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Query fan-out: why AI search never answers the question you typed

When you ask an AI assistant with web search something like "best CRM for a 5-person agency", it usually doesn't run that exact search.

  • AI search breaks down queries into smaller parts
  • Generates answer from amalgamation of results
  • Focus on concise sections answering sub-questions

Is that really GPTBot? How to verify AI crawlers in your logs

Open any access log today and you'll see GPTBot, ClaudeBot, PerplexityBot and friends. The problem: a user agent is just a string.

  • Compare bot's IP address against OpenAI's published CIDR ranges
  • Use DNS reverse and forward lookups for Googlebot and Bingbot
  • Consult official bot documentation for accurate verification methods

Google Tabletop AI: Build Custom Collaboration Apps by Describing Them

Google Tabletop AI: Describe the App, Skip the Spreadsheet Google just admitted something the productivity industry has been dancing around for years: nobody actually wants to configure a…

  • Tabletop AI tool creates custom collaboration apps based on user descriptions.
  • Users can generate interactive tools like trip itineraries or expense splitters.
  • Currently an experimental service for adults in one country with age limit 18+.

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