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Samsara Develops AI Model to Detect and Track Pothole Deterioration

Fleet management company Samsara has created an AI system called Ground Intelligence that uses existing truck cameras to identify different types of potholes and measure how quickly they worsen. The system aims to provide cities with proactive data on road conditions and other infrastructure issues. Samsara announced that multiple cities have signed contracts, including Chicago as a new customer.

TechCrunch
1 source·May 12, 5:33 PM(17 days ago)·2m read
Samsara Develops AI Model to Detect and Track Pothole Deteriorationfinance.yahoo.com
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Fleet management company Samsara has developed an AI model that can detect multiple kinds of potholes and determine how quickly they are deteriorating. The company announced the new offering, called Ground Intelligence, on Tuesday. Samsara said the system draws on data collected from cameras installed in millions of trucks.

The San Francisco-based company has provided in-cab cameras for the past decade primarily for driver monitoring, theft prevention and liability claims. It used that accumulated data to train the AI model. Samsara said its network of equipped commercial trucks and vans is far more extensive than fleets such as Waymo's, which currently numbers around 3,000 vehicles.

Samsara believes the larger number of vehicles will allow it to gather more data, including repeat observations from the same locations that show changes in pothole conditions over time. The company stated that this information will be valuable to cities.

It announced that it has multiple cities under contract and that Chicago is joining as a new customer.

Intelligence functions as a dashboard that proactively displays warnings on a map about developing potholes and other potential problems. Cities can also pull anonymized footage from the vehicle cameras to verify reports of issues such as downed street signs or clogged sewers.

The company said the system turns a traditionally reactive process into a proactive one. "That's the magic here; it takes a process that was reactive and makes it proactive," a senior vice president of product at Samsara said. "That means that you don't just go and fix one pothole.

You plan it out: 'I know where all the potholes are in this area. '" Cities typically dispatch workers or review hundreds of 311 calls to identify such problems, according to the company. Samsara said its approach delivers clearer signals quickly because of the volume of commercial vehicles already using its cameras.

Samsara also announced a product called Waste Intelligence to help waste management companies confirm pickup of trash or recycling. In addition, it introduced a ridership management tool that can alert bus drivers to unexpected boarding events or create digital manifests for school buses.

Last month, Waymo and Waze announced a pilot program to share pothole data with local governments. Potholes were listed as an official risk to its business by scooter company Lime in its IPO filing last week. History includes repeated efforts to use technology to address potholes, though the problem has persisted.

Key Facts

Ground Intelligence
Samsara AI model for potholes and infrastructure
Chicago
new customer for Ground Intelligence
Millions of trucks
equipped with Samsara cameras over past decade
Waymo fleet
around 3,000 vehicles compared to Samsara network
Waste Intelligence
new product for waste management confirmation

Story Timeline

4 events
  1. 2026-05-12

    Samsara announces Ground Intelligence AI for pothole detection and other municipal issues.

    1 sourceTechCrunch
  2. 2026-05-12

    Samsara announces Waste Intelligence and ridership management products.

    1 sourceTechCrunch
  3. April 2026

    Waymo and Waze announced pilot program sharing pothole data with local governments.

    1 sourceTechCrunch
  4. Last week

    Scooter company Lime listed potholes as official risk in IPO filing.

    1 sourceTechCrunch

Potential Impact

  1. 01

    Cities may shift from reactive 311 call reviews to proactive map-based pothole planning.

  2. 02

    Waste management companies gain tool to verify trash and recycling pickups more efficiently.

  3. 03

    Samsara could expand data services to additional municipal and private sector monitoring applications.

  4. 04

    School bus operators receive digital manifests and alerts for unexpected boarding events.

Transparency Panel

Sources cross-referenced1
Confidence score75%
Synthesized bySubstrate AI
Word count419 words
PublishedMay 12, 2026, 5:33 PM
Bias signals removed2 across 2 outlets
Signal Breakdown
Loaded 1Framing 1

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