AI and the future of Canadian agriculture

Canadian agriculture is facing rising pressures, from labour shortages and climate volatility to trade uncertainty and global competition. A new Farm Credit Canada report, AI in Canadian agriculture: Present challenges and future prospects, explores opportunities for artificial intelligence (AI) to boost our productivity, resilience and global competitiveness. Yet AI adoption on Canadian farms currently lags other sectors and countries. Closing that gap could help to secure Canada’s future as a world-leading, sustainable food producer. 

The promise of AI for Canadian agriculture  

AI is already reshaping farming worldwide. From precision field analytics to smart supply chains, AI technologies help farmers make better decisions, manage risks proactively, and do more with less. AI-driven tools can optimize inputs (like water, seed and fertilizer), predict crop or animal health issues before they escalate, and boost yields through data-driven insights. Canadian-built tools like FCC’s Root AI and AgExpert are making strides in better leveraging AI to support farm management and decision-making; the adoption and integration of worldwide innovations could strengthen Canada’s agriculture sector against climate and market risks while enhancing our competitiveness globally. The potential is huge – but realizing it means turning early success stories into widespread practice. 

Figure 1: AI in Canadian agriculture – examples of implementation 

Sources: FCC Thought Leadership and Deloitte

Breaking through the adoption barriers 

Given the extraordinary potential, why is the adoption of AI on Canadian farms falling behind global competition? The report finds technology isn’t the limiting factor – instead, adoption is slowed by four root challenges across our innovation ecosystem:  

• Limited capital, with underinvestment in agriculture research and innovation; 

• Talent shortages, due to too few digital and AI-skilled workers in agriculture; 

• Patchy digital infrastructure, including weak rural broadband and siloed farm data systems; and  

• Unclear governance frameworks, with inconsistent regulations and standards that sap trust and confidence in new tools.  

These barriers have left AI adoption uneven and fragmented, with progress in some niche areas but limited uptake on the average farm. Addressing them is essential for Canada to close the gap. With a new national AI strategy in place, now is an opportune moment for the sector to accelerate AI adoption. 

Cultivating collaboration for a smarter food future 

A major insight of the report is that tackling the adoption gap requires coordinated, system-wide action. In short, we need to strengthen the foundations that support innovation. That means investing in rural connectivity and digital infrastructure, digital skills, shared data standards and clear AI governance, and forging partnerships across public and private sectors. By aligning efforts, Canada can foster an environment in which farmers, tech developers, researchers, and policymakers collectively unlock AI’s full value.  

FCC is helping to lead this charge. FCC and partners recently launched the Agriculture Innovation, Validation and Adoption (AIVA) Network, a national initiative to test and validate emerging ag tech on real Canadian farms, giving producers the trusted insights and confidence needed to adopt new innovations.  

Bottom line 

AI can help make Canadian agriculture more productive, resilient and competitive, but only if Canada strengthens the foundations for adoption. Coordinated investment in infrastructure, talent, data standards, governance and on-farm validation is essential to turn AI’s promise into broad, practical impact. With the right conditions in place, Canada can lead the next era of agricultural innovation. 

Explore the full report for deeper insights.  

Learn more about AgExpert and Root AI, and how they are supporting management and decision-making on farms across Canada.  

Learn more about the AIVA Network to see how Canada is planting the seeds of a smarter food future.

Article by: Bethany Lipka, Senior Economist