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We all know prompt tracking is directional. The most effective way to reduce noise is to track prompts based on personas.
This week, I’m covering:
- Why AI personalization makes traditional “track the SERP” models incomplete, and how synthetic personas fill the gap.
- The Stanford validation data showing 85% accuracy at one-third the cost, and how Bain cut research time by 50-70%.
- The five-field persona card structure and how to generate 15-30 trackable prompts per…

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