How Big Tech Ruined Farming

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Key takeaways

- John Deere is transforming itself from a machinery manufacturer into an agricultural technology company. CEO John May presented its robotics and AI ambitions at CES 2023, while 12 of 15 advertised US positions examined were in software, data, or robotics, even as manufacturing layoffs continued.

“We’ve quickly become one of the world’s leading robotics and AI companies.” — John May

- Deere built its dominance by commercializing technologies it did not originally invent. It mass-produced polished-steel plows, acquired Waterloo Gasoline Engine Company to enter tractors, and gained industry leadership after International Harvester collapsed in the 1980s; the same strategy now drives its acquisitions of software and AI businesses.

- Deere helped turn satellite-guided farming from a luxury into an industry standard. Its StarFire system, developed through work with Stanford, NASA's Jet Propulsion Laboratory, and NavCom, achieved roughly 1.5-inch positioning accuracy by 2004; automated guidance adoption rose from 10% of farmers that year to approximately 55–60% by 2019.

- Deere's $300-million-plus acquisition of Blue River Technology in 2017 brought AI-powered weed recognition into agricultural spraying. Its See & Spray technology selectively applies herbicide, potentially reducing spray volume by two-thirds, while Deere projected reductions of up to 87% in airborne chemical drift and 93% in runoff.

- Precision farming can deliver substantial savings while introducing new equipment costs and recurring fees. The episode estimates approximately $50,000 for a compatible sprayer, another $25,000 for See & Spray equipment and installation, and a $4-per-acre subscription, costing a 4,500-acre operation an additional $18,000 annually.

“Today, though, it’s increasingly feeling like an expensive necessity without alternatives.” — Narrator, describing Deere equipment

- Deere's software restrictions have made farmers increasingly dependent on authorized technicians to repair machinery they own. Deere cites liability and improper modification as reasons for restricting diagnostic access, while farmers argue that the restrictions force expensive repairs and delays; solar storms disrupting GPS guidance during corn planting exposed another technological vulnerability.

- John Deere aims to automate the entire corn and soybean production cycle by 2030. From plowing to harvesting, its goal is production without direct human involvement, amid agricultural technology investment that peaked at $53 billion in 2021 and growing competition from robotics, AI, and indoor-farming startups.

- Agricultural automation threatens to accelerate the decline of smaller family farms because its economics favor large landowners. Over 25 years, average US farm size increased 7% while total farmland declined 8%; the narrator argues that consolidation also redirects agricultural profits from rural businesses toward distant owners and investors.

“The death of the family farm is upon us” — Narrator

All points

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- John Deere used CES 2023 to present itself as a technology company rather than simply a tractor manufacturer. CEO John May delivered the opening keynote at the Las Vegas technology conference in January 2023, describing Deere as a leader in robotics and artificial intelligence.

- Deere's technology strategy combines computer vision, advanced sensors, computing, machine learning, and data analytics. May described these technologies as the foundation of the company's agricultural solutions, signaling a move beyond selling mechanical equipment.

- John Deere has publicly embraced the identity of a technology company. The company shared a LinkedIn article titled “John Deere: ‘We’re a Technology Company,’” reinforcing its repositioning.

- Deere's hiring priorities reflect its shift toward software and automation. Of 15 US job openings examined in the episode, 12 involved software, data, or robotics, while only three involved manufacturing. The company was simultaneously laying off hundreds of manufacturing workers.

- Deere is building an integrated agricultural technology ecosystem resembling Apple's business model. Rather than selling isolated machines, it increasingly combines hardware, software, data, and services into systems that influence farmers' everyday operations.

- John Deere's influence extends far beyond machinery because agriculture is a livelihood rather than a discretionary consumer activity. Its technology affects how farmers work, manage their land, maintain equipment, and sustain family businesses. The narrator argues that this makes Deere's growing control more consequential than that of typical consumer technology companies.

- John Deere began as a small Illinois agricultural equipment business selling items such as shovels and pitchforks. Its transformation into a dominant machinery and technology company developed through successive technological changes over nearly two centuries.

- Traditional cast-iron plows struggled with the heavy, moist, root-filled soil of the American Midwest. Soil accumulated on their surfaces, forcing farmers to stop repeatedly and remove it.

- John Deere's breakthrough was a polished-steel, self-scouring plow. Its smooth steel surface cut through Midwestern soil more easily and allowed the soil to slide off instead of sticking.

- John Deere did not invent the steel-plow concept but successfully industrialized its production. Manufacturing grew to hundreds of plows per month and eventually thousands, demonstrating the company's early ability to commercialize existing technology at scale.

- The steel plow helped accelerate agricultural expansion across the American Midwest. Its practical advantages made difficult regional soils easier to cultivate and established Deere as a growing agricultural manufacturer.

- By the beginning of the twentieth century, John Deere had become a leading agricultural implement manufacturer. The company had passed through generations of the Deere family, but a major technological transition threatened its established business.

- Steam-powered tractors offered an alternative to animal power but remained too expensive for widespread agricultural adoption. Their purchase and operating costs prevented them from replacing horses and oxen on most farms.

- Gasoline-powered tractors changed the economics of mechanized farming. They were cheaper to purchase and operate than steam-powered alternatives, driving rapid adoption during the early twentieth century.

- John Deere initially resisted entering the tractor business. Management preferred to remain focused on agricultural implements but eventually recognized that tractors threatened the company's long-term relevance.

- Deere's first internally developed tractor was commercially uncompetitive. Although capable, it cost approximately twice as much as equivalent machines, making successful market entry unlikely.

- The death of Deere's tractor designer contributed to the company's decision to pursue an acquisition. The designer died from pneumonia following a week of testing in wet, cold conditions.

- John Deere acquired the Waterloo Gasoline Engine Company rather than continuing its unsuccessful internal tractor program. The acquisition brought an established competitor and its tractor technology into Deere's business.

- The Waterloo Boy tractor became a major commercial success under John Deere. As with the steel plow, the company's advantage came from adopting, manufacturing, and popularizing technology rather than inventing it.

- Deere gradually expanded from agricultural implements into a comprehensive machinery manufacturer. Its products came to include tractors, combines, balers, planters, and sprayers, covering most major activities required to operate a farm.

- International Harvester's decline helped establish John Deere's dominance in American agricultural equipment. Deere remained a significant but comparatively smaller competitor through much of the twentieth century until International Harvester weakened during the 1960s and 1970s.

- International Harvester's collapse in the 1980s allowed Deere to establish a commanding industry position. The company became one of the most familiar and widely used agricultural equipment suppliers in the United States.

- Precision agriculture introduced another major technological transformation, shifting farming from mechanical power toward digital information. John Deere again faced the challenge of adapting to technology emerging outside its traditional manufacturing business.

- Rockwell International introduced its Vision System on June 23, 1995, marking an early milestone in digital farming. The American defense manufacturer used satellite positioning technology to track agricultural machinery and help farmers understand field performance.

- Rockwell's system demonstrated how satellite navigation could improve agricultural decision-making. It enabled more accurate yield monitoring, seed distribution, and chemical application by providing location information about machinery operating in fields.

- Rockwell was an early leader in precision farming, but Case Corporation and AGCO were also developing competing systems. John Deere entered a field in which other companies had already demonstrated the technology's commercial potential.

- Early GPS-based farming technology was expensive, complicated, and insufficiently dependable. During the late 1990s, farmers generally regarded precision agriculture as a useful luxury rather than essential equipment.

- John Deere collaborated with Stanford University engineers on an autonomous GPS-guided tractor. The prototype worked, but contemporary GPS technology lacked sufficient accuracy and reliability for a commercially practical autonomous machine.

- Deere subsequently worked with NavCom Technology and NASA's Jet Propulsion Laboratory to improve satellite positioning. The objective extended beyond mapping fields to making dependable automatic steering possible.

- Automatic guidance addressed a longstanding agricultural problem: overlapping field operations. Farmers routinely drive over portions of their fields more than once while planting, spraying, fertilizing, cultivating, or harvesting.

- Farmers often deliberately overlap passes to avoid leaving untreated or unplanted gaps. Missing a strip during planting can mean lost crops; missing one during spraying or fertilizing can reduce yields; and overlooking a strip during harvesting can leave valuable produce behind.

- Traditional techniques could reduce overlap but rarely eliminate it. Farmers relied on experience, straight driving, regular field shapes, foam markers, fence-line reference points, and planned equipment paths matched to machinery width.

- A four-year agricultural study across 17 locations measured substantial overlap during routine fieldwork. The reported rates varied by type of equipment.

Measured overlap by operation

Operation Overlap Combine drilling 7.7% Spin-disc fertilizer application 9.5% Spraying 15.7% Cultivation 19.0%

- Overlapping wastes seeds, fertilizer, pesticides, fuel, and machinery operating time. It can also increase chemical application beyond what crops require, produce unnecessary soil disturbance, and accelerate equipment wear.

- Reducing overlap can materially improve farm profitability because agricultural margins are relatively narrow. The episode cites Kansas farm data for 2010–2019 showing an average profit margin of 11.8% over the ten-year period.

- John Deere's StarFire system substantially improved agricultural GPS accuracy by correcting satellite data with ground-based positioning information. The original system reportedly achieved accuracy of approximately three feet, or one meter, compared with conventional GPS accuracy of roughly 10–30 feet.

- StarFire 2 achieved much greater positioning precision by 2004. The episode reports guidance accuracy of approximately 1.5 inches, described as about 4.5 centimeters, enabling much more precise field operations.

- Deere's development of StarFire relied on partnerships and acquisition as well as internal engineering. Stanford, NASA's Jet Propulsion Laboratory, and NavCom contributed to its technological development, and Deere eventually acquired NavCom.

- Deere's AutoTrac software converted improved positioning accuracy into automated machine guidance. Farmers could install a StarFire receiver and monitor, purchase AutoTrac, follow precise digital guidance lines, and allow compatible machinery to steer automatically.

- Deere developed a global correction infrastructure to support its satellite-guidance technology. The network described in the episode includes six uplink sites on three continents, 46 worldwide reference sites, and leased satellite bandwidth from Inmarsat.

- The StarFire network gave Deere a positioning system more accurate than conventional publicly available GPS. This allowed it to provide highly precise navigation as part of its own agricultural technology ecosystem.

- Automated steering became increasingly common after Deere and its competitors introduced practical guidance systems. Approximately 10% of farmers used automatic steering or guidance in 2004, compared with adoption rates in the mid-50% to 60% range by 2019.

- Automatic-guidance adoption exceeded 80% among larger farms operating around 1,000 acres or more. The technology was especially attractive to large operations because small efficiency improvements generated greater total savings across more acreage.

- Deere's acquisition strategy increasingly prioritizes software, artificial intelligence, and automation over conventional machinery manufacturing. Of approximately 12 American companies Deere acquired after 2007, the episode identifies only four as traditional hardware manufacturers.

- John Deere acquired Blue River Technology in 2017 for slightly more than $300 million. The acquisition brought expertise in artificial intelligence and precision agricultural spraying into Deere's business.

- Blue River had developed See & Spray, an intelligent herbicide application system. Using deep-learning algorithms trained on hundreds of thousands of plant images, it could distinguish crops from weeds and target herbicide application with approximately quarter-inch precision.

- See & Spray introduced the possibility of treating individual weeds instead of spraying entire sections of farmland. The technology promised to reduce chemical use while maintaining effective weed control.

- Deere commercialized the technology through See & Spray Select and later See & Spray Ultimate. The latter became available in 2022 for factory installation on 2023-model 410R, 412R, and 612R agricultural sprayers.

- See & Spray Ultimate uses cameras distributed approximately every meter along a carbon-fiber spray boom. The cameras identify vegetation during operation, enabling the equipment to apply herbicide selectively.

- Deere's smart-spraying technology was presented as capable of reducing herbicide spraying volume by approximately two-thirds. Lower chemical consumption could reduce farmers' costs and allow longer intervals between refilling tanks.

- Reduced spraying requirements could also save fuel and operating time. Fewer interruptions for refilling would allow machinery to cover fields more efficiently.

- Deere projected substantial environmental benefits from See & Spray Ultimate. The episode cites company estimates of up to 87% less airborne chemical drift and up to 93% less chemical runoff. These were presented as projections, not independently established outcomes.

- John Deere was neither the first nor the only company developing artificial-intelligence-assisted spraying. A Dyson subsidiary had entered smart spraying earlier, while AgZen, a company emerging from MIT research, was also developing competing technology.

- Deere's previous success in adopting and commercializing new agricultural technologies does not guarantee victory in smart spraying. The episode identifies competition from younger technology companies as an unresolved challenge.

- American agriculture has increased output during the digital farming era. The episode points to rising average yields of corn, soybeans, and cotton alongside improvements in resource efficiency and agricultural decision-making.

- The traditional prestige of operating an exclusively John Deere farm is becoming a question of economic dependence. An “all-green” farm once represented brand loyalty and pride; the narrator argues that Deere's integrated technology increasingly makes remaining within its ecosystem feel necessary.

- Smart-spraying technology requires substantial initial investment and compatible machinery. The episode estimates that a farmer lacking a sufficiently modern sprayer might need to spend approximately $50,000 on equipment before paying another $25,000 for the See & Spray installation.

- See & Spray installation was described as restricted to authorized dealerships. This makes farmers dependent on Deere's dealer network for installation rather than allowing unrestricted independent fitting.

- Agricultural pesticide costs provide a strong financial incentive to adopt selective spraying. The episode cites soybean pesticide expenditure of $77 per acre in 2022, describing it as a record high during that decade.

- The episode models smart-spraying economics using an Illinois soybean farm of 4,500 acres. It describes this as the state's median-sized farm for its example and assumes the farmer is considering whether reduced herbicide consumption justifies the equipment purchase.

- The illustrative farm's pesticide expenditure would fall from approximately $350,000 to $117,000 if chemical use declined by two-thirds. The example demonstrates the potentially substantial savings achievable on a large operation.

- The narrator estimates about $62,000 in savings after upfront costs in the See & Spray example. However, the stated equipment costs and pesticide figures do not fully reconcile with that estimate, leaving the calculation unclear.

- See & Spray also carries a recurring subscription charge of approximately $4 per acre. For the example's 4,500-acre farm, that represents another $18,000 in costs, reducing the financial benefit attributed to the equipment.

- Deere's commercial model increasingly combines machinery sales with continuing software charges. Farmers may need to pay both the initial equipment cost and recurring fees to receive the benefits of its precision agriculture systems.

- Precision agriculture is changing the nature of farming from independent mechanical work toward technology-dependent operations. Farmers increasingly rely on screens, guidance systems, proprietary software, digital subscriptions, and specialized technical services.

- Solar storms demonstrated the vulnerability of satellite-dependent agricultural machinery. Geomagnetic activity strong enough to produce northern lights as far south as the American Midwest also disrupted precision navigation systems during a critical corn-planting period.

- Navigation failures can prevent farmers from using expensive machinery precisely when weather and planting schedules require it. This creates an operational dependency on systems beyond the farmer's direct control.

- Modern agricultural equipment can be significantly harder for farmers to repair independently. Whereas traditional mechanical faults, such as hydraulic leaks, could often be repaired in a farm workshop, software-related failures may require specialized tools and knowledge.

- Dependence on authorized technicians creates additional repair costs and delays. Farmers may have to wait for a technician to become available while machinery remains unusable, potentially disrupting time-sensitive field operations.

- John Deere has faced a prolonged dispute over farmers' right to repair their own equipment. A central issue is access to the proprietary diagnostic software needed to identify and correct faults in modern machinery.

- Deere has been reluctant to provide unrestricted access to its diagnostic software. The company argues that restrictions protect safety, liability, and responsibility by preventing inappropriate modification or use of its machines.

- Farmers challenging Deere's restrictions argue that limited software access forces them into expensive authorized repairs. Critics believe the arrangement gives Deere an additional source of revenue while reducing owners' control over machinery they have purchased.

- The episode does not establish whether Deere's repair restrictions are primarily motivated by safety concerns or additional revenue. It presents competing explanations while identifying the practical consequences of restricted access for farmers.

- The right-to-repair dispute illustrates a larger question of ownership in modern agriculture. Farmers may legally own the physical machine while lacking the information or software access needed to maintain its increasingly important digital systems.

- John Deere faces growing competition from agricultural technology startups despite its established market position. Venture capital investment has encouraged new companies to develop alternatives in food production, farm management, robotics, and automation.

- The number of investment funds focused on the AgriFood sector increased dramatically over the preceding decade. The episode cites 42 such funds in 2013 compared with almost 300 at the time described.

- AgriFood technology investment reached approximately $53 billion in 2021. That figure is identified as a peak, illustrating the scale of investor interest in transforming agricultural production.

- Agricultural technology investors are responding to the challenge of producing more food from increasingly constrained land resources. The episode argues that the global share of land devoted to agriculture is approaching its peak as urbanization continues, while the world's population is expected to grow for at least another half-century.

- Controlled-environment agriculture is one response to land and production constraints. Companies are developing indoor growing systems intended to reduce exposure to outdoor conditions and associated resource losses.

- Other agricultural startups focus on data analytics and machine learning to reduce reliance on guesswork. Their products aim to improve decisions about planting, inputs, production conditions, and agricultural resource use.

- Agricultural robotics and autonomous machinery represent another major investment category. Developers seek to increase outdoor crop yields while reducing labor requirements and improving operational efficiency.

- John Deere has committed to developing a fully autonomous corn and soybean production system by 2030. The stated ambition covers the production process from plowing and planting through harvesting without direct human intervention.

- Corn and soybean farming are considered relatively suitable for early large-scale agricultural autonomy. Their generally straight planting rows and comparatively regular spacing between plants provide predictable operating conditions for autonomous systems.

- Autonomous agriculture could reduce labor requirements and lower the resources needed to produce food. The episode anticipates improved production efficiency through the combination of automated machinery, precision farming, data analysis, and other agricultural technologies.

- The main economic obstacle to autonomous farming is the substantial initial cost of the technology. Advanced machinery may deliver efficiency improvements over time, but farmers must first finance the necessary equipment and systems.

- Large farms are best positioned to justify expensive automation systems. A small percentage improvement in productivity becomes more financially valuable when applied across thousands or hundreds of thousands of acres.

- The economics of agricultural innovation systematically favor operations with greater scale. Large farms can spread fixed technology costs across more production, while smaller farms struggle to justify identical investments.

- The episode uses fully autonomous wheat production as another example of scale-dependent technology. Expensive automation becomes economically attractive first to the largest producers, which can capture enough efficiency savings to offset the initial investment.

- Technological progress is reinforcing an existing trend toward agricultural consolidation. More efficient large operations can exert competitive pressure on smaller farms that lack the capital needed to adopt comparable systems.

- The average American farm grew approximately 7% in size over the preceding 25 years while total farmland declined by approximately 8%. The episode presents these figures as evidence that agricultural production is increasingly concentrated in larger operations.

- Smaller farms face pressure either to shut down or sell their land to larger agricultural businesses. Rising costs and the efficiency advantages of major producers make independent farming increasingly difficult to sustain.

- Technological development can benefit overall food production while weakening the economics of traditional family farms. The narrator identifies this as the central trade-off in the industry's movement toward automation.

- Employment in agricultural regions is increasingly separated from ownership of agricultural land. The episode describes communities where residents work for large landowners instead of operating farms they own themselves.

- Some major agricultural landowners control hundreds of thousands of acres while living far from the farms. The narrator argues that this distance changes the relationship between agricultural production and the communities where it occurs.

- Remote and investor ownership can redirect agricultural profits away from rural communities. Instead of being spent locally at businesses such as diners and automobile dealerships, income may flow to outside owners, investors, and investment funds.

- The movement of agricultural profits away from producing regions can weaken rural economies. Businesses dependent on spending by independent farmers may receive less local revenue as ownership becomes concentrated elsewhere.

- Farm consolidation also reduces opportunities for entrepreneurship outside major cities. The episode identifies independent farming as one of the relatively few traditional ways to build a substantial business in rural America.

- The narrator argues that rural communities increasingly supply resources whose financial benefits accumulate elsewhere. This conclusion follows from the combination of distant landownership, investor participation, and declining independent farm ownership.

- Farming is becoming subject to the same technology-driven consolidation pressures seen in other industries. The episode argues that large corporations often benefit disproportionately from costly innovation because they possess more capital and greater economies of scale.

- Agriculture's geographic and cultural distance from Silicon Valley previously limited its exposure to some of these technological pressures. Deere and agricultural technology startups are now bringing software, venture capital, artificial intelligence, and automation into a historically more independent industry.

- John Deere's strategy follows a consistent historical pattern of adopting and scaling major technological breakthroughs. The company popularized steel plows, entered tractors through acquisition, advanced precision GPS guidance through partnerships, and moved into artificial intelligence through technology acquisitions.

- Each technological transformation has strengthened Deere's ability to influence how American farms operate. Its business has progressed from manufacturing implements to supplying machinery, positioning infrastructure, software, automation, and services.

- The potential benefits of agricultural automation do not necessarily accrue equally to farmers. Lower input consumption, increased yields, and reduced labor requirements can improve overall efficiency while leaving smaller producers disadvantaged by equipment costs and continuing dependence on technology suppliers.

- John Deere's future competitive position increasingly depends on software and integrated systems rather than machinery alone. Its investments in robotics, artificial intelligence, precision guidance, and autonomous production show a strategy centered on controlling more of the agricultural production process.

- The narrator's central prediction is that continued automation will accelerate the decline of independent family farming. This is presented as an interpretation of existing consolidation and technology-investment trends, not as proof that every family farm will disappear.

- The broader consequence of agricultural automation is a shift in economic power as well as production methods. Farmers may gain more efficient machinery and lower resource consumption while losing some independence over equipment maintenance, technology choices, operating costs, and the ownership structure of the industry.