Model decision surface
Compare AI models
Start with Qwen3.5-9B and ContextPilot E4B, 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
Qwen3.5-9B vs ContextPilot E4B
Live dataset updated 9/13/2026, 2:40:29 PM UTC
Open 1200×630 evidence receipt| Field | Qwen3.5-9B Qwen | ContextPilot E4B Tencent |
|---|---|---|
| ModelCap position | #107 | #106 |
| Index score | 41.3 | 41.3 |
| Evidence | Estimatedpublisher-corpus-prior over 186 held-out anchors (29%); launch card against 3 resolved peers on 10 rows (71%); exceeds every named peer on 4 of 10 rows; optimism haircut 0.6 from cross-lab-probe; shrunk 3.6 up toward the measured corpus | Inheritedfinetune of google/gemma-4-E4B-it · finetune (100%) |
| Input / 1M | $0.10 | Unavailable |
| Output / 1M | $0.15 | Unavailable |
| Pricing status | fresh | unavailable |
| Context | 262K | — |
| Providers | 6 | 0 |
| Weight access | Open weights | Restricted license |
Decision facts
- Qwen3.5-9B is #107; ContextPilot E4B is #106 on the same current language board.
- Index scores are 41.3 for Qwen3.5-9B and 41.3 for ContextPilot E4B. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.
- Evidence differs: Qwen3.5-9B is Estimated; ContextPilot E4B is Inherited.
- Weight access differs: Qwen3.5-9B is open; ContextPilot E4B is restricted.
- ModelCap currently lists 6 providers for Qwen3.5-9B and 0 for ContextPilot E4B.
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.