Model decision surface
Compare AI models
Start with K2 Horizon MoVA 36B A4B and GPT-5.4 Nano, 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
K2 Horizon MoVA 36B A4B vs GPT-5.4 Nano
Live dataset updated 9/19/2026, 11:04:59 PM UTC
Open 1200×630 evidence receipt| Field | GPT-5.4 Nano OpenAI | |
|---|---|---|
| ModelCap position | #78 | #80 |
| Index score | 54.5 | 52.6 |
| Evidence | Estimatedglobal-corpus-prior over 195 held-out anchors (77%); launch card against 3 resolved peers on 8 rows (23%); exceeds every named peer on 4 of 8 rows; optimism haircut 2.24 from cross-lab-probe; shrunk 6 toward the measured corpus | Measured4 public benchmark observations across 4 boards |
| Input / 1M | Unavailable | $0.20 |
| Output / 1M | Unavailable | $1.25 |
| Pricing status | unavailable | fresh |
| Context | — | 400K |
| Providers | 0 | 2 |
| Weight access | Open weights | API only |
Decision facts
- K2 Horizon MoVA 36B A4B is #78; GPT-5.4 Nano is #80 on the same current language board.
- Index scores are 54.5 for K2 Horizon MoVA 36B A4B and 52.6 for GPT-5.4 Nano. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.
- Evidence differs: K2 Horizon MoVA 36B A4B is Estimated; GPT-5.4 Nano is Measured.
- Weight access differs: K2 Horizon MoVA 36B A4B is open; GPT-5.4 Nano is none.
- ModelCap currently lists 0 providers for K2 Horizon MoVA 36B A4B and 2 for GPT-5.4 Nano.
These are separate published fields, not a synthetic winner. ModelCap does not collapse price, access, context, and capability evidence into a hidden recommendation score.
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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.