Which Infrastructure AI tool is better in 2026?
General-purpose humanoid robots
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.
| Figure AI | Preferred Networks | |
|---|---|---|
| Tagline | General-purpose humanoid robots | 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. |
| Founded | 2022 | — |
| HQ | San Jose, US | JP |
| Employees | 200-500 | — |
| Total funding | $1.7B | Undisclosed |
| Latest round | Series C · Sep 2025 | — |
| Valuation | $39B | — |
| Cheapest paid plan | — | Pricing not disclosed |
| Free plan | ✗ | ✗ |
| Free trial | ✗ | ✗ |
| Top tier price | Enterprise / Custom · Contact sales | Pricing not disclosed |
| Pricing summary | 1 published plans | Enterprise · Contact sales |
| Categories |
Developer-facing capabilities and access signals for Figure AI and Preferred Networks.
| Capability | Figure AI | Preferred Networks |
|---|---|---|
| MCP support | ✗ | ✗ |
| Public API | ✓ | ✗ |
| Webhooks | ✗ | ✗ |
| OAuth 2.0 | ✗ | ✗ |
| SDK languages | — | — |
| Free plan | ✗ | ✗ |
| Free trial | ✗ | ✗ |
| Verified | ✓ | ✗ |
| Active deal | ✗ | ✗ |
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 Figure AI if you want the most established option — it has raised $1.7B, 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.
It depends on your priority. Figure AI has raised more capital and is the more established option; Preferred Networks has broader feature depth. See the side-by-side table above.
No — Preferred Networks's cheapest paid plan is Enterprise · Contact sales, while Figure AI's is Enterprise · Contact sales.
Figure AI: Paid only. Preferred Networks: Paid only.
Contextual paths to related AI startups, deals and rankings.