Data
Clean foundations or amplified errors.
AI maturity rests first on the integrity of your data layer: a reliable supplier master, clean ERP extracts, a coherent category taxonomy. Without it, every model output inherits the entropy of your back office, and AI doesn't accelerate, it scales the noise.