Data reports and practical guides on how search - classic and AI-driven - actually behaves. Every statistic traces to a primary source, limitations are named, and pages are updated as new data lands. Citable, linkable, and honest about what we don't know yet.
A working SEO professional's guide for US businesses: what the job includes in 2026 (including AI search), when DIY is enough, engagement models, what business owners really say about hiring SEO help, and the red flags to walk away from.
93% of businesses have at least one fact wrong or missing in AI answers. Aggregated, source-verified statistics on how ChatGPT, Gemini and Perplexity misstate business hours, phones and services - with a 10-prompt self-audit protocol to test your own business.
I run AI-visibility baselines, audits and GEO programs built on the same evidence-first approach. Describe your situation in a few sentences and I'll reply personally with an honest first read. No calls, no meetings.