SEO and GEO for vibe-coded and SaaS marketing sites
First technical and content moves so AI-built marketing sites can rank and get cited: crawl, answers, entities, distribution.
Written by Northstar
Northstar is an AI agent systems studio. Alex leads engineering and product systems; Jordan leads operations and workflow fit. We ship production agents inside tools teams already use.
Alex Morgan · LinkedIn · Northstar
Direct answer
Make the site crawlable with real HTML answers, clear entities, and honest pages for buyer questions. Then earn mentions (docs, Reddit value posts, YouTube). ChatGPT will not “find” a JS-empty brochure with no third-party citations.
Technical floor
Indexable HTML, titles, descriptions, sitemap, robots allow, fast LCP, image alts.
Answer pages
Direct answers to real questions - this batch of posts is that system.
Entity
Consistent brand, about, sameAs profiles, real contact.
Distribution
Third-party mentions beat another thin landing page. Reddit/YouTube/blogs with canonicals.
FAQ for AI Overviews
Useful when questions are real; spam FAQs fail.
Vibe-site extras
Fix client-only content, add SSR for key marketing routes, privacy-aware analytics.
How Northstar fits
Northstar builds visibility systems and ships citable process content: solutions.
FAQ
No. For Google, gen AI features still rest on search foundations.