2026 AI‑Ready Pesticide Labels: Building the Digital Foundation for Smart Agriculture
On March 31, 2026, CERSA convened regulators, researchers, industry leaders, technology developers, and growers for a one‑day workshop focused on the future of digital, machine‑readable pesticide labels and their role in enabling AI‑driven decision support. Participants explored shared priorities, technical and policy challenges, and practical pathways for improving safety, accessibility, and regulatory efficiency through digital labeling.
- Workshop Program
- Workshop Outcome Report
- State-Lead Agency Perspectives on Digital Labeling & AI (Daniel Duer, Pennsylvania Department of Agriculture)
- From Paper to Pixels: The Evolution of Pesticide Labels for a Digital Future (Sarah Hovinga, Bayer Crop Science)
- Perspectives on Digital Agriculture (Adam Barlow, John Deere)
- Standardized Digital Labels: Enablers of On-Farm Business Value (Andres Ferreyra, Syngenta)
Workshop Resources
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Thank you to our workshop sponsors!










