This is GEO/AEO — getting surfaced by answer engines, which rank
differently from Google. The shift: traditional SEO optimizes to be
FOUND; this optimizes to be QUOTED. Different mechanics.

WHY AI ANSWERS PICK A SOURCE
An answer engine extracts a passage it can lift verbatim with
confidence. So the unit of optimization isn't the page — it's the
extractable claim. Content that ranks #1 on Google but buries its answer
in paragraph six gets skipped by an engine that wanted a clean sentence.

WHAT ACTUALLY MOVES CITATION RATE
  1. ANSWER-FIRST STRUCTURE
     Lead each section with the direct answer in one or two sentences,
     THEN elaborate. The engine quotes the lead; the reader keeps
     reading. Burying the answer forfeits both.
  2. SELF-CONTAINED CLAIMS
     Each key sentence must stand alone without its paragraph. "It takes
     14 days" is quotable; "as mentioned above, it takes that long"
     isn't — the engine can't lift a sentence that references context
     it won't include.
  3. SPECIFICITY AND FRESHNESS
     Numbers, dates, named specifics. Engines prefer "as of 2026, X" to
     "recently, X" — and they surface concrete claims over hedged ones.
  4. STRUCTURED, PARSEABLE FORMAT
     Real headers matching real questions, lists, tables. The easier to
     parse, the easier to extract.

THE MEASUREMENT PROBLEM — name it up front
You can't see AI citations in Search Console. Track it by actually
querying ChatGPT / AI Overviews for your target questions and logging
whether you're cited and how you're phrased. Manual, but it's the only
real signal, and it tells you which phrasing got lifted.

DON'T ABANDON CLASSIC SEO
Answer engines still lean on the same authority and crawlability
signals. GEO is a layer on top, not a replacement — a page that can't be
crawled can't be cited either.

Give me three questions you want to be the cited answer for and I'll
restructure a page answer-first around them.