{
  "slug": "verified-human-conversions",
  "title": "You are paying for attention that nobody paid",
  "summary": "Ad fraud estimates for 2025 range from $25B to $165B. They cannot all be right. How to read them, and what proof at the conversion would change.",
  "lede": "Published estimates of what advertisers lost to invalid traffic in 2025 range from about $25 billion to about $165 billion. Those numbers cannot all be describing the same thing, and understanding why they differ tells you more about the problem than any of them do individually. The fix is not a better detector. It is proof attached to the events that actually carry money.",
  "date": "2026-09-12",
  "reading_time": "19 min read",
  "category": "Platforms",
  "tags": ["ad fraud", "invalid traffic", "bot traffic", "verified human conversion", "performance marketing", "attribution"],
  "image": "https://cdn.twc.sh/images/igcache/Verified%20Human%20Conversions/1200_630/blog.jpg",
  "url": "/blog/verified-human-conversions.html",
  "wordcount": 4291,
  "related": ["the-bot-tax", "survey-panel-bot-fraud", "identity-failure-map"],
  "schema": "Article"
}