{"id":594331,"date":"2026-04-19T20:58:23","date_gmt":"2026-04-19T20:58:23","guid":{"rendered":"https:\/\/www.newsbeep.com\/us\/594331\/"},"modified":"2026-04-19T20:58:23","modified_gmt":"2026-04-19T20:58:23","slug":"this-couples-ai-called-20k-us-gas-stations-heres-what-they-learned","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/us\/594331\/","title":{"rendered":"This Couple&#8217;s AI Called 20k US Gas Stations. Here&#8217;s What They Learned."},"content":{"rendered":"<p>Matt Cortland&#8217;s mom would give him an earful whenever he called home.<\/p>\n<p>\n                          Loading audio narration&#8230;\n                        <\/p>\n<p>&#8220;She kept calling us to ask us what we can do about the gas prices in the US,&#8221; he told Business Insider in early April when prices were just hitting a <a target=\"_self\" class=\"\" href=\"https:\/\/www.businessinsider.com\/americans-paying-4-gallon-gas-2026-3\" data-track-click=\"{&quot;element_name&quot;:&quot;body_link&quot;,&quot;event&quot;:&quot;tout_click&quot;,&quot;index&quot;:&quot;bi_value_unassigned&quot;,&quot;product_field&quot;:&quot;bi_value_unassigned&quot;}\" rel=\"nofollow noopener\">$4 a gallon average<\/a>. &#8220;She&#8217;d say, &#8216;It&#8217;s just ridiculous.'&#8221;<\/p>\n<p>So Cortland and his husband, John Fleming \u2014 a postdoctoral researcher focused on AI systems at the University of Oxford \u2014 built a <a target=\"_self\" class=\"\" href=\"https:\/\/www.businessinsider.com\/couple-vibe-coded-national-gas-price-tracker-2026-4\" data-track-click=\"{&quot;element_name&quot;:&quot;body_link&quot;,&quot;event&quot;:&quot;tout_click&quot;,&quot;index&quot;:&quot;bi_value_unassigned&quot;,&quot;product_field&quot;:&quot;bi_value_unassigned&quot;}\" rel=\"nofollow noopener\">website called Gas Index<\/a> to track prices. They used a smattering of AI tools to help build the website, including a phone bot that has called nearly 20,000 gas stations across the US to request pricing updates.<\/p>\n<p>Cortland and Fleming said they spent about $5,000 and got the site live in a matter of days.<\/p>\n<p>Now, after building a product with AI from scratch, they have a message for students and aspiring engineers: use AI as both a tool and a teacher \u2014 and make sure it&#8217;s a little rude.<\/p>\n<p>For large language models, they said the key is to prompt them to critique your work, not to agree with it.<\/p>\n<p>&#8220;You can tell it, &#8216;Hey, my friend has an idea, I think it&#8217;s really stupid,'&#8221; Fleming said. &#8220;You fool the AI into thinking that it is doing a good job by giving constructive critiques.&#8221;<\/p>\n<p>Cortland said he often asks AI to &#8220;explain it to me like I&#8217;m an idiot,&#8221; while Fleming pushes his models to challenge his assumptions.<\/p>\n<p>&#8220;His models are really mean,&#8221; Cortland said.<\/p>\n<p>From there, they recommend asking AI to walk them through the step-by-step processes of building software.<\/p>\n<p>&#8220;A lot of times, we have it acting as our tutor as we&#8217;re building projects,&#8221; Fleming said. &#8220;For example, it teaches me the best software engineering practices. I&#8217;m in academia \u2014 but we aren&#8217;t engineers. To build that skillset, you can just use AI as a coach. It really accelerates your learning.&#8221;<\/p>\n<p>Just as important, they said, is <a target=\"_self\" class=\"\" href=\"https:\/\/www.businessinsider.com\/tech-companies-employees-prove-productivity-rto-performance-reviews-ai-investments-2026-1\" data-track-click=\"{&quot;element_name&quot;:&quot;body_link&quot;,&quot;event&quot;:&quot;tout_click&quot;,&quot;index&quot;:&quot;bi_value_unassigned&quot;,&quot;product_field&quot;:&quot;bi_value_unassigned&quot;}\" rel=\"nofollow noopener\">showing what you build<\/a> to the world. It&#8217;s a message that some of Silicon Valley&#8217;s biggest names \u2014 <a target=\"_self\" class=\"\" href=\"https:\/\/www.businessinsider.com\/linkedin-ceo-ai-soft-skills-2026-4\" data-track-click=\"{&quot;element_name&quot;:&quot;body_link&quot;,&quot;event&quot;:&quot;tout_click&quot;,&quot;index&quot;:&quot;bi_value_unassigned&quot;,&quot;product_field&quot;:&quot;bi_value_unassigned&quot;}\" rel=\"nofollow noopener\">like LinkedIn&#8217;s CEO Ryan Roslansky<\/a> and <a target=\"_self\" class=\"\" href=\"https:\/\/www.businessinsider.com\/ceos-advice-using-ai-jobs-amazon-andy-jassy-2025-6\" data-track-click=\"{&quot;element_name&quot;:&quot;body_link&quot;,&quot;event&quot;:&quot;tout_click&quot;,&quot;index&quot;:&quot;bi_value_unassigned&quot;,&quot;product_field&quot;:&quot;bi_value_unassigned&quot;}\" rel=\"nofollow noopener\">Greylock partner Reid Hoffman<\/a> \u2014 have also emphasized.<\/p>\n<p>&#8220;We&#8217;re trying to help everyone out through a thing that&#8217;s bad for everyone,&#8221; Cortland said. &#8220;It&#8217;s a trend of building in public. You have an idea, and you talk about what you used and how you made it. It&#8217;s a way to show your chops.&#8221;<\/p>\n","protected":false},"excerpt":{"rendered":"Matt Cortland&#8217;s mom would give him an earful whenever he called home. Loading audio narration&#8230; &#8220;She kept calling&hellip;\n","protected":false},"author":2,"featured_media":594332,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[45],"tags":[182,33752,181,507,270,259057,43077,219063,125811,21499,259056,9999,15836,128592,74,6671,25,39226],"class_list":{"0":"post-594331","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-artificial-intelligence","8":"tag-ai","9":"tag-ai-tool","10":"tag-artificial-intelligence","11":"tag-artificialintelligence","12":"tag-business-insider","13":"tag-ceo-ryan-roslansky","14":"tag-engineer","15":"tag-gas-price","16":"tag-gas-station","17":"tag-john-fleming","18":"tag-matt-cortland","19":"tag-message","20":"tag-model","21":"tag-scratch","22":"tag-technology","23":"tag-university","24":"tag-us","25":"tag-website"},"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/posts\/594331","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/comments?post=594331"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/posts\/594331\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/media\/594332"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/media?parent=594331"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/categories?post=594331"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/tags?post=594331"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}