Model decision surface
Compare AI models
Start with LFM2.5 230M and llm jp 4 33b thinking, 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
LFM2.5 230M vs llm jp 4 33b thinking
Live dataset updated 8/20/2026, 5:39:50 AM UTC
Open 1200×630 evidence receipt| Field | LFM2.5 230M LiquidAI | llm jp 4 33b thinking Llm Jp |
|---|---|---|
| ModelCap position | #151 | #153 |
| Index score | 21.7 | 21.7 |
| Evidence | Estimatedglobal corpus prior · leave-one-anchor-out calibrated | Estimatedglobal corpus prior · leave-one-anchor-out calibrated |
| Input / 1M | Unavailable | Unavailable |
| Output / 1M | Unavailable | Unavailable |
| Pricing status | unavailable | unavailable |
| Context | — | — |
| Providers | 0 | 0 |
| Weight access | Restricted license | Open weights |
Decision facts
- LFM2.5 230M is #151; llm jp 4 33b thinking is #153 on the same current language board.
- Index scores are 21.7 for LFM2.5 230M and 21.7 for llm jp 4 33b thinking.
- Both positions use Estimated evidence.
- Weight access differs: LFM2.5 230M is restricted; llm jp 4 33b thinking is open.
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.