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Need help applying The MAPS Method?
I can help with a focused diagnosis, a workshop, a full AI visibility strategy, or the ugly implementation details that sit between a good framework and a result.
Good starting points
Bring a real problem.
“AI keeps describing us incorrectly.”
Start with Meaning, the fact ledger and the brand-understanding diagnostic.
“Competitors show up and we do not.”
Start with Presence, fan-out coverage and competitor source gaps.
“We have authority but no citations.”
Look at retrieval, source distribution, extractability and whether the evidence is attached to the right claims.
“We need an AI search strategy.”
Start with a representative prompt baseline and score all four MAPS conditions before choosing tactics.