Samsara Develops AI Model to Detect and Track Pothole Deterioration
Fleet management company Samsara has created an AI model using data from vehicle cameras to identify different types of potholes and measure their rate of deterioration. The system, called Ground Intelligence, provides cities with mapped warnings and anonymized footage to address infrastructure issues.
Fleet management company Samsara has developed an AI model that detects multiple types of potholes and determines how quickly they are deteriorating. The San Francisco-based company has spent the last decade equipping millions of trucks with cameras primarily for driver monitoring, theft prevention and liability claims.
It trained the model on that collected data. Samsara said its trucks are far more prevalent than robotaxi fleets currently operating on public roads. The company stated this allows it to gather more data including repeat observations from the same locations that show changes in potholes over time.
It believes the information will help cities maintain roads more effectively. The company announced Tuesday that it has multiple cities under contract for the service called Ground Intelligence. Chicago is coming on as a new customer. The offering is the first in a series of insights and data points that will be provided through the platform.
Intelligence works as a dashboard that proactively populates warnings on a map showing developing potholes and other potential problems. It also allows cities to pull anonymized footage from vehicle cameras to confirm citizen reports of issues such as downed street signs or clogged sewers.
A company spokesperson said the system turns a reactive process into a proactive one. Typically cities dispatch workers or review hundreds of 311 calls to identify infrastructure problems. Samsara's pitch centers on the large number of commercial trucks and vans already using its cameras to deliver targeted information quickly.
The spokesperson added that this approach enables planning to address multiple potholes in one area during a single outing.
Samsara also announced a product called Waste Intelligence which helps waste management companies confirm whether customers' trash or recycling was picked up. The company introduced a ridership management offering that can alert bus drivers to unexpected boarding events or create a digital manifest for school buses.
Last month Waymo and Waze announced a pilot program to share pothole data with local governments. Potholes remain a persistent municipal challenge with one scooter company listing them as a business risk in its recent IPO filing. History includes repeated efforts to apply technology to the issue.
Key Facts
Story Timeline
3 events- 2026-05-12
Samsara announces Ground Intelligence with multiple cities under contract including Chicago.
1 sourceTechCrunch - 2026-04-12
Waymo and Waze announced pilot program to share pothole data with local governments.
1 sourceTechCrunch - 2026-05-05
Scooter company Lime listed potholes as business risk in IPO filing.
1 sourceTechCrunch
Potential Impact
- 01
Cities gain mapped proactive alerts for potholes instead of relying on 311 calls.
- 02
Samsara expands product line with Waste Intelligence and ridership management tools.
- 03
Municipal road maintenance shifts from reactive repairs to planned area sweeps.
- 04
Local governments access anonymized commercial vehicle camera footage for verification.
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