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Portability must include the learning layer

Dashboards are not the SaaS moat

Data gravity is becoming agent governance

Open models still concentrate infrastructure

Forward-deployed engineering is distribution

Vertical AI moats live in workflow frequency

ARR velocity does not prove a product moat