Starting with the Problem: The Key to Unlocking AI Success in AgTech episode artwork

EPISODE · Aug 4, 2026 · 25 MIN

Starting with the Problem: The Key to Unlocking AI Success in AgTech

from Fresh Takes On Tech

Vonnie Estes hosts a conversation with Shail Khiyara, CEO of Swarm, exploring the transformative potential of agentic AI in agriculture. Khiyara shares insights on how Swarm's decision intelligence solutions optimize supply chain logistics and workforce planning, enhancing efficiency in various agricultural sectors. The discussion emphasizes the importance of starting with business problems rather than AI, capturing institutional knowledge, and the value of domain-specific AI solutions over generic alternatives. They highlight practical strategies for integrating AI in agriculture to boost margins and decision-making processes.Key TakeawaysVertical Domain AI Solutions: Swarm focuses on vertical domain-specific AI, providing tailored solutions that learn and adapt to specific business environments over time, particularly in agriculture.Start with Business Problems: Businesses should identify core problems needing AI solutions, rather than fixating solely on data cleanup and standard AI applications.AI and Institutional Knowledge: Utilizing AI to capture the decision-making prowess of experienced operators enhances sustainability and knowledge retention within agricultural entities.AI as a Springboard: Companies can treat AI investment as a strategic asset to significantly improve efficiency and profitability, without overhauling existing processes.Human in the Loop: In agriculture, AI is intended to augment human expertise, respecting the complex biological systems intrinsic to the field.Guest ResourcesShail Khiyara is the CEO of Swarm, a decision intelligence company specializing in leveraging AI technology to tackle complex operational and business challenges across various industries, including agriculture and agri-food sectors. With extensive experience in heavy industrial operations such as oil, gas, and infrastructure megaprojects, Shail's oversight is driven by the critical need for precision and safety in decision-making. Under his leadership, Swarm has developed domain-specific AI solutions that transcend common technological hype and directly address customer needs in optimizing supply chain logistics and workforce planning.Show LinksInternational Fresh Produce Association - https://www.freshproduce.com/Fresh Takes on Tech - https://www.freshproduce.com/resources/technology/takes-on-tech-podcast/Facebook - https://www.facebook.com/InternationalFreshProduceAssociation/Twitter - https://twitter.com/IntFreshProduce/LinkedIn - https://www.linkedin.com/company/international-fresh-produce-association/Instagram - https://www.instagram.com/intlfreshproduceassn/

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Starting with the Problem: The Key to Unlocking AI Success in AgTech

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