Brand managers Brand visibility,
Brand visibility,
AI-era playbook.
A guide for brand managers: what to track in AI answers, what's noise, and how to package it for executives who haven't yet seen the shift.
What brand means in an LLM
AI engines compress your brand into a few sentences pulled from training data + live retrieval. Brand work in the AI era is about which sentences they reach for.
- Mention rate — % of category-relevant prompts that name your brand.
- Sentiment + framing — positive recommendation, neutral mention, or comparison fodder?
- Position — first mentioned, footnote, or comparison list?
- Drift — what AI says about your brand today vs. three months ago.
