Liquid AI vs Preferred Networks
Which Infrastructure AI tool is better in 2026?
Liquid AI
Efficient general-purpose foundation models built for edge, on-device, and cloud deployment at every scale.
Preferred Networks
Preferred Networks develops and provides all four layers of the AI technology value chain: AI semiconductors, computing infrastructure, generative AI foundation models, and AI products/solutions.
Side-by-side
Liquid AI is the more established option (raised $250M); pricing is comparable on both sides.
| Metric | Liquid AI | Preferred Networks |
|---|---|---|
| Taglinei | Efficient general-purpose foundation models built for edge, on-device, and cloud deployment at every scale. | Preferred Networks develops and provides all four layers of the AI technology value chain: AI semiconductors, computing infrastructure, generative AI foundation models, and AI products/solutions. |
| Foundedi | 2023🏆 | — |
| HQi | Boston, US | Tokyo, JP |
| Employeesi | 51-200🏆 | 201-500 |
| Neuron scorei | 66🏆 | 57 |
| Total fundingi | $250M🏆 | $160M |
| Latest roundi | Series A · Dec 2024 | Corporate · Dec 2017 |
| Valuationi | $2.4B🏆 | — |
| Cheapest paid plani | — | Pricing not disclosed |
| Free plani | ✓ Playground | ✗ |
| Free triali | ✓ | ✗ |
| Top tier pricei | Enterprise · Contact sales | Pricing not disclosed |
| Pricing summaryi | 2 published plans | Enterprise · Contact sales |
| Categoriesi |
Capability matrix
Developer-facing capabilities and access signals for Liquid AI and Preferred Networks.
| Capability | Liquid AI | Preferred Networks |
|---|---|---|
| MCP support | ✗ | ✗ |
| Public API | ✗ | ✗ |
| Webhooks | ✗ | ✗ |
| OAuth 2.0 | ✗ | ✗ |
| SDK languages | 1 (Python) | — |
| Free plan | ✓ | ✗ |
| Free trial | ✓ | ✗ |
| Verified | ✗ | ✗ |
| Active deal | ✓ | ✗ |
🟢 Strengths of Liquid AI
- Has raised more capital ($250M vs $160M)
- Higher Neuron score (66 vs 57)
- Offers a free plan
- Offers a free trial
🔵 Strengths of Preferred Networks
- Strong in AI Infrastructure
Which should you choose?
Choose Preferred Networks if price matters most — it starts at Enterprise · Contact sales, which is friendlier for teams watching burn. Both AI Infrastructure tools ship core features, so the cost delta often decides it for small teams and solo operators.
Choose Liquid AI if you want the most established option — it has raised $250M, suggesting more runway for enterprise features, support, and long-term roadmap. For mission-critical workflows or larger teams, that stability often outweighs a lower monthly price.
💸 Deals
Liquid Foundation Models — free on Liquid Playground
Try Liquid Foundation Models free in the Liquid Playground — LFM-1B, LFM-3B, and LFM-40B available for evaluation.
Frequently asked questions
Liquid AI vs Preferred Networks — which is better?
It depends on your priority. Liquid AI has raised more capital and is the more established option; Preferred Networks has broader feature depth. See the side-by-side table above.
Is Liquid AI cheaper than Preferred Networks?
No — Preferred Networks's cheapest paid plan is Enterprise · Contact sales, while Liquid AI's is Free.
Do Liquid AI and Preferred Networks offer free plans?
Liquid AI: Yes, has a free plan. Preferred Networks: Paid only.
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