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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Field notes for teams that need receipts
Essays on citation-verified AI, customer-voice extraction, and the operating systems behind defensible marketing work.
549 field notes
Good campaign thinking starts where the customer actually spoke.Evidence · Operations · Trust
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Article archive
Field notes · page 33
Jul 8, 2025 · 5 min
Best Practices for Source Backed AI in sales and marketing teams
Best practices for source backed AI that helps sales and marketing teams verify insights before campaign use.
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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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Jul 5, 2025 · 5 min
Citation Verified AI Checklist for agency operators
Use this citation verified AI checklist to help agency operators review sources, claims, citations, and campaign readiness.
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Jul 4, 2025 · 5 min
Responsible AI Marketing Workflow for B2B SaaS teams: What to Automate and What to Review
See what B2B SaaS teams should automate and review in a responsible AI marketing workflow.
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Jul 3, 2025 · 5 min
What Is AI Claim Substantiation? Definition, Use Cases, and Examples
AI claim substantiation connects AI-generated marketing claims to source evidence before they are used in campaigns.
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Jul 1, 2025 · 5 min
AI Marketing Trust Layer: A Practical Guide for performance marketers
A practical guide to an AI marketing trust layer for performance marketers using source-backed campaign claims.
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Jun 30, 2025 · 5 min
Source Grounded AI Marketing Template: Structure, Examples, and Checklist
Use this source grounded AI marketing template to structure sources, claims, proof, review status, and approved usage.
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Jun 29, 2025 · 5 min
How to Evaluate AI Evidence Workflow Before Buying
Use this guide to evaluate an AI evidence workflow for source grounding, proof points, review status, and campaign activation.
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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.
Read field noteStart building from what your customers said.
Follow one source from raw conversation to a campaign claim your team can defend.