Private diagnostic · session-only

Find the right role for AI.

First establish whether the whole business or only one segment or workflow is expert-led. Then decide what AI may do. Only after that can you optionally test whether Forward is a commercial fit.

No contact gate. Your answers are not saved or sent to Forward. Do not enter client-identifying, regulated or sensitive facts.

Category recognition

Where does identifiable expertise materially shape the outcome?

Human contact is not enough. Use the counterfactual to decide whether this particular person or team changes value, trust, access, assurance, fit or accountability.

Business or practice typeWho relies on the expert?Classification scopeConsequential human exchangeIf this expert disappeared, would the outcome materially worsen?Primary navigation lensPrimary client value

Why this is different

Expert-led is not a blanket automation or lead-scoring category.

It is a workflow-level lens for preserving what clients actually value while making repeatable intelligence more available. Missing evidence should produce a better question or a better Pour, not false certainty.

See the research and correction method