Trying something new... Building 100 practical AI systems
Day 1 of my 100-build challenge is done.
I built an AI Visibility Auditor to check whether a business actually shows up when people ask ChatGPT, Claude, or Perplexity for recommendations.
I tested it on a well-established HVAC company in Dallas.
They scored 35/100.
They looked strong on Google, but AI struggled to clearly understand and describe the business.
The auditor:
• Tests real customer questions
• Checks live AI answers, search signals, and the website
• Explains where the score comes from
• Gives the top fixes to improve visibility
The biggest lesson was simple:
Being visible on Google and being understood by AI are not the same thing.
I’m sharing the source code for free.
Comment “GEO” and I’ll send it over.
Day 1 of 100 complete :)
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Mehroz Mustafa
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Trying something new... Building 100 practical AI systems
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