Data, Story, Meaning, Disprove
A four-stage chain for designing and grading AI-driven analytics and content workflows. Score any team or tool by the last stage it reaches, then close the gap the stopping point leaves behind.
A workflow is the part of the work that decides whether the output can be trusted. This collection documents the standards behind mine: the stages a workflow runs, what each stage produces, who or what performs it, the gate it has to pass, and the failure mode it leaves behind when it gets skipped.
These standards are public and free to apply. If a reporting, analytics, or content workflow needs to be designed or graded against one, the conversation starts here.