d-Matrix vs Roofline
Which Infrastructure AI tool is better in 2026?
d-Matrix
Digital in-memory compute (DIMC) chiplet-based hardware purpose-built for AI inference in the
Roofline
Retargetable AI compiler for edge hardware deployment
Side-by-side
d-Matrix is the more established option (raised $385M); pricing is comparable on both sides.
| Metric | d-Matrix | Roofline |
|---|---|---|
| Taglinei | Digital in-memory compute (DIMC) chiplet-based hardware purpose-built for AI inference in the | Retargetable AI compiler for edge hardware deployment |
| Foundedi | — | 2024🏆 |
| HQi | — | DE |
| Employeesi | 11-50🏆 | — |
| Neuron scorei | 76🏆 | 44 |
| Total fundingi | $385M🏆 | $2.7M |
| Latest roundi | Series B | Grant · Jul 2025 |
| 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 | Free | Pricing not listed |
| Categoriesi |
Capability matrix
Developer-facing capabilities and access signals for d-Matrix and Roofline.
| Capability | d-Matrix | Roofline |
|---|---|---|
| MCP support | ✗ | ✗ |
| Public API | ✗ | ✗ |
| Webhooks | ✗ | ✗ |
| OAuth 2.0 | ✗ | ✗ |
| SDK languages | — | — |
| Free plan | ✓ | ✗ |
| Free trial | ✓ | ✗ |
| Verified | ✗ | ✗ |
| Active deal | ✗ | ✗ |
🟢 Strengths of d-Matrix
- Has raised more capital ($385M vs $2.7M)
- Higher Neuron score (76 vs 44)
- Offers a free plan
- Offers a free trial
🔵 Strengths of Roofline
- Newer company (2024)
Which should you choose?
Choose Roofline if price matters most — it starts at Pricing not listed, 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
d-Matrix vs Roofline — which is better?
It depends on your priority. d-Matrix has raised more capital and is the more established option; Roofline has broader feature depth. See the side-by-side table above.
Is d-Matrix cheaper than Roofline?
No — Roofline's cheapest paid plan is Pricing not listed, while d-Matrix's is Free.
Do d-Matrix and Roofline offer free plans?
d-Matrix: Yes, has a free plan. Roofline: Paid only.
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