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Head-to-head comparison

MathForm 8B vs ContextPilot 8B

MathForm 8B (Openbmb) and ContextPilot 8B (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 3 September 2026

As of 3 September 2026, MathForm 8B holds the stronger ModelCap Index position (#112 vs #114); and MathForm 8B ships open weights.

Which should you choose?

Choose MathForm 8B if…

  • you want the stronger overall ModelCap Index position — #112 against #114 (23.2 vs 23.2 points).
  • you want to self-host: MathForm 8B ships open weights while ContextPilot 8B is restricted license.

Choose ContextPilot 8B if…

  • you want the more recently listed model — ContextPilot 8B was listed 27 August 2026, MathForm 8B 14 August 2026.

MathForm 8B vs ContextPilot 8B: specs, pricing and context

Specification comparison of MathForm 8B and ContextPilot 8B
FieldMathForm 8BOpenbmbContextPilot 8BTencent
ModelCap Index position#112#114
Index score23.223.2
EvidenceInheritedInherited
Input price / 1M tokensUnlistedUnlisted
Output price / 1M tokensUnlistedUnlisted
Context window— tokens— tokens
Max output tokens——
API providers listed00
Weight accessOpen weightsRestricted license
Input modalitiesTextText
First listed14 August 202627 August 2026
PublisherOpenbmbTencent

Evidence: finetune · finetune · finetune · finetune. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: MathForm 8B vs ContextPilot 8B

Neither model has a published result on a public benchmark board ModelCap tracks yet.

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.

MathForm 8B vs ContextPilot 8B: common questions

Is MathForm 8B better than ContextPilot 8B?

MathForm 8B ranks higher on the ModelCap Index as of 3 September 2026: #112 against #114. 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.

Is MathForm 8B cheaper than ContextPilot 8B?

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, MathForm 8B or ContextPilot 8B?

Both publish a —-token context window.

Which is better for coding, MathForm 8B or ContextPilot 8B?

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 MathForm 8B and ContextPilot 8B open-weight models?

MathForm 8B: Open weights. ContextPilot 8B: 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 MathForm 8B and ContextPilot 8B?

ModelCap currently lists 0 API providers for MathForm 8B and 0 for ContextPilot 8B, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this MathForm 8B vs ContextPilot 8B comparison?

Every figure comes from the sealed ModelCap dataset published 3 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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