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ModelCap

Model decision surface

Compare AI models

Start with Qwen3 Coder Next 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 Coder Next vs ContextPilot E4B

Live dataset updated 9/9/2026, 8:46:14 PM UTC

Open 1200×630 evidence receipt
Factual comparison of Qwen3 Coder Next and ContextPilot E4B
Field
ModelCap position#105#104
Index score39.339.9
EvidenceMeasured1 public benchmark observation across 1 boardInheritedfinetune of google/gemma-4-E4B-it · finetune (100%)
Input / 1M$0.12Unavailable
Output / 1M$0.80Unavailable
Pricing statusfreshunavailable
Context262K—
Providers40
Weight accessOpen weightsRestricted license

Decision facts

  • Qwen3 Coder Next is #105; ContextPilot E4B is #104 on the same current language board.
  • Index scores are 39.3 for Qwen3 Coder Next and 39.9 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 Coder Next is Measured; ContextPilot E4B is Inherited.
  • Weight access differs: Qwen3 Coder Next is open; ContextPilot E4B is restricted.
  • ModelCap currently lists 4 providers for Qwen3 Coder Next 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.

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.