matforge vs Ndea
Which Research Assistants AI tool is better in 2026?
matforge
AI scientists that discover next-generation semiconductor materials in months instead of a decade.
Ndea
Frontier AI lab building AGI through deep learning-guided program synthesis.
Side-by-side
Ndea is the more established option (raised $43M); pricing is comparable on both sides.
| Metric | matforge | Ndea |
|---|---|---|
| Taglinei | AI scientists that discover next-generation semiconductor materials in months instead of a decade. | Frontier AI lab building AGI through deep learning-guided program synthesis. |
| Foundedi | 2026 | 2025🏆 |
| HQi | San Francisco, US | San Francisco, US |
| Employeesi | — | — |
| Neuron scorei | 55 | 75🏆 |
| Total fundingi | $500K | $43M🏆 |
| Latest roundi | Seed · Mar 2026 | Seed · Jan 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 | Contact-sales | Contact-sales |
| Categoriesi |
Capability matrix
Developer-facing capabilities and access signals for matforge and Ndea.
| Capability | matforge | Ndea |
|---|---|---|
| MCP support | ✗ | ✗ |
| Public API | ✗ | ✗ |
| Webhooks | ✗ | ✗ |
| OAuth 2.0 | ✗ | ✗ |
| SDK languages | — | — |
| Free plan | ✗ | ✗ |
| Free trial | ✗ | ✗ |
| Verified | ✗ | ✗ |
| Active deal | ✗ | ✗ |
🟢 Strengths of matforge
- Newer company (2026)
🔵 Strengths of Ndea
- Has raised more capital ($43M vs $500K)
- Higher Neuron score (75 vs 55)
- More mature (2025)
Which should you choose?
Choose Ndea if price matters most — it starts at Contact-sales, which is friendlier for teams watching burn. Both Research Assistants tools ship core features, so the cost delta often decides it for small teams and solo operators.
Choose Ndea if you want the most established option — it has raised $43M, 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
matforge vs Ndea — which is better?
It depends on your priority. matforge is the leaner option; Ndea has broader feature depth. See the side-by-side table above.
Is matforge cheaper than Ndea?
No — Ndea's cheapest paid plan is Contact-sales, while matforge's is Contact-sales.
Do matforge and Ndea offer free plans?
matforge: Paid only. Ndea: Paid only.
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