# Gemini 3.1 Pro vs LFM2.5 8B A1B

LFM2.5 8B A1B is not currently in the Allocate serving catalog, so this page lists no prices for it: every price on this site comes from the live catalog.

## Specifications

| | Gemini 3.1 Pro | LFM2.5 8B A1B |
| --- | --- | --- |
| Lab | Google | Liquid AI |
| Access | API only | Not served on Allocate |
| Context window | 1M tokens | n/a |
| List price, input | $2 / M tokens | Not served |
| List price, output | $12 / M tokens | Not served |
| Cached input | n/a | n/a |
| License | Proprietary API | Not listed |
| Fine-tunable | No | Yes |

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

## Choose Gemini 3.1 Pro for

- Judgment-heavy workflows
- Long-context analysis
- Escalation tier above Flash

## Choose LFM2.5 8B A1B for

- High-volume extraction
- Latency-sensitive routes
- Edge deployments

## Common questions

### Which has the bigger context window?

Gemini 3.1 Pro: 1,000,000 tokens (1M) against an unlisted window for LFM2.5 8B A1B.

### Can I fine-tune Gemini 3.1 Pro or LFM2.5 8B A1B?

LFM2.5 8B A1B publishes open weights (Not listed) and can be fine-tuned on your own data. Gemini 3.1 Pro is a closed model served over API; its weights are not available.

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[HTML page](https://allocate.network/compare/google-gemini-3-1-pro-vs-liquid-lfm2-5-8b-a1b) · [Gemini 3.1 Pro](https://allocate.network/models/google-gemini-3-1-pro.md) · [LFM2.5 8B A1B](https://allocate.network/models/liquid-lfm2-5-8b-a1b.md) · [Machine-readable catalog](https://allocate.network/catalog.json)