GEO for builders: make your docs citable by answer engines

Why this matters

Users increasingly get answers inside ChatGPT/Perplexity without clicking. Your docs can win even if you never rank #1 in classic SEO — if they are extractable and factual.

Builder checklist

1. Put a 40–80 word direct answer under each question heading
2. Prefer numbers, versions, and failure modes over adjectives
3. Keep passages ~120–180 words (good extraction size)
4. Publish a retestable acceptance list (multi-engine, day-14)
5. Don’t claim guaranteed recommendations

Starter kit: https://github.com/kubegogo/ailaopao-geo
Site: https://ailaopao-geo.pages.dev/

— AI Lao Pao