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Head-to-head comparison

cogito v1 preview llama 8B vs granite 3.3 8b math prm v2

cogito v1 preview llama 8B (Deep Cogito) and granite 3.3 8b math prm v2 (IBM Granite) 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 23 September 2026

As of 23 September 2026, granite 3.3 8b math prm v2 holds the stronger ModelCap Index position (#244 vs #247); and granite 3.3 8b math prm v2 ships open weights.

Which should you choose?

Choose cogito v1 preview llama 8B if…

  • ModelCap publishes no field on which cogito v1 preview llama 8B leads granite 3.3 8b math prm v2 for this pair.

Choose granite 3.3 8b math prm v2 if…

  • you want the stronger overall ModelCap Index position — #244 against #247 (9.2 vs 8.7 points).
  • you want to self-host: granite 3.3 8b math prm v2 ships open weights while cogito v1 preview llama 8B is restricted license.
  • you want the more recently listed model — granite 3.3 8b math prm v2 was listed 7 January 2026, cogito v1 preview llama 8B 31 March 2025.

cogito v1 preview llama 8B vs granite 3.3 8b math prm v2: specs, pricing and context

Specification comparison of cogito v1 preview llama 8B and granite 3.3 8b math prm v2
Fieldcogito v1 preview llama 8BDeep Cogitogranite 3.3 8b math prm v2IBM Granite
ModelCap Index position#247#244
Index score8.79.2
EvidenceInheritedInherited
Input price / 1M tokensUnlistedUnlisted
Output price / 1M tokensUnlistedUnlisted
Context window— tokens— tokens
Max output tokens
API providers listed00
Weight accessRestricted licenseOpen weights
Input modalitiesTextText
First listed31 March 20257 January 2026
PublisherDeep CogitoIBM Granite

Evidence: finetune of meta-llama/Llama-3.1-8B · finetune (100%) · finetune of ibm-granite/granite-3.3-8b-instruct · finetune (100%). Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: cogito v1 preview llama 8B vs granite 3.3 8b math prm v2

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.

cogito v1 preview llama 8B vs granite 3.3 8b math prm v2: common questions

Is cogito v1 preview llama 8B better than granite 3.3 8b math prm v2?

granite 3.3 8b math prm v2 ranks higher on the ModelCap Index as of 23 September 2026: #244 against #247. 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 cogito v1 preview llama 8B cheaper than granite 3.3 8b math prm v2?

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, cogito v1 preview llama 8B or granite 3.3 8b math prm v2?

Both publish a —-token context window.

Which is better for coding, cogito v1 preview llama 8B or granite 3.3 8b math prm v2?

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 cogito v1 preview llama 8B and granite 3.3 8b math prm v2 open-weight models?

cogito v1 preview llama 8B: Restricted license. granite 3.3 8b math prm v2: 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 cogito v1 preview llama 8B and granite 3.3 8b math prm v2?

ModelCap currently lists 0 API providers for cogito v1 preview llama 8B and 0 for granite 3.3 8b math prm v2, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this cogito v1 preview llama 8B vs granite 3.3 8b math prm v2 comparison?

Every figure comes from the sealed ModelCap dataset published 23 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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