Jul 12, 2025 · 5 min
Verified AI Insights: A Practical Guide for sales and marketing teams
A practical guide to verified AI insights for sales and marketing teams using source-backed recommendations.
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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.
7 field notes
Good campaign thinking starts where the customer actually spoke.Evidence · Operations · Trust
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From the archive
Research, workflows, and practical guides
Filtered by: AI insight verification
Jul 11, 2025 · 5 min
AI Insight Verification Template: Structure, Examples, and Checklist
Use this AI insight verification template to structure sources, insights, citations, review status, and approved usage.
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Jul 9, 2025 · 5 min
AI Citation Verification Mistakes That Create Campaign Rework
Avoid AI citation verification mistakes that create weak evidence trails, false confidence, and campaign rework.
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Jul 6, 2025 · 5 min
Citation Based AI Workflow: From Source Data to Campaign Output
A practical citation based AI workflow from source data to reviewed campaign output.
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Jun 1, 2025 · 5 min
AI Insight Verification Workflow: From Source Data to Campaign Output
A practical AI insight verification workflow from source data to reviewed campaign output.
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May 29, 2025 · 5 min
Source Backed AI for strategy teams: What to Automate and What to Review
See what strategy teams should automate and review when using source backed AI for campaign and client insights.
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Follow one source from raw conversation to a campaign claim your team can defend.