Databricks vs Preferred Networks
Which Infrastructure AI tool is better in 2026?
Databricks
The data + AI company
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
Databricks is the more established option (raised $5.6B); pricing is comparable on both sides.
| Metric | Databricks | Preferred Networks |
|---|---|---|
| Taglinei | The data + AI company | 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 | 2013🏆 | — |
| HQi | San Francisco, US | Tokyo, JP |
| Employeesi | 8000+🏆 | 201-500 |
| Neuron scorei | 95🏆 | 70 |
| Total fundingi | $5.6B🏆 | $160M |
| Latest roundi | Series L · Dec 2025 | Corporate · Dec 2017 |
| Valuationi | $134B🏆 | — |
| Cheapest paid plani | — | Pricing not disclosed |
| Free plani | ✗ | ✗ |
| Free triali | ✓ | ✗ |
| Top tier pricei | Committed Use Plan · Contact sales | Pricing not disclosed |
| Pricing summaryi | 3 published plans | Enterprise · Contact sales |
| Categoriesi |
Capability matrix
Developer-facing capabilities and access signals for Databricks and Preferred Networks.
| Capability | Databricks | Preferred Networks |
|---|---|---|
| MCP support | ✓ | ✗ |
| Public API | ✓ | ✗ |
| Webhooks | ✓ | ✗ |
| OAuth 2.0 | ✓ | ✗ |
| SDK languages | 6 (Python, Java, R, Scala…) | — |
| Free plan | ✗ | ✗ |
| Free trial | ✓ | ✗ |
| Verified | ✓ | ✗ |
| Active deal | ✗ | ✗ |
🟢 Strengths of Databricks
- Has raised more capital ($5.6B vs $160M)
- Higher Neuron score (95 vs 70)
- Offers a free trial
- Newer company (2013)
🔵 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 Databricks if you want the most established option — it has raised $5.6B, 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.
Frequently asked questions
Databricks vs Preferred Networks — which is better?
It depends on your priority. Databricks has raised more capital and is the more established option; Preferred Networks has broader feature depth. See the side-by-side table above.
Is Databricks cheaper than Preferred Networks?
No — Preferred Networks's cheapest paid plan is Enterprise · Contact sales, while Databricks's is Enterprise · Contact sales.
Do Databricks and Preferred Networks offer free plans?
Databricks: Free trial only. Preferred Networks: Paid only.
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