on the ModelCap Index
- Kimi K3 vs GLM 5.3#3 vs #7 on the ModelCap Index
- Muse Spark 1.2 vs GLM 5.3#4 vs #7 on the ModelCap Index
- GPT-5.6 Sol vs GLM 5.3#5 vs #7 on the ModelCap Index
- Qwen3.8 Max vs GLM 5.3#6 vs #7 on the ModelCap Index
- Claude Fable 5 vs Gemini 3.1 Pro Preview#1 vs #8 on the ModelCap Index
- Claude Opus 5 vs Gemini 3.1 Pro Preview#2 vs #8 on the ModelCap Index
- Gemini 3.1 Pro Preview vs Kimi K3#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.