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Sep. 15, 2025 By Rob Leclerc, PhD, is cofounder and partner at AgFunder, the parent company of AgFunderNews. While Silicon Valley pours billions into artificial intelligence, a glaring disconnect is emerging in the trillion-dollar agriculture industry. Incumbent agriculture giants invest less than 2% of revenue in R&D--a fraction of what tech companies spend--while clinging to aging assets and moving so slowly they suffocate the very startups they claim to court. Market leaders are underinvesting in innovation even as the signals of technological transformation are unmistakable. That is the real story, not digital disruption. The numbers tell the story: when incumbents do acquire innovative agtech companies, their market caps often jump by billions, yet such acquisitions remain vanishingly rare. Unless food and agriculture giants wake up soon, they risk becoming the next Blockbuster or Kodak; case studies in failure to adapt. The investment gap is stunning The most glaring evidence of strategic myopia is the size of research and development budgets. Alphabet spent $49 billion on R&D in 2024, roughly 14% of revenue. Amazon spent nearly $89 billion, about 14%. Nestle, the world's largest food company, spent just $1.9 billion, or 1.8% of sales. Deere, frequently cited as the agriculture industry's tech pioneer, allocates roughly 3.9%. Tyson Foods spends less than one‑third of one percent. PepsiCo and Coca‑Cola report essentially zero R&D expenses.
The disparity extends to talent acquisition. Axios recently reported that Mark Zuckerberg is luring AI researchers to Meta with pay packages that can reach $300 million over four years, and even credible reports of offers as high as $1 billion for some researchers. That means big tech companies are literally renting a single AI scientist for more than the entire acquisition price of Blue River Technology ($305 million), Granular ($300 million), or Bear Flag Robotics ($250m) combined. When individuals are worth more than the most successful agtech exits, it underscores how far the food and ag sector is lagging in its willingness to invest and pay for innovation. We saw this kind of ossification in pharma 20 years ago, but at least they outsourced R&D by shifting R&D budgets to M&A. Food and ag corporates aren't even doing that. Venture capital tells a similar story. Global agrifoodtech investment peaked at $51 billion in 2021 but fell to $15.6 billion in 2023. Even at its peak, agrifoodtech represented only 7.6% of venture capital; by 2023 it had shrunk to 5.5%. Funding ticked up to $16 billion in 2024, but that's still far below previous highs. Most new dollars went into consumer-facing e-grocery companies rather than farm-level technologies, because investors see faster growth and less regulatory drag downstream. The agrifoodtech share of venture funding has fallen steadily:
Case studies: Good ideas suffocated by slow customers It isn't that startups lack ambition. The issue is that large food and agriculture companies treat innovation like a low-priority side project. The graveyard of failed agtech startups reveals a deadly pattern: it's not technical failures killing innovation, but the paralyzingly slow pace of adoption and decision making. While tech companies can roll out products globally in weeks, agriculture giants operate on multi-year testing cycles that drain startup capital and kill momentum. This is more than just corporate conservatism. It reflects deep structural challenges unique to agriculture: seasonal growing cycles that limit testing windows, complex regulatory requirements, and the irreversible nature of farming decisions. But this caution has crossed from prudent to paralytic. One ingredient company in our portfolio secured supply agreements with major global brands, yet after years of negotiations and dinky pilot demands, investors lost patience and the company filed for Chapter 11. The Poultry Exchange tried to bring transparent pricing to chicken buyers; founder Janette Barnard discovered that industry promises rarely translate into adoption, so she shuttered the business. Abundant Robotics, which spent years and millions developing a robotic apple picker, collapsed in 2021 after failing to achieve market traction. TerrAvion offered aerial imagery to farmers; it declared bankruptcy in 2020 because capital demands outweighed adoption. Vertical farming showcases the capital‑intensity trap: AeroFarms, AppHarvest and Planted Detroit have all sought bankruptcy protection, while Larry Ellison's Sensei Ag shut down after greenhouse damage and poor connectivity. Freight Farms likewise liquidated in 2025 as its cloud service and customer support dissolved. These failures share themes: customers say they want innovation but then balk at paying; partnerships drag on for years and big food and ag aren't willing to lean in or put real skin in the game; and regulatory or contractual caution smothers momentum. Make no mistake, these are technologies that will be mainstream one day, but there is so much risk aversion that no one is willing to step forward with any kind of conviction. Everything needs to be so de-risked that it's no longer considered innovation. It's a crisis of weak corporate leadership enabled by long tenured monopolies. But things are going to change soon. Patent filings: outsiders are racing ahead If incumbents aren't spending on R&D, who is? Patent data offer a clue. US agricultural patent publications tripled from 463 in 2020 to 1,433 in 2024. Monsanto and Deere still top the list, but Chinese drone maker DJI, Japan's Kubota, Swedish forestry‑drone firm AirForestry, DJI and IBM are all among the top ten assignees. Outsiders are staking intellectual‑property claims in areas once considered core to agriculture. This shift matters because platforms thrive on data network effects; the first player to aggregate data or secure patents can build insurmountable moats. Tech companies understand this dynamic. Traditional food and agriculture companies have become complacent and still think in terms of physical assets and linear supply chains. To read entire report, Click Here.
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