Anyscale vs d-Matrix
Which Infrastructure AI tool is better in 2026?
Anyscale
Production-scale AI infrastructure powered by Ray for distributed training, data curation, and batch inference.
d-Matrix
Digital in-memory compute (DIMC) chiplet-based hardware purpose-built for AI inference in the
Side-by-side
d-Matrix is the more established option (raised $385M); pricing is comparable on both sides.
| Metric | Anyscale | d-Matrix |
|---|---|---|
| Taglinei | Production-scale AI infrastructure powered by Ray for distributed training, data curation, and batch inference. | Digital in-memory compute (DIMC) chiplet-based hardware purpose-built for AI inference in the |
| Foundedi | 2019🏆 | — |
| HQi | San Francisco, US | — |
| Employeesi | 201-500 | 11-50🏆 |
| Neuron scorei | 69🏆 | 46 |
| Total fundingi | $260M | $385M🏆 |
| Latest roundi | Series C · Dec 2021 | Series B |
| Valuationi | $1B🏆 | — |
| Cheapest paid plani | — | Pricing not disclosed |
| Free plani | ✓ Free Tier | ✓ |
| Free triali | ✓ | ✓ |
| Top tier pricei | Enterprise · Contact sales | Pricing not disclosed |
| Pricing summaryi | 2 published plans | Free |
| Categoriesi |
Capability matrix
Developer-facing capabilities and access signals for Anyscale and d-Matrix.
| Capability | Anyscale | d-Matrix |
|---|---|---|
| MCP support | ✗ | ✗ |
| Public API | ✗ | ✗ |
| Webhooks | ✗ | ✗ |
| OAuth 2.0 | ✗ | ✗ |
| SDK languages | 1 (Python) | — |
| Free plan | ✓ | ✓ |
| Free trial | ✓ | ✓ |
| Verified | ✗ | ✗ |
| Active deal | ✗ | ✗ |
🟢 Strengths of Anyscale
- Higher Neuron score (69 vs 46)
- Newer company (2019)
🔵 Strengths of d-Matrix
- Has raised more capital ($385M vs $260M)
Which should you choose?
Choose d-Matrix if price matters most — it starts at Free, 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 d-Matrix if you want the most established option — it has raised $385M, 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
Anyscale vs d-Matrix — which is better?
It depends on your priority. Anyscale is the leaner option; d-Matrix has broader feature depth. See the side-by-side table above.
Is Anyscale cheaper than d-Matrix?
No — d-Matrix's cheapest paid plan is Free, while Anyscale's is Free.
Do Anyscale and d-Matrix offer free plans?
Anyscale: Yes, has a free plan. d-Matrix: Yes, has a free plan.
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