
Auto Count output on a real lot — every dot is a model detection.
Flagship · Vertical SaaS + ML
Line Striper AI
linestriperai.com ↗Takeoff-to-signed-quote software for parking-lot striping contractors: count a lot from aerial imagery, price the job with your own rates, and send a branded quote for e-signature.
- Auto Count — a custom PyTorch U-Net segmentation ensemble detects ~20 marking types from aerial imagery, including stalls hidden under parked cars, recovered by row-aware geometry.
- Models ship only through promotion gates: immutable, hash-locked golden test sets and a 99%-precision bar on blinded holdouts.
- One chain from photo to paycheck — accepted detections auto-price against the estimating catalog and flow straight into an e-signed quote.
- React 19
- TypeScript
- Konva
- Convex
- Clerk
- PyTorch
- FastAPI
- DocuSeal


