Evaluating only Sense’s profile at its peak — without knowing the outcome — the model ranked Unit economics as the #1 likely cause. Documented cause: Market timing.
Key Events Timeline
FOUNDING
Sense founded to build home energy monitoring devices using machine learning to identify appliances from electrical signatures.
FUNDING
Sense secured $78 million in funding including backing from industrial giant Schneider Electric.
PRODUCT LAUNCH
Sense achieved milestone of over 100,000 installed home energy monitoring devices across North America.
DOWN ROUND
Sense faces declining subscription renewal rates as homeowners install devices but disengage from the mobile app.
PIVOT
Sense announces strategic shift away from consumer market segment toward B2B utility and commercial partnerships.
SHUTDOWN
Sense ceases all consumer device sales and operations, marking the end of the home energy monitoring business.
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Documented cause
Sense raised $78M to build a home energy monitoring device that identified appliances from electrical signatures using machine learning. It was backed by Schneider Electric. Despite genuine technology and 100,000+ device installations, the consumer market for home energy monitoring proved too niche: homeowners would install and then stop engaging with the app, making subscription renewal difficult. Sense announced it would stop selling consumer devices in 2024 and focus solely on B2B utility and commercial market segments.
Lesson
“Home energy monitoring solves a problem that consumers care about in theory (energy savings) but not in practice (checking the app). The usage drop-off curve after installation is steep and irreversible; no subscription model survives it.”