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		<title>From the promise of artificial intelligence to the operational and predictive tool</title>
		<link>https://t21.us/from-the-promise-of-artificial-intelligence-to-the-operational-and-predictive-tool/</link>
		
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		<pubDate>Mon, 13 Apr 2026 17:43:26 +0000</pubDate>
				<category><![CDATA[FEATURED]]></category>
		<category><![CDATA[Land]]></category>
		<category><![CDATA[ARTIFICIAL INTELLINGE]]></category>
		<category><![CDATA[Daimler Truck México]]></category>
		<category><![CDATA[FORUM JORNEY]]></category>
		<category><![CDATA[HAPPYROBOT]]></category>
		<category><![CDATA[JAVIER VALDEZ]]></category>
		<category><![CDATA[JOURNEY]]></category>
		<category><![CDATA[PACCAR Mexico]]></category>
		<category><![CDATA[PREDICTIVE MAINTENANCE]]></category>
		<guid isPermaLink="false">https://t21.us/?p=635084</guid>

					<description><![CDATA[<p>Artificial intelligence (AI) in the trucking industry is no longer an aspirational concept or a technological fad; it is a reality and a prevailing concept that must be addressed. This was the motivation behind the 3rd Trayecto Forum , where the impact of this tool was discussed, along with how truck and technology suppliers are incorporating it. Hernán [&#8230;]</p>
<p>El cargo <a href="https://t21.us/from-the-promise-of-artificial-intelligence-to-the-operational-and-predictive-tool/">From the promise of artificial intelligence to the operational and predictive tool</a> apareció primero en <a href="https://t21.us">T21</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p><img decoding="async" src="https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia1-1.jpg" /></p>
<p><strong><span dir="auto">Artificial intelligence (AI) in the trucking industry is no longer an aspirational concept</span></strong><span dir="auto"> or a technological fad; it is a reality and a prevailing concept that must be addressed. This was the motivation behind the </span><strong><span dir="auto">3rd Trayecto Forum</span></strong><span dir="auto"> , where the impact of this tool was discussed, along with how truck and technology suppliers are incorporating it.</span></p>
<p><span dir="auto">Hernán Guerra, IT director of </span><a href="https://trayecto.com/"><span dir="auto">Trayecto</span></a><span dir="auto">  (number 1 in the  </span><a href="https://t21.com.mx/revista-t21-diciembre-2025/"><span dir="auto">Top 100 of Autotransport®</span></a><span dir="auto"> ), was responsible for moderating the conversation, whose central idea was: </span><strong><span dir="auto">AI is already directly impacting the efficiency, profitability and safety of the sector</span></strong><span dir="auto"> .</span></p>
<blockquote><p><span dir="auto">The participants&#8217; approach focused on showcasing real-world examples, measurable results, and a pragmatic view of technology adoption. Rather than making futuristic predictions, the conversation centered on how AI is helping to make better decisions, reduce uncertainty, and transform processes that have historically been reactive.</span></p></blockquote>
<figure id="attachment_672418" class="wp-caption aligncenter" aria-describedby="caption-attachment-672418"><img fetchpriority="high" decoding="async" class="wp-image-672418 size-full" src="https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia2.jpg" sizes="(max-width: 1170px) 100vw, 1170px" srcset="https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia2.jpg 1170w, https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia2-300x179.jpg 300w, https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia2-1024x613.jpg 1024w, https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia2-768x459.jpg 768w, https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia2-600x359.jpg 600w, https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia2-150x90.jpg 150w, https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia2-750x449.jpg 750w, https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia2-1140x682.jpg 1140w" alt="" width="1170" height="700" data-pin-no-hover="true" /><figcaption id="caption-attachment-672418" class="wp-caption-text"><span dir="auto">Hernán Guerra, IT director of Trayecto; and Jorge Vargas, Strategy director of Daimler Truck Mexico.</span></figcaption></figure>
<h4><strong><span dir="auto">From prevention to profitability</span></strong></h4>
<p><span dir="auto">One of the greatest contributions of artificial intelligence is consistency in decision-making. In an environment where each truck generates tens of thousands of data points, </span><strong><span dir="auto">AI makes it possible to identify patterns, anticipate failures, and prioritize risks without relying on subjective judgment</span></strong><span dir="auto"> , said </span><a href="https://www.linkedin.com/in/jorge-vargas-daimler-truck-mexico/?originalSubdomain=mx"><span dir="auto">Jorge Vargas, Strategy Director</span></a><span dir="auto"> of </span><a href="https://daimler.com.mx/es-mx/"><span dir="auto">Daimler Truck Mexico</span></a><span dir="auto"> .</span></p>
<blockquote><p><span dir="auto">Predictive maintenance was one of the clearest examples. Servicing a unit before it fails can extend its lifespan by up to 30% and generate savings of between 18% and 25%, in addition to improving capital utilization. In practice, AI functions as a preventative system that “diagnoses” the vehicle before the problem becomes critical.</span></p></blockquote>
<p><span dir="auto">This approach also extends to route allocation, trip balancing, and empty mileage reduction, relying on algorithms that constantly learn and are fed by external data such as maps, traffic, and weather conditions. </span><strong><span dir="auto">The ultimate goal is clear: greater operational efficiency and consistent decisions</span></strong><span dir="auto"> that directly impact profitability.</span></p>
<figure id="attachment_672416" class="wp-caption aligncenter" aria-describedby="caption-attachment-672416"><img decoding="async" class="wp-image-672416 size-full" src="https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia3.jpg" sizes="(max-width: 1170px) 100vw, 1170px" srcset="https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia3.jpg 1170w, https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia3-300x179.jpg 300w, https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia3-1024x613.jpg 1024w, https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia3-768x459.jpg 768w, https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia3-600x359.jpg 600w, https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia3-150x90.jpg 150w, https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia3-750x449.jpg 750w, https://t21.com.mx/wp-content/uploads/2026/04/260413_trayecto-ia3-1140x682.jpg 1140w" alt="" width="1170" height="700" data-pin-no-hover="true" /><figcaption id="caption-attachment-672416" class="wp-caption-text"><span dir="auto">Javier Valadez, Director of Operations at PACCAR Mexico; and Marcos Diehl, Head of Latam at HappyRobot.</span></figcaption></figure>
<h4><strong><span dir="auto">AI from manufacturing and operations</span></strong></h4>
<blockquote><p><span dir="auto">Artificial intelligence doesn&#8217;t just act when the truck is already on the road, </span><strong><span dir="auto">but from much earlier, in the design and development phases</span></strong><span dir="auto"> , as shared by </span><a href="https://www.linkedin.com/in/javier-valadez-ortega-26336046/"><span dir="auto">Javier Valadez Ortega, Director of Operations</span></a><span dir="auto"> at </span><a href="https://kenworth.com.mx/"><span dir="auto">PACCAR Mexico</span></a><span dir="auto"> .</span></p>
<p><span dir="auto">The use of virtual reality, mixed reality, and AI allows for the simulation of components, the validation of aerodynamics, and compliance with regulations without the need to build physical prototypes, reducing time and costs. Seemingly minor adjustments, such as mirrors or deflectors, can generate fuel savings of up to 2%, a significant figure when scaled to entire fleets, Valadez Ortega added.</span></p></blockquote>
<p><span dir="auto">Furthermore, AI is already being used to simulate engine behavior at different altitudes and under varying conditions, optimizing performance in complex geographies like Mexico. </span><strong><span dir="auto">This demonstrates that decarbonization is not limited to electrification, but rather involves optimizing every variable that impacts fuel consumption</span></strong><span dir="auto"> .</span></p>
<p><span dir="auto">In day-to-day operations, Javier Valadez highlighted another immediate benefit: </span><strong><span dir="auto">administrative automation</span></strong><span dir="auto"> . Processes such as CFDI </span><span class="gs_cit_txt" tabindex="-1" data-sups="1,2,3,4" data-hover-id="1"><span class="gs_tkn show"><span dir="auto">(  </span></span><span dir="auto"><span class="gs_tkn show">Digital  </span></span><span class="gs_tkn show"><span dir="auto">Tax  Receipt </span></span><span dir="auto"><span class="gs_tkn show">via  </span><span class="gs_tkn show">Internet)</span></span></span><span dir="auto"> , customs declarations, and foreign trade registrations can reduce operating time by up to 80%, freeing up resources for strategic activities.</span></p>
<h4><strong><span dir="auto">Digital agents, security and culture</span></strong></h4>
<p><span dir="auto">The panel also addressed how AI is transforming everyday logistics operations. </span><a href="https://www.linkedin.com/in/marcosdiehl/"><span dir="auto">Marcos Diehl, head of Latam</span></a><span dir="auto"> at </span><a href="https://www.happyrobot.ai/"><span dir="auto">HappyRobot</span></a><span dir="auto"> , demonstrated how digital agents are already performing complete tasks: scheduling appointments, handling incidents, negotiating loads, coordinating shipments, and managing collections, without constant human intervention.</span></p>
<blockquote><p><span dir="auto">Specific cases demonstrated dramatic reductions in time and costs, as well as improvements in service levels. AI not only recommends, but also acts, becoming a digital workforce that operates 24/7 and scales according to demand.</span></p></blockquote>
<p><span dir="auto">In terms of safety, the conversation was particularly relevant. Trayecto and HappyRobot agreed that prevention is AI&#8217;s greatest value. </span><strong><span dir="auto">From internal cameras that detect fatigue, seatbelt use, or unauthorized presence</span></strong><span dir="auto"> , to systems that validate identity by voice or face and activate automatic protocols, the technology is already helping to significantly reduce theft and accidents.</span></p>
<blockquote><p><span dir="auto">However, the biggest challenge is not technical or financial, but cultural. Adopting artificial intelligence requires training, awareness-raising, and clear communication with operators and administrative staff. AI is not meant to replace people, but to reduce their operational workload and allow them to focus on critical decisions.</span></p></blockquote>
<p><strong><span dir="auto">The conclusion: artificial intelligence is already transforming trucking</span></strong><span dir="auto"> , but its true value depends on how it&#8217;s integrated into operations. It&#8217;s not about buying technology, but about understanding it, adapting it, and turning it into a business enabler.</span></p>
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<p>El cargo <a href="https://t21.us/from-the-promise-of-artificial-intelligence-to-the-operational-and-predictive-tool/">From the promise of artificial intelligence to the operational and predictive tool</a> apareció primero en <a href="https://t21.us">T21</a>.</p>
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