Sort signals before asking AI to synthesize them
Sort customer evidence into research-method buckets before AI synthesis.
Sort each customer evidence source by the kind of insight it most directly supports. Attitudinal qualitative Attitudinal quantitative Behavioral qualitative Behavioral quantitative Five interview clips where admins explain why tax mapping feels risky Survey rating showing 42% of new admins feel setup is unclear Screen recording of a customer abandoning import recovery twice Funnel data showing 31% drop-off at the tax-code mapping step Open-ended NPS quote: "I could not tell what changed on the invoice" Analytics event count for repeated export retries in the same session Usability-session observation that users hover over preview before confirming automation Poll result ranking confidence…
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