Jan 2, 2019 · 29m · a16z
a16z Podcast | Data Down on the Farm
Chandra Krintz · 8m spoken Thibaut Scola · 6m spoken Sid Gorham · 6m spoken Michael Copeland · 6m spoken
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gold bands on the timeline = statements, start to end. Hover to read, click to jump. CC turns on captions
This episode of the a16z Podcast explores how digital technology, precision sensors, and software workflows are revolutionizing agriculture by transforming modern farms into data-driven businesses. Host Michael Copeland and industry experts discuss overcoming data fragmentation, managing risk across limited crop cycles, and leveraging plant intelligence for sustainable farming.
How this conversation actually went
Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. How this is scored →
The host as informed peer 2.3 Guest teaching 5.6 Guest disagreement 1.0 The host pushing back 0.6
speaking balance: gold is the host, purple is the guest (3 minute bins)
Sharpest disagreement ▶ 4:36 Rejection of 'sleepy farmer' narrative
Sid Gorham politely rejects the host's premise that farmers are backward or late to wake up to technology, clarifying that they are self-reliant early adopters waiting for appropriate mobile tools.
Hardest push from the host ▶ 16:48 Challenging A/B testing analogyHost Michael Copeland pushes back on standard software comparison frameworks by highlighting that agricultural operations like vineyards cannot be live A/B tested without catastrophic financial risk.
Biggest teaching moment ▶ 14:55 Bird intuition vs high-tech sensorsChandra Krintz illustrates how traditional farmer intuition solves problems by sharing a story where a grower detected subterranean pipe leaks simply by following bird behavior rather than digital sensors.
The host holds their own ▶ 18:15 Linking agtech barriers to healthcare and educationHost Michael Copeland demonstrates domain expertise by synthesizing the guests' insights on agtech adoption risks and drawing precise cross-industry parallels to institutional adoption hurdles in healthcare and education.
the scores for every segment, with the reasoning behind each
| Chapter | Topic | The host as informed peer | Guest teaching | Guest disagreement | The host pushing back | Why |
|---|---|---|---|---|---|---|
| Sensor Fragmentation and Open-Source AgTech | 1 | 5 | 0 | 0 | Host Michael Copeland opens with a broad introductory prompt regarding how technology is entering agriculture. Guest Chandra Krintz provides an educational summary of sensor fragmentation across vendors and the need for open-source hybrid cloud solutions. | |
| Extracting Plant Intelligence in Viticulture | 2 | 6 | 2 | 1 | Host asks if farms can be both pastoral and tech-enabled. Sid Gorham gently reframes the host's premise that farmers are sleepy late-adopters, noting they are self-reliant hackers who were simply waiting for cloud and mobile tech to arrive. | |
| Precision Agriculture and Resource Optimization | 2 | 6 | 0 | 0 | Thibaut Scola details sap and water flow diagnosis inside plants, while Chandra Krintz explains automated irrigation and precise almond harvest timing. The host asks an engaged clarifying question about tree shaking. | |
| Modernizing Family Farms and the Wine Industry Beachhead | 3 | 5 | 1 | 1 | Host brings up the contrast between traditional biodynamic rituals and modern data-driven viticulture. Thibaut explains why high crop values and grapevine resilience make viticulture an ideal tech beachhead. | |
| Risk Management, Evidence, and Farmer Intuition | 2 | 6 | 1 | 1 | Host asks whether growers demand proof before adopting tools. Chandra illustrates farmer intuition and risk aversion with a story about a grower who detected water leaks by following bird behavior rather than using hardware sensors. | |
| The 40-Crop Cycle Dilemma and Extension Systems | 4 | 5 | 1 | 1 | Host notes that unlike software, one cannot A/B test a crop, and draws insightful parallels to adoption barriers in healthcare and education. Sid highlights the strict limit of 40 crop cycles in a career. | |
| Climate Resilience, Land Optimization, and Water Markets | 1 | 6 | 1 | 0 | Thibaut discusses varietal mismatches under climate change, while Sid explains how Australia's water trading markets enforce economic rigor on resource usage. | |
| The Future of Farming: Robotics, Data, and Scale | 3 | 6 | 2 | 1 | Host sets up a vision of future farming and asks if tech will favor small or large scale farms. Sid pushes back on the sentimental big-versus-small farm debate, focusing instead on professional management quality. |
Statements from this episode (18)
Krintz: Agriculture Is Tremendously Underserved By Technology
“We believe that agriculture is tremendously underserved by technology. It's been left behind in both software and hardware, although hardware has done a little bit better than software.”
Krintz: AgTech Sensor Market Is Fragmented and Proprietary
“Turns out that these sensors, however, are proprietary, and they all do a little bit something different, and have different interfaces, and so it's really hard to go between vendors if you wanted to try lots of different sensors on your farm”
Scola: Agricultural cloud analytics requires crop-specific plant intelligence to help farmers
“So there is an opportunity from running analytics on whatever information is on the cloud. The issue is what parameters is the most relevant to assess the specific plant needs and plant needs are different for different crops. So there is a lot of work that th…”
Gorham: Farmers are early tech adopters with a hacker mindset
“And I actually think they're early adopters of technologies and in many ways have kind of a hacker mindset.”
Gorham: Farms should optimize for dollar yield over crop volume
“We want them focused on their dollar yield, not just on their bushel or, you know, pound or ton yield, because really you want farms to be very, very careful about how they use resources and make sure they're only using resources that, that generate profit for…”
Scola: Sap flow monitoring isolates true water stress from other resource deficits
“By diagnosing the water flow, you can sense when the plant is actually in need of water, and if the need gets too severely limiting, the plant will underperform. But you can also see if the plant is not in need of water, but still underperforms, you can then p…”
Krintz: Precision irrigation synchronizes crop maturation to eliminate redundant harvest passes
“A lot of times if you part of the farm has less water than another part Certain trees will be ready for harvest before the others, and that, that, that's costly, because you have to perform two harvests. What you want to do is manipulate both the fertilization…”
Gorham: Most American farms, even large ones, are family run
“Most farms in America are family run businesses. Even the very biggest farms are typically family run businesses.”
Gorham: Software adoption improves businesses by forcing process formalization
“Often what happens when you adopt software is it formalizes your process and makes you a little bit, you know, better run business, you know, above and beyond the impact of the software.”
Scola: Vineyard tech prefigures the future of agriculture under climate change
“So it prefigures a little bit what could become the future of agriculture as land aridity and global warming keeps making the land a bit more tough on the plant.”
Scola: AgTech Development Is Much Easier in California Than in Europe
“So as a matter of fact, for us, it's much easier to develop our ideas in California, Which has a culture of a young society ready to embrace new technologies compared to the old world like France or Italy or Portugal.”
Gorham: Farmers resist software risk because they get only 40 crop cycles
“You get one chance or 40 chances in your whole career to produce a crop. And you, you're not gonna just take a flyer on Some guy with a shiny software package who says this can help. I can try in my business, I can try Salesforce and if it doesn't work, I'll t…”
Gorham: Farmers adopt new technology by A/B testing on small plots
“The classic way of adopting technology and farming is I'm not going to put this on the whole farm. I'll try it on. 10 of my thousand acres and we'll, we'll sort of AB test that way. That's been the traditional way that farmers have adopted new seeds or new, yo…”
Sid Gorham: Australia Operates a Fully Developed Water Rights Trading Market
“If you look at Australia, that's a very Hostile farming environment from a water perspective, and they have a fully developed trading system for water so that if farmer A doesn't use all his water, he can sell it to farmer B through this market.”
Sid Gorham: Climate Adaptation in Farming Requires Market-Based Solutions
“I think the only way agriculture evolves with the pressure of global warming is through those types of market-based solutions, and that, that requires farmers know, know their business.”
Krintz: Data will become farmers' most valuable asset over land and water
“I think the biggest change is that instead of thinking about some of the things we've been talking about here, water resources, amount of land, soil quality, the resources that we'll all be talking about that are going to be the most valuable to the growers th…”
Gorham: US farming population will drop from two percent to one percent
“It used to be that a hundred percent of the country farmed and now two percent of the country farms, and it's going to be one percent before we know it, right?”
Scola: Modern farming data analysis is primitive as 17th-century medicine
“Well, in farming, I feel because we haven't really value the meaning of such data, it's a little bit like medicine in the 17th century, where when you have a problem, you Gonna get a bleeding and hopefully it's gonna cut it off.”