<?xml version="1.0" encoding="UTF-8"?><oembed><type>video</type><version>1.0</version><html>&lt;iframe src=&quot;https://www.loom.com/embed/fc7115ad0c5444ccb100a9b308e954c5&quot; frameborder=&quot;0&quot; width=&quot;1670&quot; height=&quot;1252&quot; webkitallowfullscreen mozallowfullscreen allowfullscreen&gt;&lt;/iframe&gt;</html><height>1252</height><width>1670</width><provider_name>Loom</provider_name><provider_url>https://www.loom.com</provider_url><thumbnail_height>1252</thumbnail_height><thumbnail_width>1670</thumbnail_width><thumbnail_url>https://cdn.loom.com/sessions/thumbnails/fc7115ad0c5444ccb100a9b308e954c5-554a26f7c9f2b962.gif</thumbnail_url><duration>101.078</duration><title>Revolutionizing Infrastructure Management with Predictive Solutions 🌊</title><description>Hi, I&apos;m Saurabh, and along with Juan, we created Infrafro to tackle the costly issue of infrastructure failures in cities, specifically focusing on predictive maintenance for pipes. Our interactive map, which we’ve developed using Chicago as a case study, analyzes past 3-1-1 call data alongside weather and other factors to assess leak risk in real time. This tool not only estimates potential infrastructure costs but also suggests preventive actions, like shutting off valves, to mitigate leaks. We hope you find our solution valuable and look forward to your feedback.</description></oembed>