Trend Lifecycle Modeling

Trends follow a lifecycle: emergence (signals appear in 1-2 categories), formation (signals converge across 3+ categories), establishment (consensus forms, analyst coverage begins), maturation (early adopters have results, late majority enters), and commoditization (the trend becomes the default, no longer a differentiator). The competitive opportunity peaks during formation and early establishment — after enough convergence to be confident the trend is real but before it becomes consensus. The lifecycle stage determines the strategic response: during emergence, monitor. During formation, evaluate and plan. During establishment, execute or concede.

AI-assisted trend lifecycle assessment processes the signal velocity and category breadth to estimate the current lifecycle stage. A trend with four-category convergence and accelerating signal velocity is in early establishment. A trend with six-category convergence and decelerating velocity is in maturation. The model is probabilistic, not deterministic — but even a probabilistic estimate of lifecycle stage is more useful than treating all trends as equally early or equally established.