Why I Removed the Word AI From Everything Visitors Could See
My rate pipeline had a last-resort layer that queried AI providers for rates when every scraper failed, and early on I labelled…
Websites and Niche Sites
Full websites and small niche sites, built and grown in public.
The Day I Found My Rate Site Was Showing Fake Prices
The worst bug a rates site can have is not a crash. It is confidently showing a wrong number. One day I…
Building the Rate Engine: City-Aware Shortcodes in WordPress
One rates table, dozens of ways people want to see it, a live headline number, a full table, a trend graph, a…
Why I Built a Live Gold and Silver Rate Site for Pakistan
In Pakistan, gold and silver are not abstractions, they are weddings, savings, and Eid gifts, and everyone checks the rate. The rate…