lotlightShivam Gupta ยท DSH Hacks V2
AI x healthcare operations

A notice is only
the beginning.

A recall letter does not check a shelf. Lotlight connects the source notice, spreadsheet stock and a response someone owns.

Try the interactive demoRead the one-page overview

2 minutes 49 seconds. Actual product recording, AI narration and embedded captions. Historical manufacturer notice; fictional clinic and synthetic stock.

See what needs a person.

Import a notice and inventory CSV. Compare exact catalog and lot pairs. Use local AI to prioritize similar descriptions. Confirm source scope, resolve missing identifiers and document quantities handled.

AI ranks candidates. It cannot invent identifiers, approve the source or declare a product safe. An incomplete identity cannot be marked complete.

Follow the testing walkthrough

Project creator: Shivam Gupta. AI-assisted research, design, implementation, testing and presentation preparation. Lotlight is a tested hackathon MVP, not clinically validated or approved for unsupervised clinical use. No patient data, real clinic results or customer traction is claimed.