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AI-FOR-PRODUCT-MANAGERS5 MIN READ

Sort AI research notes into evidence, code, theme, or assumption

Separate raw AI research evidence from coded observations, candidate themes, and assumptions.

Sort each line by what kind of synthesis artifact it is. Evidence Code Theme Assumption “I reopen Salesforce before I send anything the AI writes.” Manual verification habit Users cannot act on drafts until evidence is inspectable in workflow. Adding citations will be enough to drive frontline adoption. “I never know whether the summary used yesterday’s numbers or today’s.” Freshness uncertainty High-stakes workflows need explicit recency cues before AI output is trusted. If we improve freshness labels, managers will stop exporting data manually.

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