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A Chat with Chat · Episode 2

Same Prompt, Different HVAC Picks: What Our AI Search Test Revealed

· 27 minutes · Aaron Husak and ChatGPT

Aaron and his ChatGPT co-host compare Gemini HVAC recommendations, recurring companies, changing sources, and what one AI answer can and cannot tell a home service business.

What we explore

  • How the companies and visible sources vary across Gemini Flash and Pro runs.
  • The difference between a mention, a citation, and a fixed search ranking.
  • What service pages communicate, and why that does not prove what caused a recommendation.
  • Why capturing the actual prompts customers use can improve your next test.

This episode documents an exploratory test, not a controlled experiment or a guarantee of AI recommendations. ChatGPT participates as an AI co-host with a synthetic voice. Product descriptions, company claims, and figures discussed in the recording have not been independently verified for this page.

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