What it sells
Evals, RL environments and training data for creative tasks
Business model breakdown
Buyer: who owns the budget?
UnverifiedResearch/evals leads at AI labs (inferred).
Workflow: what inputs become what output?
Run the customer unreleased checkpoint on TimelineBench-style real editing jobs and return a private failure report; package jobs as RL environments with checks as reward; supply commissioned training data.
Economics: what it saves and how it charges
Terms scoped per engagement; products: private evals, RL environments, training and eval data.
Distribution: how it reaches customers
Inbound "Request a private eval"; engagement-based.
Funding history and coverage
| Round date | Stage | Amount | Investors | Source |
|---|---|---|---|---|
| — | Y Combinator Winter 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.