AI Symbol Maps: A Human-Led Research Workflow
Use AI to propose groups and labels while keeping observation, evidence, and human review separate.
Symbol Map Lab / tag collection
Plan bounded AI tasks, review proposed results, and distinguish an appealing concept from a usable deliverable.
An AI workflow should have a defined input, an explicit decision, and a review method. This collection covers two situations: using a model to help organize a known set of symbols and using a generator to explore a new logo direction. The first needs traceable classifications; the second needs practical production checks. Neither benefits from treating confident output as proof of accuracy, originality, or readiness.
Use AI to propose groups and labels while keeping observation, evidence, and human review separate.
Evaluate generated concepts, editable files, practical costs, rights questions, and the final identity handoff.
Put the reading into practice