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ChatGPT visibility now needs three scorecards: answers, citations and ads
ChatGPT visibility now has three jobs: answer selection, citations and paid placement. Build a scorecard that keeps their evidence separate.
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Notes on running an editorial engine.
Field notes on agentic content pipelines, review gates, and what it takes to publish daily without lowering the bar.