Which Infrastructure AI tool is better in 2026?
Building AI infrastructure hardware at the edge by transforming manufacturing with Physical AI.
High-performance AI infrastructure with sub-second cold starts and instant autoscaling.
| Bright Machines | Modal | |
|---|---|---|
| Tagline | Building AI infrastructure hardware at the edge by transforming manufacturing with Physical AI. | High-performance AI infrastructure with sub-second cold starts and instant autoscaling. |
| Founded | — | 2021 |
| HQ | US | New York, US |
| Employees | — | 51-200 |
| Total funding | Undisclosed | $111M |
| Latest round | — | series-b |
| Valuation | — | $1.1B |
| Cheapest paid plan | Pricing not disclosed | Team · $250/mo |
| Free plan | ✗ | ✓ Starter |
| Free trial | ✗ | ✗ |
| Top tier price | Pricing not disclosed | Team · $250/mo |
| Pricing summary | Enterprise · Contact sales | 3 published plans |
| Categories |
Developer-facing capabilities and access signals for Bright Machines and Modal.
| Capability | Bright Machines | Modal |
|---|---|---|
| MCP support | ✗ | ✗ |
| Public API | ✗ | ✗ |
| Webhooks | ✗ | ✗ |
| OAuth 2.0 | ✗ | ✗ |
| SDK languages | — | 3 (Python, JavaScript, Go) |
| Free plan | ✗ | ✓ |
| Free trial | ✗ | ✗ |
| Verified | ✗ | ✗ |
| Active deal | ✗ | ✗ |
Choose Modal if price matters most — it starts at Freemium, 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 Modal if you want the most established option — it has raised $111M, 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. Bright Machines is the leaner option; Modal is cheaper to start. See the side-by-side table above.
No — Modal's cheapest paid plan is Team · $250/mo, while Bright Machines's is Enterprise · Contact sales.
Bright Machines: Paid only. Modal: Yes, has a free plan.
Contextual paths to related AI startups, deals and rankings.