LLMs hallucinate specific numbers and attributions. Editor verifies every factual claim.
Second reviewer confirms voice. Different from accuracy — output can be accurate but sound wrong.
Third reviewer checks meta tags, internal links, alt text. AI forgets these constantly.
Where LLMs accelerate marketing research and where they still produce shallow or misleading output.
AI MarketingA practical inventory of AI workflows we've deployed internally — ranked by hours saved per week.
AI MarketingA specific Claude prompt sequence we use to refresh underperforming content in minutes instead of hours.
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