Founder notes and field reports on Answer Engine Optimization, AI citation behavior, and the shift from "who ranks?" to "who gets cited?"
AEO doesn't replace SEO. It's a layer on top. Here's what changes for SEO professionals when AI systems start synthesizing answers — the three layers most SEO tools were never built to measure, and where existing expertise compounds.
Read the postA four-question framework for agencies handling the AI visibility conversation without overpromising — what to commit to, what to walk away from, and how to scope the work inside an existing retainer.
Read the postAI providers don't publish their citation logic in detail. Here's a careful read on what's publicly documented, what observably correlates, and how the Access → Understanding → Extractability chain sets the ceiling on whether your site can be cited at all.
Read the postA founder's note on why SEO is no longer enough, how Answer Engine Optimization changes visibility, and what happened when AIVZ scanned its own site.
Read the postThe free scan is the canonical demo of what AIVZ does. Run a scan on your own site, your competitor's, or a prospect's.
