Samsara Uses AI and Commercial Fleets to Monitor City Infrastructure

May 12, 2026, 17:33

Introduction

Samsara has introduced 'Ground Intelligence,' an artificial intelligence system that identifies damage to city infrastructure using data from cameras installed on commercial vehicles.

Main Body

Poor road conditions are a significant risk for businesses like Lime. While there have been previous efforts to fix these problems, the increase in advanced vehicle sensors has made automated detection possible. For example, Waymo and Waze recently started a pilot program to send pothole data to city officials. Samsara aims to outperform these programs by using its massive network of millions of commercial trucks, which is much larger than Waymo's robotaxi fleet. By using machine learning models based on ten years of data, Samsara can identify different types of potholes and track how they get worse over time. The company emphasized that because commercial trucks drive the same routes frequently, they can collect better long-term data than smaller fleets. Several cities are already adopting this technology, including Chicago. The 'Ground Intelligence' dashboard allows cities to move from a reactive system—where they wait for 311 complaints—to a systematic maintenance plan. Furthermore, the system is expanding to detect graffiti, broken guardrails, and blocked power lines. Samsara is also developing 'Waste Intelligence' for trash collection and new tools for managing school buses and public transit.

Conclusion

By selling data collected from commercial fleets, Samsara is helping cities change their maintenance approach from reacting to problems to preventing them.

Learning

🚀 The 'Power-Up' Move: Moving from Simple to Complex Descriptions

An A2 student says: "The roads are bad. The company uses AI to find holes."

A B2 student says: "Poor road conditions are a significant risk, so the company uses AI to identify damage."

What is the difference? It's the shift from Basic Nouns $\rightarrow$ Collocations (Word Partnerships).

🛠️ The Linguistic Upgrade

To reach B2, you must stop using 'generic' words (good, bad, big) and start using 'professional' pairs. Look at these upgrades from the text:

A2 Style (Basic)	B2 Style (The Bridge)	Why it works
Bad roads	Poor road conditions	'Conditions' describes the state of the environment professionally.
A big risk	A significant risk	'Significant' sounds more precise and academic than 'big'.
Find	Identify	'Identify' suggests a process of discovery, not just seeing something.
Fixing things	Systematic maintenance	'Systematic' shows there is a logical plan, not just a random act.

🧠 Logic Shift: Reactive vs. Proactive

B2 English is not just about words; it's about concepts.

Reactive (A2 concept): Waiting for a problem to happen, then fixing it. (Example: Waiting for a 311 complaint).
Proactive/Preventative (B2 concept): Predicting a problem and stopping it before it happens. (Example: Using data to prevent potholes).

Pro Tip: When describing your work or studies, don't just say you "fix problems." Say you are moving from a reactive approach to a preventative strategy. This single phrase shift signals to any listener that you have entered the B2 level.

Vocabulary Learning

infrastructure (n.)

the basic physical and organizational structures needed for the operation of a society, such as roads, bridges, and utilities.

Example:The city plans to upgrade its infrastructure to support future growth.

commercial (adj.)

relating to or used for business or trade.

Example:They launched a new line of commercial trucks for delivery services.

advanced (adj.)

highly developed or sophisticated.

Example:She uses advanced software to analyze complex data sets.

automated (adj.)

operated by machines or computers without human intervention.

Example:The factory introduced an automated assembly line to improve production.

pilot (n.)

a trial or test run of a new system or program.

Example:The airline launched a pilot program to test the new booking system.

reactive (adj.)

responding to events after they happen rather than anticipating them.

Example:A reactive maintenance strategy often leads to costly repairs.

systematic (adj.)

organized and methodical, following a plan.

Example:The organization adopted a systematic approach to training employees.

maintenance (n.)

the act of keeping something in good condition.

Example:Regular maintenance of roads prevents accidents.

expanding (adj.)

growing or increasing in size or scope.

Example:The company's expanding services now include cybersecurity.

graffiti (n.)

artwork or writing on public surfaces, often illegal.

Example:The city hired volunteers to clean up graffiti from the walls.

guardrails (n.)

safety barriers on roads or bridges.

Example:Broken guardrails pose a danger to motorists.

blocked (adj.)

obstructed or closed off.

Example:The blocked power lines caused outages in the neighborhood.

trash (n.)

waste material discarded from use.

Example:The new waste collection system sorts trash for recycling.

managing (v.)

controlling or supervising.

Example:She is responsible for managing the school's transportation schedule.

transit (n.)

public transportation system.

Example:The city upgraded its transit network to reduce traffic congestion.