Cover lets customers photograph items they want to insure, including homes, cars, pets, jewelry, and electronics. Saroya says computer vision catalogs home contents and gives customers evidence of what they owned, which can help underwriting and make claims easier. He describes the camera as a tool for simpler mobile onboarding, not the whole business.
The Capital-Light Way to Start an Insurance Business
Speaker
Karn Saroya, CEO of Cover, talks with Y Combinator about building a capital-light insurance business, drawing on his experience with Stylekick and Shopify.
After studying finance at MIT and working in Oliver Wyman’s financial services practice, Saroya wanted to build products rather than advise businesses. He and his aunt first tried a body-scanning startup, then built Stylekick, a fashion discovery app that reached 400,000 active users but earned too little affiliate revenue to grow sustainably. After joining Shopify and building mobile products, the team chose insurance, where a California auto policy could generate $200 to $300 in distribution revenue and thousands of dollars in lifetime value.
Cover began as a simple app that let people request insurance by photographing an item, before the team had licenses or insurance distribution experience. The app reached the top of Canada’s insurance rankings on its second day, and the team saw a request arrive every 60 seconds. Saroya says Cover raised $3.2 million and built a brokerage operating in 49 states with 30 carriers in under 12 months, while initially avoiding underwriting risk and the capital reserves it requires.
Cover acquired customers through app store search, paid channels, and early success with app store optimization. Saroya describes free services that help people before they buy, including alerts when violations fall off a driving record and access to defensive driving courses that may qualify customers for discounts. Customer requests and insurance rate filings helped the team identify which services to build.
Saroya says Cover’s aim is to make insurance easier to obtain, price it fairly, and help customers when they make claims. His advice to YC founders is to choose a key metric, focus on growing it, and avoid hiring or activities that do not support revenue or that metric. He describes YC as a short sprint that can quickly reveal whether a startup has product-market fit or accelerate a company that does.
Takeaways
- Test demand with a simple product before investing in licenses or infrastructure.
- In regulated markets, start with a business model that fits your available capital and capabilities.
- Make the customer experience useful before purchase, so acquisition can build lasting value.
- Choose a measurable key metric and cut activities that do not help move it.
- Use customer questions and public filings to find practical product opportunities.
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What was claimed 11
- ceo ofKarn Saroya CEO of CoverCEO
“Karn Saroya, the CEO of Cover”
YouTube Unverified1 source· Talk
- featureCover: Customers photograph and video property they want to insureCustomers photograph and video property they want to insure
“take pictures and videos of things they want to insure”
YouTube Unverified2 sources· Talk
- usesCover uses TensorFlow
“We use a TensorFlow-based camera”
YouTube Unverified1 source· Talk
- usesCover uses computer vision
“It’s processed with computer vision, not humans”
YouTube Unverified1 source· Talk
- featureStylekick: Users browsed outfits and double-tapped items to indicate preferencesUsers browsed outfits and double-tapped items to indicate preferences
“let people scroll and double-tap on individual parts of an outfit”
YouTube Unverified1 source· Talk
- usesStylekick uses Stylekick app
“we built a super simple app”
YouTube Unverified1 source· Talk
- role at
“join Shopify and run a mobile product team”
YouTube Unverified1 source· Talk
- featureCover: Ranked number one insurance app in Canada on its second day
“the number one ranked insurance app in Canada on the second day”
YouTube Unverified1 source· Talk





