Field notes from building AI growth systems - what moves the needle, and what quietly wastes budget.
AI Search Optimization is not simply about making content easier for ChatGPT to quote. Businesses need to become discoverable, understandable, credible, citable and worth recommending when buyers ask AI who or what to choose.
Once one client is worth thousands of dollars, every enquiry is worth protecting. Here is why high-value service businesses need a customer communication system, not another chat app.
Traditional SEO tries to win visibility in search results. GEO and AEO add a new challenge: becoming part of the AI generated answer. Here is what genuinely changes, what remains the same and what businesses now need to measure.
Getting cited by AI requires more than FAQs and schema. A strong GEO and AEO strategy makes content discoverable, useful, evidence backed, understandable and measurable across the AI systems buyers actually use.
One of our workflows cost about $0.12 per prospect across a 500 run test. That is either trivial or a $12,000 decision, depending entirely on the multiplier behind it.
Buyers now ask an assistant before they ask Google. Here is what actually decides whether your business gets named in that answer.
Most inbound enquiries are lost in the gap between interest and action. The fix is unglamorous: answer faster, every time.
The difference between a demo and a dependable agent is governance: explicit rules, hard limits and a visible audit trail.