Meet the YC-backed firm using AI to save nursing homes millions
This article is a part of Startup Spotlight, a series that features young, up-and-coming startups.

Image credit: Timmy Loen
While designing hospitals, Singaporean architect-turned-AI researcher Yining Zhang saw a paradox: facilities built with precision were still run on guesswork. With the startup Norra, he and Ben Rubin are aiming to fix healthcare logistics.
😟 Problem
Nursing facilities waste roughly US$15 billion annually on lost equipment like beds and wheelchairs. Medicare cuts and staff shortages compound the issue. More than half of these facilities currently operate at a loss. On top of that, they lack visibility into their own inventory.
💡 Solution
Norra builds a digital twin of nursing facilities using custom hardware and AI. The system:
- Tracks equipment in real-time.
- Deploys physical trackers for asset visibility.
- Uses AI agents to analyze data.
- Provides actionable insights to prevent waste.
- Automates operational decision-making.

Norra co-founders Benjamin Rubin (left) and Yining Zhang / Image credit: Yining Zhang
📊 Market size
Centers for Medicare & Medicaid Services data shows US$78 billion spent on durable medical equipment last year in the US. This figure projects to US$120 billion by 2033.
- The firm’s immediate focus is skilled nursing facilities (SNFs), which total 1.7 million beds in the US.
- Waste per 100 beds averages US$1 million annually.
- Total waste opportunity in SNFs estimated at US$17 billion.
🤝 Team
- Benjamin Rubin (CEO and co-founder): Previous medical trainee, Rice computer science grad.
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Yining Zhang (co-founder): Former architect, applied AI researcher at MD Anderson.
🚀 Traction
- Contracted with 11 nursing facilities in the New York region.
- Achieved these contracts within one month.
- Maintained a 100% conversion rate from pilot to customer.
🏆 Competition
Direct competitors in the nursing facility sector remain absent, though general enterprise internet of things tracking solutions exist. Norra differentiates through workflows tailored specifically to healthcare operations.
💰 Financials
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