What it sells
Robots that learn on the job
Business model breakdown
Buyer: who owns the budget?
UnverifiedPlant or operations manager at high-mix manufacturers.
Trigger: what makes them buy now?
Factory owners cannot hire enough people and existing automation is too rigid and expensive for lines that change every week.
Workflow: what inputs become what output?
A person demonstrates the task once on video; the foundation model adapts in context with no retraining; Shiraz delivers hardware, model and on-site deployment so the robot runs the task on the customer line.
Economics: what it saves and how it charges
UnverifiedFull-stack delivery (hardware + model + deployment) to manufacturing lines; pricing model not stated.
Distribution: how it reaches customers
"Get in touch" sales-led; robots already operational at customer sites.
Funding history and coverage
| Round date | Stage | Amount | Investors | Source |
|---|---|---|---|---|
| — | Y Combinator Summer 2026 | — | Y Combinator | ycombinator.com |
Profiles summarize public reporting and company websites. Business-model notes are MaxBC's reading of that material, not confirmed facts; unknowns are left blank rather than guessed. Updated 2026-10-12.