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Pattern

Consumer companion apps are using personal-data graphs as the wedge.

The consumer side of the map is strongest when products remember enough context to become useful over time. Social graph, personal health data, relationship context, and household logistics all create a wedge for repeated use. The bet is that memory and graph structure matter more than a blank chat box.