Celestial AI vs Onehouse
Which Infrastructure AI tool is better in 2026?
Celestial AI
Photonic Fabric optical interconnect for AI infrastructure
Onehouse
Fully managed universal data lakehouse built on Apache Hudi, Iceberg and Delta Lake
Side-by-side
Celestial AI is the more established option (raised $515M); pricing is comparable on both sides.
| Metric | Celestial AI | Onehouse |
|---|---|---|
| Taglinei | Photonic Fabric optical interconnect for AI infrastructure | Fully managed universal data lakehouse built on Apache Hudi, Iceberg and Delta Lake |
| Foundedi | 2020🏆 | 2021 |
| HQi | Santa Clara, United States | Sunnyvale, United States |
| Employeesi | — | 51-200🏆 |
| Neuron scorei | 77🏆 | 69 |
| Total fundingi | $515M🏆 | $68M |
| Latest roundi | Series C1 · Mar 2025 | Series B · Jun 2024 |
| Valuationi | — | — |
| Cheapest paid plani | Pricing not disclosed | Pricing not disclosed |
| Free plani | ✗ | ✓ |
| Free triali | ✗ | ✓ |
| Top tier pricei | Pricing not disclosed | Pricing not disclosed |
| Pricing summaryi | Custom | Enterprise · Contact sales |
| Categoriesi |
Capability matrix
Developer-facing capabilities and access signals for Celestial AI and Onehouse.
| Capability | Celestial AI | Onehouse |
|---|---|---|
| MCP support | ✗ | ✗ |
| Public API | ✗ | ✓ |
| Webhooks | ✗ | ✗ |
| OAuth 2.0 | ✗ | ✗ |
| SDK languages | — | — |
| Free plan | ✗ | ✓ |
| Free trial | ✗ | ✓ |
| Verified | ✗ | ✗ |
| Active deal | ✗ | ✗ |
🟢 Strengths of Celestial AI
- Has raised more capital ($515M vs $68M)
- Higher Neuron score (77 vs 69)
- More mature (2020)
🔵 Strengths of Onehouse
- Offers a free plan
- Offers a free trial
- Newer company (2021)
Which should you choose?
Choose Onehouse 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 Celestial AI if you want the most established option — it has raised $515M, 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
Celestial AI vs Onehouse — which is better?
It depends on your priority. Celestial AI has raised more capital and is the more established option; Onehouse has broader feature depth. See the side-by-side table above.
Is Celestial AI cheaper than Onehouse?
No — Onehouse's cheapest paid plan is Enterprise · Contact sales, while Celestial AI's is Custom.
Do Celestial AI and Onehouse offer free plans?
Celestial AI: Paid only. Onehouse: Yes, has a free plan.
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