u/elandpalm2345

A lot of companies are now producing content specifically for AI visibility, but I’m starting to wonder if most of it is actually effective or if some of it is quietly making things worse.

It feels like a lot of AI-optimized content is technically structured well, but ends up sounding too generic or repetitive. And I’m not sure how that impacts how both users and AI systems perceive authority and trust.

Curious what people are seeing in real-world results.

Has anyone here actually tested GEO/AEO strategies at scale?

• Are you seeing improvements in AI citations, rankings, or traffic?
• Is GEO/AEO actually working when implemented properly, or still mostly experimental?
• How do you balance structured optimization with real human credibility and depth?