# Cogito v2.1 671B vs Veo 3.0 with audio

Cogito v2.1 671B and Veo 3.0 with audio are not currently in the Allocate serving catalog, so this page lists no prices for them: every price on this site comes from the live catalog.

## Specifications

| | Cogito v2.1 671B | Veo 3.0 with audio |
| --- | --- | --- |
| Lab | Deep Cogito | Google |
| Access | Not served on Allocate | Not served on Allocate |
| Context window | n/a | n/a |
| List price, input | Not served | Not served |
| List price, output | Not served | Not served |
| Cached input | n/a | n/a |
| License | Not listed | Proprietary API |
| Fine-tunable | Yes | No |

Specifications and provider list prices from the Allocate catalog, checked 2026-09-12.

## Choose Cogito v2.1 671B for

- Long reasoning chains
- Open-weight agents
- Self-hosted reasoning

## Choose Veo 3.0 with audio for

- Clips that need sound
- Social video
- Ad drafts

## Common questions

### Can I fine-tune Cogito v2.1 671B or Veo 3.0 with audio?

Cogito v2.1 671B publishes open weights (Not listed) and can be fine-tuned on your own data. Veo 3.0 with audio is a closed model served over API; its weights are not available.

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[HTML page](https://allocate.network/compare/deepcogito-cogito-v2-1-671b-vs-google-veo-3-0-audio) · [Cogito v2.1 671B](https://allocate.network/models/deepcogito-cogito-v2-1-671b.md) · [Veo 3.0 with audio](https://allocate.network/models/google-veo-3-0-audio.md) · [Machine-readable catalog](https://allocate.network/catalog.json)