RS-01
23 businesses, 13 searches, 4 US cities
20 of 23 were missing from the map pack top 3 for their own service.
Read the study RS-01Research
I publish what I find, with the date and the method.
Original research by Muhammad Awais on how local businesses are found in Google and AI answers, plus seven free frameworks for checking it. Every study carries its date, its method and its sample.
Research I ran myself, and the frameworks I use to read it. Open any of it and check.
Updated
Studies · published with date and method
RS-02
The same searches, three weeks later
The top three changed in at least 7 of 19 searches. Businesses that were missing stayed missing in 19 of 20.
RS-03
12 homepages, one missing number
11 of 12 showed no review count, the number buyers compare first.
Read the study RS-03Frameworks · Seven
The frameworks I use to read it.
Each one is free to open, with the method written down.
Also published
A site built on the same rule.
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thewellwaterlab.com The Well Water Lab
An independent well water education site I built and run. Every statistic links to its source. No sponsored rankings.
Client work is shown without names. Details are shared in a call, never published.
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Tell me what is not working. You hear back from me directly, not from a sales team. If I am not the right fit, I will say so and point you somewhere better.
Find the real reason first. Then build only what fixes it.
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