What it sells
Annotations for robotics data
Business model breakdown
Buyer: who owns the budget?
UnverifiedData or ML leads at robotics companies.
Workflow: what inputs become what output?
Customer uploads robot episode videos; Shotwell segments them into subtasks, detects failures per step, returns annotations in 24 hours so reviews become database queries.
Economics: what it saves and how it charges
Annotation service; case study claims Ultra supports 6x more operators per QA reviewer.
Distribution: how it reaches customers
Self-serve "Upload videos now" plus "Talk to us" and demo.
Funding history and coverage
| Round date | Stage | Amount | Investors | Source |
|---|---|---|---|---|
| — | Y Combinator Spring 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.