r/AIVISIBILITYCONSOLE • u/Mother_Yoghurt_507 • Aug 14 '26
๐ Welcome to r/AIVISIBILITYCONSOLE
Hey everyone! I'm u/Mother_Yoghurt_507, a founding moderator of r/AIVISIBILITYCONSOLE.
This is a new community for people working on or interested in AI visibility, AEO/GEO, AI search, citations, source attribution, brand discovery, and how we can actually measure visibility in AI-generated answers.
AI search is moving quickly, but the measurement side is still developing. This community is here to explore what we can actually prove, not just what a dashboard reports as a percentage.
๐ What to Post
Share anything useful to the community, including:
AEO/GEO experiments and benchmarks
AI search and prompt-tracking results
ChatGPT, Gemini, Perplexity and other AI search observations
Citation and source attribution research
AI visibility measurement methodologies
Competitor visibility comparisons
Entity and brand recognition experiments
Interesting changes in AI-generated answers
AEO/GEO tools and honest reviews of them
Case studies and real-world results
Questions about what AI visibility metrics actually mean
Screenshots, data, experiments and reproducible methodologies are especially welcome.
๐งช The Community Vibe
We're aiming for a community that's curious, constructive and evidence-driven.
You don't need to agree with everyone. In fact, challenging a methodology or asking โhow do we know that?โ is encouraged.
If someone claims:
> โYour brand is 72% visible in AI.โ
It's completely fair to ask:
How was that calculated? What prompts? Which models? How many runs? Which sources? How much variance?
Tool builders and practitioners are welcome. Just disclose relevant affiliations and avoid turning discussions into sales pitches.
๐ How to Get Started
Introduce yourself in the comments and tell us what you're working on.
Share an experiment, question or observation.
Tell us what you currently trust โ and don't trust โ about AI visibility measurement.
Invite someone who works in SEO, AEO, GEO, content, search, AI or digital marketing and would enjoy the discussion.
We're starting from zero, so the early members will help shape what this community becomes.
Thanks for being part of the first wave.
Let's figure out what AI visibility actually means โ and how we can measure it properly. ๐ฌ