cogito v1 preview llama 8B (Deep Cogito) and granite 3.1 1b a400m instruct (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 22 September 2026
As of 22 September 2026, granite 3.1 1b a400m instruct holds the stronger ModelCap Index position (#235 vs #237); and granite 3.1 1b a400m instruct ships open weights.
Evidence: finetune of meta-llama/Llama-3.1-8B · finetune (100%) · publisher-corpus-prior over 203 held-out anchors (7%); launch card against 2 resolved peers on 4 rows (94%); no cross-lab optimism probe available; shrunk 0.7 up toward the measured corpus. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.
cogito v1 preview llama 8B vs granite 3.1 1b a400m instruct: common questions
Is cogito v1 preview llama 8B better than granite 3.1 1b a400m instruct?
granite 3.1 1b a400m instruct ranks higher on the ModelCap Index as of 22 September 2026: #235 against #237. 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 3.1 1b a400m 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 granite 3.1 1b a400m instruct?
Both publish a —-token context window.
Which is better for coding, cogito v1 preview llama 8B or granite 3.1 1b a400m 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 granite 3.1 1b a400m instruct open-weight models?
cogito v1 preview llama 8B: Restricted license. granite 3.1 1b a400m instruct: 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 3.1 1b a400m instruct?
ModelCap currently lists 0 API providers for cogito v1 preview llama 8B and 0 for granite 3.1 1b a400m 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 granite 3.1 1b a400m instruct comparison?
Every figure comes from the sealed ModelCap dataset published 22 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.