I write AI SEO content for a living, so I decided to test it on myself. This case study uses nothing but raw Search Console data from snehamukherjee.info: page-one rankings for the-playbook and the SARC system, citations inside Google's AI-generated answers, and, most striking of all, dozens of search queries that read like an AI agent's own research notes rather than anything a person typed. No projections. Just what actually happened.

In February 2026, my LinkedIn impressions jumped 9.6x in a single month, and the lift held for seven more. I pulled all 13 months of my own analytics, the slow start included, to show exactly what changed and what the numbers actually prove.