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Head-to-head comparison

Qwen3 Coder Next vs ContextPilot E4B

Qwen3 Coder Next (Qwen) and ContextPilot E4B (Tencent) compared on the ModelCap Index, API price, context window, provider availability, weight access and every public benchmark board they share. Figures are the same ones shown on the live rankings; nothing here is a hidden score.

Snapshot as of 9 September 2026

As of 9 September 2026, ContextPilot E4B holds the stronger ModelCap Index position (#104 vs #105); and Qwen3 Coder Next ships open weights.

Which should you choose?

Choose Qwen3 Coder Next if…

  • you want to self-host: Qwen3 Coder Next ships open weights while ContextPilot E4B is restricted license.
  • you want provider choice — 4 listed API providers against 0.

Choose ContextPilot E4B if…

  • you want the stronger overall ModelCap Index position — #104 against #105 (39.9 vs 39.3 points).
  • you want the more recently listed model — ContextPilot E4B was listed 27 August 2026, Qwen3 Coder Next 4 February 2026.

Qwen3 Coder Next vs ContextPilot E4B: specs, pricing and context

Specification comparison of Qwen3 Coder Next and ContextPilot E4B
FieldQwen3 Coder NextQwenContextPilot E4BTencent
ModelCap Index position#105#104
Index score39.339.9
EvidenceMeasuredInherited
Input price / 1M tokens$0.12Unlisted
Output price / 1M tokens$0.80Unlisted
Context window262K tokens— tokens
Max output tokens236K—
API providers listed40
Weight accessOpen weightsRestricted license
Input modalitiesTextText
First listed4 February 202627 August 2026
PublisherQwenTencent

Evidence: 1 public benchmark observation across 1 board · finetune of google/gemma-4-E4B-it · finetune (100%). Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: Qwen3 Coder Next vs ContextPilot E4B

Public benchmark boards where Qwen3 Coder Next or ContextPilot E4B has a published result
BoardQwen3 Coder NextContextPilot E4BLeads
AA Intelligence IndexArtificial Analysis10.1intelligence-index:v4.3:non-reasoning—Only one result
AA Terminal-Bench 2.1Artificial Analysis38.2%terminal-bench:2.1:terminus-2:e2b:pass-at-1:3-repeats:source-model="Qwen3 Coder Next":reasoning=false—Only one result
AA τ²-Bench TelecomArtificial Analysis79.5%tau2:telecom:dual-control:pass-at-1:3-repeats:source-model="Qwen3 Coder Next":reasoning=false—Only one result
AA Humanity's Last ExamArtificial Analysis10.1%hle:may-2025:text-only-2158:no-tools:pass-at-1:source-model="Qwen3 Coder Next":reasoning=false—Only one result

Scores are the sources' own published figures for each model's best evaluated configuration; ModelCap never re-runs a benchmark.

Want a different pairing? Open the interactive comparison tool to swap either model for any current ranked language model.

Qwen3 Coder Next vs ContextPilot E4B: common questions

Is Qwen3 Coder Next better than ContextPilot E4B?

ContextPilot E4B ranks higher on the ModelCap Index as of 9 September 2026: #104 against #105. That is a capability ranking built from public benchmark evidence with published uncertainty; whether it is "better" for you also depends on price, context and where you can run it. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.

Is Qwen3 Coder Next cheaper than ContextPilot E4B?

At least one of the two has no listed API price on ModelCap right now, so no price comparison is made.

Which has the bigger context window, Qwen3 Coder Next or ContextPilot E4B?

Both publish a 262K-token context window.

Which is better for coding, Qwen3 Coder Next or ContextPilot E4B?

The two models do not share a coding benchmark board on ModelCap yet, so no head-to-head coding score is published; the ModelCap Index position is the closest overall signal.

Are Qwen3 Coder Next and ContextPilot E4B open-weight models?

Qwen3 Coder Next: Open weights. ContextPilot E4B: Restricted license. Open weights mean the checkpoint can be downloaded and self-hosted under its licence; API-only models are available solely through hosted endpoints.

Where can I run Qwen3 Coder Next and ContextPilot E4B?

ModelCap currently lists 4 API providers for Qwen3 Coder Next and 0 for ContextPilot E4B, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this Qwen3 Coder Next vs ContextPilot E4B comparison?

Every figure comes from the sealed ModelCap dataset published 9 September 2026; the page re-renders within a minute of each data refresh, and the ModelCap Index positions are the same ones shown on the live rankings.

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