{"id":186127,"date":"2025-04-15T13:09:49","date_gmt":"2025-04-15T13:09:49","guid":{"rendered":"https:\/\/peraltafinancing.com\/agriculture\/farming-is-now-the-ultimate-testbed-for-ai-innovation\/"},"modified":"2025-04-15T13:09:49","modified_gmt":"2025-04-15T13:09:49","slug":"farming-is-now-the-ultimate-testbed-for-ai-innovation","status":"publish","type":"post","link":"https:\/\/fivemor.com\/?p=186127","title":{"rendered":"Farming is now the ultimate testbed for AI innovation."},"content":{"rendered":"


\n<\/p>\n

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Tim Bucher is the cofounder and CEO of\u00a0Agtonomy<\/a>, a California-based, software, services and technology company enabling autonomy in agriculture.<\/em><\/p>\n

The views expressed in this article are the author\u2019s own and do not necessarily represent those of AgFunderNews.<\/em><\/p>\n\n

I have one word to say about what\u2019s happening in agriculture: \u201cFinally!\u201d At a time when every penny counts for farmers, we are finally able to democratize AI in this important industry.<\/p>\n

After decades of promises, the convergence of cutting-edge technology, scalable manufacturing, and farmers\u2019 urgent need for solutions has propelled AI in agriculture to a tipping point. The industry is on the brink of mass adoption, with implications that could reshape farming, food systems and global sustainability.<\/p>\n

Recent developments in the agtech sector highlight ever-present challenges faced by startups in this space. Despite building impressive technologies, companies have struggled with the gap between innovation and market adoption, largely due to unscalable business models that couldn\u2019t withstand market pressures.<\/p>\n

The current economic environment has further exacerbated these challenges. However, the underlying value of ag robotics and automation remains significant, and customer demand is strong.<\/p>\n

In January, I joined a panel at the Consumer Electronics Show (CES) called \u201cAI or Die.\u201d It was eye-opening to see how tech leaders are no longer just talking about consumer gadgets\u2014they see agriculture as the next frontier to make a lasting impact. As someone who\u2019s spent decades with one foot in Silicon Valley and the other on a farm, I can tell you: farming is no longer \u201cold-school.\u201d It\u2019s the ultimate testbed for AI innovation.<\/p>\n

Why we need physical AI<\/strong><\/h4>\n

\u201cPhysical AI,\u201d in the form of autonomous machines doing critical farm tasks, is delivering real results on farms today. By combining data collection followed by data analytics, user-friendly applications, and true precision robotic equipment, we\u2019re tackling the labor challenges and climate impacts that keep farmers up at night\u2014all the while making farming more efficient and profitable. This isn\u2019t just an incremental improvement, it\u2019s transformative.<\/p>\n

Agriculture requires a lot of data. Years ago, the cost of data analytics was more expensive than data collection. Now it\u2019s more expensive to collect the data, which is why we need physical AI to enable robots to collect the data so that better analytics can be done on the terabytes collected in each field.<\/p>\n

Let\u2019s take apples as an example of how AI is helping growers like never before.<\/p>\n

Data collection has been done for some time in order to detect diseases and other issues. However, AI sensors going through the orchard can now also enable more precise crop load management.<\/p>\n

Early in the growing season, a farmer can now get analytics of each blossom count and position on every tree to ensure the optimum crop load based on apple variety and tree size. Growers can then \u201cthin\u201d the crop on a tree-by-tree basis such that the remaining fruit positions ripen to their optimal color and flavor. Apples for juice don\u2019t need to look pretty, but apples to eat do and the grower gets paid more for the latter.<\/p>\n

Such crop analytics help the farmer optimize the crop load that can result in tens of millions of dollars increase in their revenue or simply make the difference between ending the year with a profit or once again being in the red.<\/p>\n

\"\"<\/a>
Agtonomy-enabled tractors autonomously mow rows in a California vineyard. Image credit: Agtonomy<\/figcaption><\/figure>\n

The rise of the AI \u2018farm agent\u2019<\/strong><\/h4>\n

Despite recent setbacks in the industry, the ag robotics market is poised for growth.<\/p>\n

Ongoing labor shortages<\/a>, rising production costs, and the need for greater sustainability continue to drive adoption. The convergence of these factors with advancements in AI and robotics technology presents significant opportunities for innovation and growth in the sector.<\/p>\n

Farming ecosystems are like intricate video games\u2014full of variables, challenges, and opportunities that require strategic thinking and quick decisions to stay alive.<\/p>\n

Imagine an AI-powered farm as an interconnected command center managed in part by the AI \u201cfarm agent.\u201d The farm agent takes input from many sources such as environmental data, crop analytics, soil conditions, available autonomous equipment, and a myriad of other data sources. It can then provide the farmer with not only recommendations of what should be done at what exact time; once the farmer hits the \u201ceasy\u201d button, the farm agent can also dispatch the equipment to get the job done.<\/p>\n

The farmer remains in control but now has a dashboard of sorts which allows them to carry out some of the most critical and expensive tasks needed on their farm.<\/p>\n

\u2018The most innovative industry on earth\u2019<\/strong><\/h4>\n

On my own farm, Trattore Farms<\/a> located in Northern California, we\u2019re using multiple types of technology to manage equipment and tasks on the farm, from computer-controlled fermentation tanks to autonomous tractors which use computer vision to exploit the structure of the crop itself to safely navigate and farm around that crop with accuracy.<\/p>\n

Finding labor has always been my challenge at Trattore, but now with Starlink, aerial imagery, autonomous equipment, AI, and a lot of other tech, I can keep the farm going with a much smaller labor force than I\u2019ve ever had in the past. Fewer people are working in agriculture every day, yet the last time I checked, we all must eat, which is why this dynamic is forcing us to perfect automated solutions for agriculture at an exponentially accelerated pace.<\/p>\n

In ag, we deal with a lot of GPS- and Internet-denied environments, and have had to come up with solutions that can still operate in those environments. Advances in LiDAR, cameras, and on-board computers now allow us to layer sophisticated computer vision that delivers reliable, accurate performance even in the most challenging farming conditions (and, yes, that includes dust). It will all soon culminate in the farm agent being able to combine trillions of data inputs and convert them into jobs and tasks that the farmer can manage from one command center.<\/p>\n

For years, we\u2019ve envisioned what AI and automation could do for the farm. Now, I can literally see the light at the end of the tunnel. AI is accelerating research, synthesizing data, and pinpointing opportunities faster than ever before. If you think agriculture is stuck in the past, it\u2019s time to see it for what it really is: the most innovative industry on Earth.<\/p>\n

Agtech: the next generation<\/strong><\/h4>\n

But let me be clear: for autonomy to bring real value to agriculture today, we must think about tractors and farm tools like farmers do. We need to collaborate with the brands farmers already know and trust. And here\u2019s the exciting part: the next generation of farmers are tech-forward and eager to access these new tools. They\u2019ve grown up with computers, smartphones and now AI-assistants, and they see the potential for these technologies to revolutionize their farms. By providing them with cutting-edge AI solutions, we\u2019re not just improving farm operations, we\u2019re attracting young, innovative minds back to agriculture. Imagine this: all ag job openings may one day state \u201cvideo game experience\u201d as a job requirement.<\/p>\n

The AI revolution in farming isn\u2019t just about efficiency, it\u2019s a hat trick for farm profitability, global sustainability and more nutritious food for generations to come. It\u2019s about empowering the next generation of farmers with tools that make agriculture not just profitable, but exciting and forward-thinking.<\/p>\n

We\u2019re not just changing how we farm; we\u2019re redefining what\u2019s possible\u2014and profitable\u2014in agriculture. And trust me, you ain\u2019t seen nothing yet!<\/p>\n<\/p><\/div>\n\n","protected":false},"excerpt":{"rendered":"

Tim Bucher is the cofounder and CEO of\u00a0Agtonomy, a California-based, software, services and technology company enabling autonomy in agriculture. The views expressed in this article are the author\u2019s own and do not necessarily represent those of AgFunderNews. I have one word to say about what\u2019s happening in agriculture: \u201cFinally!\u201d At a time when every penny […]<\/p>\n","protected":false},"author":1,"featured_media":186128,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12026],"tags":[8842,11187,73160,2541],"dealstore":[],"offerexpiration":[],"class_list":["post-186127","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-agriculture","tag-farming","tag-innovation","tag-testbed","tag-ultimate"],"yoast_head":"\nFarming is now the ultimate testbed for AI innovation. - Som2ny Network<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fivemor.com\/?p=186127\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Farming is now the ultimate testbed for AI innovation. - Som2ny Network\" \/>\n<meta property=\"og:description\" content=\"Tim Bucher is the cofounder and CEO of\u00a0Agtonomy, a California-based, software, services and technology company enabling autonomy in agriculture. 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