Jul 24, 2025 · 5 min
AI Hallucination Guardrails: A Practical Guide for in-house marketing teams
A practical guide to AI hallucination guardrails for in-house marketing teams using source-backed AI output.
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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.
19 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 claim verification
Jul 23, 2025 · 5 min
AI Factuality in Marketing Template: Structure, Examples, and Checklist
Use this AI factuality in marketing template to structure sources, claims, evidence, review status, and approved usage.
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Jul 22, 2025 · 5 min
How to Evaluate AI Claim Verification Before Buying
Use this guide to evaluate AI claim verification for source support, review status, provenance, and campaign readiness.
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Jul 21, 2025 · 5 min
AI Hallucination Examples in Marketing Mistakes That Create Campaign Rework
Avoid AI hallucination examples in marketing mistakes that create false confidence and campaign rework.
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Jul 20, 2025 · 5 min
Best Practices for Marketing AI Hallucination Risks in agencies
Best practices for agencies managing marketing AI hallucination risks in briefs, copy, claims, and client recommendations.
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Jul 18, 2025 · 5 min
AI Hallucination Checker Workflow: From Source Data to Campaign Output
A practical AI hallucination checker workflow from source data to reviewed campaign output.
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Jul 17, 2025 · 5 min
Prevent AI Hallucinations in Marketing Checklist for agencies
Use this checklist to help agencies prevent AI hallucinations in marketing claims, briefs, and campaign recommendations.
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Jul 15, 2025 · 5 min
AI Hallucination Prevention for client servicing teams: What to Automate and What to Review
See what client servicing teams should automate and review to prevent AI hallucinations before campaign use.
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Jun 13, 2025 · 5 min
AI Factuality in Marketing Workflow: From Source Data to Campaign Output
A practical AI factuality in marketing workflow from source data to reviewed campaign output.
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Jun 12, 2025 · 5 min
AI Claim Verification Checklist for sales and marketing teams
Use this AI claim verification checklist to review sources, evidence, wording, and approval status 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.