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	<title>PREDICTIVE SOLUTIONS archivos - T21</title>
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	<title>PREDICTIVE SOLUTIONS archivos - T21</title>
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		<title>From reactive to predictive, the future of smart logistics</title>
		<link>https://t21.us/from-reactive-to-predictive-the-future-of-smart-logistics/</link>
		
		<dc:creator><![CDATA[T21 Media]]></dc:creator>
		<pubDate>Fri, 26 Sep 2025 23:41:15 +0000</pubDate>
				<category><![CDATA[FEATURED]]></category>
		<category><![CDATA[Logistics]]></category>
		<category><![CDATA[#IAMLOGISTICIAN]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[HAMILTON BEACH]]></category>
		<category><![CDATA[LOGISTICS FOR BREAKFAST]]></category>
		<category><![CDATA[PREDICTIVE SOLUTIONS]]></category>
		<category><![CDATA[REALIBLE RESOURCE]]></category>
		<category><![CDATA[SUPPLY CHAINS]]></category>
		<category><![CDATA[WALDO´S]]></category>
		<guid isPermaLink="false">https://t21.us/?p=630729</guid>

					<description><![CDATA[<p>Digital transformation, proper data management, and collaboration are the foundation for moving toward more efficient and lower-risk supply chains , agreed specialists from the panel Toward Predictive, Intelligent, and Safe Logistics , organized within the framework of the #SoyLogístico Association &#8216;s Logistics Breakfast . Ernesto Zavala, Director of Transportation at Waldo&#8217;s , shared the company&#8217;s experience implementing systems such as ERP, WMS, and TMS , which [&#8230;]</p>
<p>El cargo <a href="https://t21.us/from-reactive-to-predictive-the-future-of-smart-logistics/">From reactive to predictive, the future of smart logistics</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/2025/09/IMG_8528.jpeg" /></p>
<p><span class="s1"><span dir="auto">Digital transformation, proper data management, and collaboration are the foundation for moving toward </span><strong><span dir="auto">more efficient and lower-risk supply chains</span></strong><span dir="auto"> , agreed specialists from the panel </span></span><em><span class="s2"><span dir="auto">Toward Predictive, Intelligent, and Safe Logistics</span></span></em><span class="s1"><span dir="auto"> , organized within the framework of the </span></span><span dir="auto"><span class="s2"><strong><a href="https://www.soylogistico.org.mx/">#SoyLogístico Association</a></strong></span></span><span class="s2"><strong><span dir="auto"> &#8216;s Logistics Breakfast</span></strong><span dir="auto"> .</span></span></p>
<p class="p1"><span class="s1"><span dir="auto">Ernesto Zavala, Director of Transportation at </span><a href="https://waldos.com.mx/"><span dir="auto">Waldo&#8217;s</span></a><span dir="auto"> , shared the company&#8217;s experience implementing </span><strong><span dir="auto">systems such as ERP, WMS, and TMS</span></strong><span dir="auto"> , which have led to tangible improvements in its operations.</span></span></p>
<blockquote>
<p class="p1"><span class="s1"><span dir="auto">&#8220;Today, we&#8217;ve reduced </span></span><span class="s2"><span dir="auto">the time it takes for merchandise to arrive in stores to 72 hours </span></span><span class="s1"><span dir="auto">and improved </span></span><span class="s2"><span dir="auto">transportation availability by 15% </span></span><span class="s1"><span dir="auto">with the same base of carriers. This translates into greater punctuality and a lower risk of delivery discrepancies,&#8221; he noted.</span></span></p>
</blockquote>
<p class="p1"><span class="s1"><span dir="auto">According to Zavala, </span><strong><span dir="auto">complete traceability and the use of predictive models</span></strong><span dir="auto"> allow for optimizing service windows, reducing theft, and better negotiating with carriers thanks to shared data.</span></span></p>
<p class="p1"><span class="s1"><span dir="auto">For Isaías Servín, International Operations &amp; Service Manager at </span><a href="https://hamiltonbeach.com.mx/"><span dir="auto">Hamilton Beach</span></a><span dir="auto"> , no company can remain static in the face of technological changes and consumer habits.</span></span></p>
<blockquote>
<p class="p1"><span class="s1"><span dir="auto">&#8220;Anyone who isn&#8217;t thinking about digitizing and implementing advanced systems will suffer in their profitability. The goal remains delivering the product just in time and in the right quantity, and to do that, we need tools that allow us to anticipate disruptions,&#8221; he stated.</span></span></p>
</blockquote>
<p class="p1"><span class="s1"><span dir="auto">The executive emphasized that the </span><strong><span dir="auto">quality of the information</span></strong><span dir="auto"> is just as important as the technology used, since &#8220;the success of the prediction depends on the data that feeds the systems.&#8221;</span></span></p>
<p class="p1"><span class="s1"><span dir="auto">From another perspective, Enrique Vázquez, director of </span><a href="https://corp.recursoconfiable.com/"><span dir="auto">Recurso Confiable</span></a><span dir="auto"> , emphasized that predictability should not be seen as a futuristic aspiration, but rather as a </span></span><span class="s2"><span dir="auto">practical exercise in data management and logistics partners </span></span><span class="s1"><span dir="auto">.</span></span></p>
<blockquote>
<p class="p1"><span class="s1"><span dir="auto">“Efficient operations translate into safe operations. Properly managing information allows for negotiations with carriers, anticipating restrictions at delivery points, and reducing risks. Ultimately, </span></span><span class="s2"><span dir="auto">predictability equals lower risk </span></span><span class="s1"><span dir="auto">,” he stated.</span></span></p>
</blockquote>
<p class="p1"><span class="s1"><span dir="auto">The executive warned, however, that Artificial Intelligence (AI) has not yet replaced human decision-making. &#8220;AI models help analyze data, but the final decision remains with humans.&#8221;</span></span></p>
<p class="p1"><span class="s1"><span dir="auto">The panelists agreed that the biggest challenge is not only technological, but also cultural. Employee adaptation, trust in the systems, and collaboration across departments and with external partners are crucial for any successful implementation.</span></span></p>
<p class="p1"><span class="s1"><strong><span dir="auto">&#8220;If we continue to operate in silos, no strategy will succeed</span></strong><span dir="auto"> ,&#8221; said Servín, emphasizing that generational transition and a change in mindset are part of the process toward truly intelligent logistics.</span></span></p>
<p><span dir="auto">Comment and follow us on X:  </span><a href="https://twitter.com/jenna_GH_"><span dir="auto">@jenna_GH_</span></a><span dir="auto">  /  </span><a href="https://twitter.com/GrupoT21"><span dir="auto">@GrupoT21</span></a></p>
<p>El cargo <a href="https://t21.us/from-reactive-to-predictive-the-future-of-smart-logistics/">From reactive to predictive, the future of smart logistics</a> apareció primero en <a href="https://t21.us">T21</a>.</p>
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		<item>
		<title>AI as a transformative driver of retail</title>
		<link>https://t21.us/ai-as-a-transformative-driver-of-retail/</link>
		
		<dc:creator><![CDATA[T21 Media]]></dc:creator>
		<pubDate>Thu, 23 Jan 2025 18:43:07 +0000</pubDate>
				<category><![CDATA[FEATURED]]></category>
		<category><![CDATA[Logistics]]></category>
		<category><![CDATA[artificial intelligence]]></category>
		<category><![CDATA[GENESYS]]></category>
		<category><![CDATA[INVENTORIES]]></category>
		<category><![CDATA[PREDICTIVE SOLUTIONS]]></category>
		<category><![CDATA[RETAILERS]]></category>
		<guid isPermaLink="false">https://t21.us/?p=624741</guid>

					<description><![CDATA[<p>Artificial intelligence (AI) is revolutionizing retail, both in customer experience and in optimizing internal operations, so Rander Souza , strategic director of digital and AI at Genesys, said this is especially true on the back end , with a notable impact in areas such as personalized recommendations, intelligent virtual experiences and the development of demand-based [&#8230;]</p>
<p>El cargo <a href="https://t21.us/ai-as-a-transformative-driver-of-retail/">AI as a transformative driver of retail</a> apareció primero en <a href="https://t21.us">T21</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p><img fetchpriority="high" decoding="async" class="aligncenter size-full wp-image-635075" src="https://t21.com.mx/wp-content/uploads/2024/12/Inteligencia-artificial_45.jpg" sizes="(max-width: 1170px) 100vw, 1170px" srcset="https://t21-com-mx.translate.goog/wp-content/uploads/2024/12/Inteligencia-artificial_45.jpg?_x_tr_sl=es&amp;_x_tr_tl=en&amp;_x_tr_hl=es&amp;_x_tr_pto=wapp 1170w, https://t21-com-mx.translate.goog/wp-content/uploads/2024/12/Inteligencia-artificial_45-300x179.jpg?_x_tr_sl=es&amp;_x_tr_tl=en&amp;_x_tr_hl=es&amp;_x_tr_pto=wapp 300w, https://t21-com-mx.translate.goog/wp-content/uploads/2024/12/Inteligencia-artificial_45-1024x613.jpg?_x_tr_sl=es&amp;_x_tr_tl=en&amp;_x_tr_hl=es&amp;_x_tr_pto=wapp 1024w, https://t21-com-mx.translate.goog/wp-content/uploads/2024/12/Inteligencia-artificial_45-768x459.jpg?_x_tr_sl=es&amp;_x_tr_tl=en&amp;_x_tr_hl=es&amp;_x_tr_pto=wapp 768w, https://t21-com-mx.translate.goog/wp-content/uploads/2024/12/Inteligencia-artificial_45-600x359.jpg?_x_tr_sl=es&amp;_x_tr_tl=en&amp;_x_tr_hl=es&amp;_x_tr_pto=wapp 600w, https://t21-com-mx.translate.goog/wp-content/uploads/2024/12/Inteligencia-artificial_45-150x90.jpg?_x_tr_sl=es&amp;_x_tr_tl=en&amp;_x_tr_hl=es&amp;_x_tr_pto=wapp 150w, https://t21-com-mx.translate.goog/wp-content/uploads/2024/12/Inteligencia-artificial_45-750x449.jpg?_x_tr_sl=es&amp;_x_tr_tl=en&amp;_x_tr_hl=es&amp;_x_tr_pto=wapp 750w, https://t21-com-mx.translate.goog/wp-content/uploads/2024/12/Inteligencia-artificial_45-1140x682.jpg?_x_tr_sl=es&amp;_x_tr_tl=en&amp;_x_tr_hl=es&amp;_x_tr_pto=wapp 1140w" alt="" width="1170" height="700" data-pin-no-hover="true" /></p>
<p class="p1"><span class="s1"><span>Artificial intelligence </span><strong><span>(AI)</span></strong><span> is revolutionizing retail, both in customer experience and in optimizing internal operations, so </span><strong><span>Rander Souza</span></strong><span> , strategic director of digital and AI at </span><a href="https://www.genesys.com/es-mx/"><span>Genesys</span></a><span>, said this is especially true on the </span><em><strong><span>back end</span></strong></em><span> , with a notable impact in areas such as personalized recommendations, intelligent virtual experiences and the development of demand-based products.</span></span></p>
<blockquote>
<p class="p1"><span class="s1"><span>“The key is how AI can analyze data in real time to offer hyper-personalized recommendations, which dramatically improves the shopping experience,” Souza said.</span></span></p>
</blockquote>
<p class="p1"><span class="s1"><span>He added that AI integration not only benefits customer experience but also optimizes retailers’ internal operations.</span></span></p>
<p class="p1"><span class="s1"><span>Souza noted that AI has the ability to </span><strong><span>predict consumer trends and demand cycles</span></strong><span> , helping to reduce unnecessary inventories and prepare warehouses and points of sale for the next wave of consumption.</span></span></p>
<blockquote>
<p class="p1"><span class="s1"><span>“This allows retailers to reduce operational costs and increase overall efficiency, although these improvements are not always directly visible to consumers,” he said.</span></span></p>
</blockquote>
<figure id="attachment_637034" class="wp-caption aligncenter" aria-describedby="caption-attachment-637034">
<p><figure id="attachment_637034" aria-describedby="caption-attachment-637034" style="width: 438px" class="wp-caption aligncenter"><img decoding="async" class="wp-image-637034" src="https://t21.com.mx/wp-content/uploads/2025/01/RS.jpg" alt="" width="438" height="262" data-pin-no-hover="true" /><figcaption id="caption-attachment-637034" class="wp-caption-text">Rander Souza</figcaption></figure><figcaption id="caption-attachment-637034" class="wp-caption-text">According to Genesys’ <a href="https://www.genesys.com/company/newsroom/announcements/122891">State of Customer Experience</a> in 2023 study , 86% of respondents believe a company is only as good as its customer service, but only 13% of companies surveyed have the tools and technology in place to deliver the experiences people want today.</figcaption></figure>
<p class="p1"><span>The executive noted that this challenge for retailers lies in </span><strong><span>replicating digital personalization in physical stores</span></strong><span> .</span></p>
<blockquote>
<p class="p1"><span class="s1"><span>“Empowering employees with AI-based tools allows them to provide more empathetic and contextualized care, achieving more meaningful interactions,” explained Souza.</span></span></p>
</blockquote>
<p class="p1"><span class="s1"><span>He noted that this includes </span><strong><span>real-time recommendations based on customer preferences</span></strong><span> , ensuring that every conversation is orchestrated with empathy and understanding.</span></span></p>
<p class="p1"><span class="s2"><span>On the other hand, </span></span><span class="s1"><span>Souza warned that retailers that do not prioritize the adoption of AI technologies risk losing relevance in an increasingly competitive market.</span></span></p>
<blockquote>
<p class="p1"><span class="s1"><span>“A negative experience can completely change the perception of a brand. Integrating AI can inspire loyalty and satisfaction, while failing to do so could result in customer loss and damage to the business,” Souza said.</span></span></p>
</blockquote>
<p class="p1"><strong><span class="s2"><span>Predictive analytics and real-time personalization</span></span></strong></p>
<p class="p1"><span class="s1"><span>According to Souza, predictive analytics is </span><strong><span>one of the most powerful AI tools in retail</span></strong><span> , as it allows anticipating customer needs and behaviors, offering proactive solutions that improve both personalization and operational efficiency.</span></span></p>
<p class="p1"><span class="s1"><span>The specialist highlighted that the role of the predictive model allows retailers to interact with customers in real time, understanding risks such as shopping cart abandonment and mitigating potential losses.</span></span></p>
<blockquote>
<p class="p1"><span class="s1"><span>“Building trust is critical. Retailers must invest in advanced security practices to protect customer data. Identity verification and multi-factor authentication methods are key tools to ensure security and foster consumer trust,” Souza said.</span></span></p>
</blockquote>
<p class="p1"><span class="s1"><span>He also highlighted the importance of </span><strong><span>omnichannel</span></strong><span> to offer a fluid experience, so “retailers must implement integrated experience platforms that eliminate silos and allow for consistent interaction across all channels.”</span></span></p>
<p><span>Comment and follow us on X: <a href="https://twitter.com/jenna_GH_">@jenna_GH_</a>  / <a href="https://twitter.com/GrupoT21">@GrupoT21</a></span></p>
<p>El cargo <a href="https://t21.us/ai-as-a-transformative-driver-of-retail/">AI as a transformative driver of retail</a> apareció primero en <a href="https://t21.us">T21</a>.</p>
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