Traffic collapsed after leaving Lovable
A Firebase migration replaced ranked URLs with 404s, broad redirects, and conflicting canonicals. This breakdown shows how the loss appeared in Search Console and what recovery requires.
AI optimization case studies
These case studies document the technical failures, content changes, and visibility signals behind real AI and search outcomes. The useful part is not the headline result. It is the mechanism that produced it.
Selected work and analysis
A Firebase migration replaced ranked URLs with 404s, broad redirects, and conflicting canonicals. This breakdown shows how the loss appeared in Search Console and what recovery requires.
A practical look at which changes produced citation signals for a B2B client and which popular tactics did not move the result.
A client-site audit connecting crawlability, page structure, machine-readable signals, and the fixes most likely to improve visibility.
Why strong third-party content can fail to strengthen the main website, and how to reconnect distributed expertise to the owned domain.
A measurement framework for separating rankings, citations, crawl signals, branded demand, and actual business outcomes.
If traffic, indexing, or citations changed, the first job is to find the exact layer that broke before producing more content.