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Head-to-head comparison

Llama 4 Scout vs MathForm 8B

Llama 4 Scout (Meta) and MathForm 8B (Openbmb) 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 17 August 2026

As of 17 August 2026, Llama 4 Scout holds the stronger ModelCap Index position (#104 vs #106); and MathForm 8B ships open weights.

Which should you choose?

Choose Llama 4 Scout if…

  • you want the stronger overall ModelCap Index position — #104 against #106 (22.5 vs 22.5 points).
  • you want provider choice — 4 listed API providers against 0.

Choose MathForm 8B if…

  • you want to self-host: MathForm 8B ships open weights while Llama 4 Scout is gated access.
  • you want the more recently listed model — MathForm 8B was listed 14 August 2026, Llama 4 Scout 5 April 2025.

Llama 4 Scout vs MathForm 8B: specs, pricing and context

Specification comparison of Llama 4 Scout and MathForm 8B
FieldLlama 4 ScoutMetaMathForm 8BOpenbmb
ModelCap Index position#104#106
Index score22.522.5
EvidenceMeasuredInherited
Input price / 1M tokens$0.10Unlisted
Output price / 1M tokens$0.30Unlisted
Context window1.3M tokens— tokens
Max output tokens16K—
API providers listed40
Weight accessGated accessOpen weights
Input modalitiesText, ImageText
First listed5 April 202514 August 2026
PublisherMetaOpenbmb

Evidence: 4 public benchmark observations across 4 boards · finetune · finetune. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: Llama 4 Scout vs MathForm 8B

Public benchmark boards where Llama 4 Scout or MathForm 8B has a published result
BoardLlama 4 ScoutMathForm 8BLeads
Arena codingArena (LMArena)13621353–1370—Only one result
ARC-AGI-2ARC Prize Foundation0.0%—Only one result
Artificial Analysis Intelligence IndexArtificial Analysis10.3intelligence-index—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.

Llama 4 Scout vs MathForm 8B: common questions

Is Llama 4 Scout better than MathForm 8B?

Llama 4 Scout ranks higher on the ModelCap Index as of 17 August 2026: #104 against #106. 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 Llama 4 Scout cheaper than MathForm 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, Llama 4 Scout or MathForm 8B?

Both publish a 1.3M-token context window.

Which is better for coding, Llama 4 Scout or MathForm 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 Llama 4 Scout and MathForm 8B open-weight models?

Llama 4 Scout: Gated access. MathForm 8B: Open weights. 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 Llama 4 Scout and MathForm 8B?

ModelCap currently lists 4 API providers for Llama 4 Scout and 0 for MathForm 8B, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this Llama 4 Scout vs MathForm 8B comparison?

Every figure comes from the sealed ModelCap dataset published 17 August 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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