Thread

Getting Your Products Mentioned in AI Models

Keval Shah · x.com

The new metric nobody tracks yet: whether ChatGPT and friends cite you when buyers ask.

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The question it answers

  1. How do founders measure whether AI-assisted social content is actually working?

Read with it

  1. The definitive metric-by-metric reference to steal your dashboard from. sproutsocial.com Guide The Social Media Metrics to Track (Cheatsheet) Sprout Social
  2. Names the numbers that feel good but predict nothing, so you stop optimizing for them. blog.hootsuite.com Article Vanity Metrics: Definition and Examples for Marketing Hootsuite
  3. Pairs every vanity metric with the actionable metric to replace it. improvado.io Article Vanity Metrics: Definition, Examples and What to Track Instead Improvado
  4. Draws the straight line from post to pipeline that founders need for their own conviction. tloproduction.com Article Measuring 2025 Social ROI: From Vanity Metrics to Business Outcomes TLO Production
  5. A compact value-metric framework sized for a founder, not a marketing department. robusmarketing.com Article Vanity vs Value: The Social Media Metrics That Actually Drive Growth Robus Marketing
  6. Why saves and shares are 3.5x better conversion predictors than likes. benchmarkemail.com Article Beyond Likes: How to Measure Real Engagement Benchmark
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