Ground the CMA Before AI Explains It
Use CRISP-DM to structure AI-assisted CMA explanation without confusing model fluency with pricing evidence.
The teach The danger is not that AI writes badly. The danger is that it writes too smoothly. CRISP-DM gives you a disciplined path before the explanation reaches a client. Use it this way: Business understanding: which decision does this CMA support? Data understanding: what are the comps, and where are they weak? Data preparation: what must be cleaned, excluded, or caveated? Modeling: what patterns or scenarios can AI draft? Evaluation: which statements need human verification? Deployment: how will this become client-ready communication? The useful shift is from "AI, tell me the price" to "AI, help me explain verified evidence…
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