Cloud deployment is predicted to lead the AI-enabled food formulation and R&D software market at 58.0% share in 2026, followed by recipe/formulation as anticipated to secure 34.0% share of application in 2026. Adoption depends on reliable formulation records and controlled technical evidence, with poor data readiness and uncertain model outputs forming principal barriers.