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Head-to-head comparison

cogito v1 preview llama 8B vs Llama 3.2 3B Instruct

cogito v1 preview llama 8B (Deep Cogito) and Llama 3.2 3B Instruct (Meta) 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 15 September 2026

As of 15 September 2026, cogito v1 preview llama 8B holds the stronger ModelCap Index position (#196 vs #198).

Which should you choose?

Choose cogito v1 preview llama 8B if…

  • you want the stronger overall ModelCap Index position — #196 against #198 (5.8 vs 4.9 points).
  • you want the more recently listed model — cogito v1 preview llama 8B was listed 31 March 2025, Llama 3.2 3B Instruct 25 September 2024.

Choose Llama 3.2 3B Instruct if…

  • you want provider choice — 2 listed API providers against 0.

cogito v1 preview llama 8B vs Llama 3.2 3B Instruct: specs, pricing and context

Specification comparison of cogito v1 preview llama 8B and Llama 3.2 3B Instruct
Fieldcogito v1 preview llama 8BDeep CogitoLlama 3.2 3B InstructMeta
ModelCap Index position#196#198
Index score5.84.9
EvidenceInheritedMeasured
Input price / 1M tokensUnlisted$0.05
Output price / 1M tokensUnlisted$0.33
Context window— tokens131K tokens
Max output tokens—118K
API providers listed02
Weight accessRestricted licenseGated access
Input modalitiesTextText
First listed31 March 202525 September 2024
PublisherDeep CogitoMeta

Evidence: finetune of meta-llama/Llama-3.1-8B · finetune (100%) · 2 public benchmark observations across 2 boards. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: cogito v1 preview llama 8B vs Llama 3.2 3B Instruct

Public benchmark boards where cogito v1 preview llama 8B or Llama 3.2 3B Instruct has a published result
Boardcogito v1 preview llama 8BLlama 3.2 3B InstructLeads
Arena codingArena (LMArena)—11771160–1193Only one result
BFCL V4UC Berkeley (Gorilla)—22.0Function callingOnly 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.

cogito v1 preview llama 8B vs Llama 3.2 3B Instruct: common questions

Is cogito v1 preview llama 8B better than Llama 3.2 3B Instruct?

cogito v1 preview llama 8B ranks higher on the ModelCap Index as of 15 September 2026: #196 against #198. 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 Llama 3.2 3B Instruct?

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 Llama 3.2 3B Instruct?

Both publish a —-token context window.

Which is better for coding, cogito v1 preview llama 8B or Llama 3.2 3B Instruct?

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 Llama 3.2 3B Instruct open-weight models?

cogito v1 preview llama 8B: Restricted license. Llama 3.2 3B Instruct: Gated access. 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 Llama 3.2 3B Instruct?

ModelCap currently lists 0 API providers for cogito v1 preview llama 8B and 2 for Llama 3.2 3B Instruct, 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 Llama 3.2 3B Instruct comparison?

Every figure comes from the sealed ModelCap dataset published 15 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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