Blog

Notes from the messy end

What I find when I look at how AI systems actually describe B2B SaaS companies — and what it takes to change it.

Sep 20, 2026
Being Cited Isn't Being Understood
Most AEO audits stop at whether your brand appeared. The interesting failures happen one layer deeper — when AI cites you accurately and still describes you as the wrong company.