Jun 28, 2025 · 5 min
Verified Customer Insights Mistakes That Create Campaign Rework
Avoid verified customer insights mistakes that create weak claims, unclear evidence, and campaign rework.
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Field notes for teams that need receipts
Essays on citation-verified AI, customer-voice extraction, and the operating systems behind defensible marketing work.
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Good campaign thinking starts where the customer actually spoke.Evidence · Operations · Trust
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Jun 27, 2025 · 5 min
Best Practices for AI Proof Points for Marketing in content teams
Best practices for AI proof points for marketing that help content teams verify claims before campaign use.
Read field noteStart building from what your customers said.
Follow one source from raw conversation to a campaign claim your team can defend.