What transfers cleanly
GEO — generative engine optimization, the craft of showing up well in AI answers — inherits a lot from SEO, because engines lean on search indexes to find what they read.
- Quality content wins. Engines cite pages that answer questions directly, with specifics. The same content that earns featured snippets tends to get read into AI answers. Your best writers are already GEO practitioners; they just haven't updated their job titles.
- Digital PR compounds. Third-party coverage was link equity in SEO. In GEO it's both a retrieval source and future training data. One strong review earns twice.
- Technical hygiene still matters. Crawlable pages, structured data, consistent NAP-style facts. AI crawlers are less patient than Googlebot, not more.
What quietly doesn't
Ranking position is not the prize
SEO trained you to fight for position three versus position five. Engines don't present ten blue links; they present an answer naming two to four brands. You're either in the answer or you're not — it's closer to a binary than a gradient. The metric that matters is the share of answers that name you, which is exactly what an AI Visibility Score measures across engines.
Keywords are the wrong unit
Customers ask engines full questions with context: budget, team size, use case. The unit of optimization is the question, not the keyword. A keyword list says "project management software." The questions say "project management tool that won't make my contractors create accounts." Those pull different answers, and only one of them is how anyone actually talks.
Your website is a supporting actor
For commercial questions, engines weight third-party sources — comparison posts, review sites, forum threads — above your own domain. In SEO your site was the asset you polished. In GEO it's one voice in a chorus, and often not the loudest. The work shifts toward winning placement in the sources engines already trust.
The instinct to keep, the instinct to retire
Keep the instinct that patient, structural work beats tricks — that's more true in GEO, not less, because there's no rank-tracking dopamine to chase. Retire the instinct that you'll find a lever that moves everything at once. Four engines, different retrieval habits, different training snapshots: progress is per-question, per-engine, and cumulative.