The biggest gains in crop protection won't come from speeding up the whole pipeline. They'll come from getting smarter at the start.Field cycles, safety testing, and regulatory review aren't going anywhere, and they shouldn't. But early discovery is wide open. AI-driven tools can compress R&D, sharpen which molecules move forward, and direct capital toward the candidates most likely to succeed. Faster, leaner, and still rigorous where it counts.