Content, Briefly How to collect synthetic feedback (+ more Claude tips)
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Feb 18, 2026 Eric Doty, a content leader who builds AI-assisted workflows and Claude skills. He talks about using AI personas to pressure-test drafts. He explains crafting data-informed audience profiles and turning them into reusable Claude skills. He covers integrating skills into workflows and tools for faster, smarter content reviews.
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Create Critical, Diverse Personas
- Build personas that don't just flatter you: include skeptics and short-attention executives.
- Use those personas to generate well-rounded, critical feedback before publishing.
Use AI To Offload Middle-Stage Editing
- Run synthetic feedback before asking human editors to save their time.
- Let AI catch basic issues so editors focus on strategy and hypothesis validation.
From Research Report To Claude Skill
- Eric built personas from a 100-page industry report using Claude to extract what buyers care about.
- He converted those insights into a Claude skill to give instant audience feedback while writing.