Practical guides on AI search optimization, automation, and MVP development — written from real project experience.
ChatGPT, Perplexity, and Google AI each have different citation mechanics. A single-channel approach leaves most of your potential visibility on the table.
How we measure visibility across ChatGPT, Perplexity, and Google AI — 5 areas, 20 sub-items, scored out of 100.
Concrete examples with code: manufacturing reports, law firm lead research, customer feedback analysis, contract review, and market monitoring.
If your site uses Create React App or a similar SPA, AI crawlers likely can't read it. How to verify and the three migration paths.
FAQPage Schema 3.2× Perplexity citations. Organization Schema 2.1× ChatGPT mentions. Data from 3 client projects, with implementation code.
Yes — with the right scope. The exact 6-week timeline, what kills schedules, how to define MVP correctly, and where Claude API fits in the stack.
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