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Haoyang Pang

@Phy041

Founder, Canlah AI. We've logged 2,360 logged-out ChatGPT answers to buyer questions. Follow for who it names, what it reads, and where the ads go.
canlah.ai Joined February 2023
272 Following 61 Followers 757 Posts

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Haoyang Pang @Phy041
We ask ChatGPT what your buyers ask and count who it names.

I'm Haoyang, founder of Canlah AI in Singapore. So far:

- 7.2% of the URLs it cited were in Google's top 10
- Same question twice: about ¼ of URLs repeat
- ⅓ of logged-out answers had an ad

New numbers every week.
Haoyang Pang @Phy041
ChatGPT's new business dashboard counts how often it mentions you.

Read it weekly, not daily.

We asked ChatGPT the same question twice, logged out. Only about ¼ of the cited URLs repeated.

And the count won't show who got named instead of you. You still have to check that.
Haoyang Pang @Phy041
The AI shortlist depends on how you ask.

We asked ChatGPT 3 versions of one braces question in Singapore, 8 times each, logged out.

One clinic made 23 of 24 answers.
Another: 7 of 8 for "metal braces", 1 of 8 for "Invisalign".

Track the words buyers use, not just the topic.
Haoyang Pang @Phy041
Ask ChatGPT the same question twice.

About a quarter of the cited URLs repeat.

So "you were mentioned 12 times this week" with no run count next to it is a coin flip with a chart.

Ask how many times they asked.
Haoyang Pang @Phy041
AI doesn't ignore small brands. It confuses them.

Doubao called a Beijing tutoring chain "not one brand", mixed it with same-named schools and added warnings.

Two weeks into our work, it cited the founding year, 3 campuses and class sizes.

Same question. Different answer.