AI visibility tools are everywhere and they’re making big promises. But how much of what they’re selling is actually useful, and how much is just dressed-up guesswork? And is guesswork always bad?

In this episode, we break down the most common AI visibility metrics, what they really measure, and how marketers should (and shouldn’t) use them.

🎯 What You’ll Learn

• Why AI visibility scores are not based on first-party model data
• The difference between proxy metrics vs. real business outcomes
• How to interpret AI Share of Voice without turning it into a vanity metric
• Why citation count alone can be misleading
• The reality of AI brand sentiment (and why it’s often overhyped)
• How to actually use AI visibility data to inform strategy and content decisions

🔍 Key Topics Covered

AI Visibility Score: Insight or Illusion?
AI visibility scores are built on prompt testing, not actual model data. That makes them directional—not definitive. Useful for trends, risky as a KPI.

AI Share of Voice (SoV)
A helpful comparative metric, but still based on sampled prompts. Without context (like accuracy or sentiment), the number alone doesn’t tell the full story.

Citation Count vs. Citation Rate
Being mentioned isn’t the same as being cited. If AI isn’t linking to you, it may not see your content as a trusted source.

Brand Sentiment in AI
Most AI systems default to neutral or softened language, making sentiment less actionable than it sounds.

⚠️ The Big Takeaway

• AI visibility metrics aren’t useless, but watch out how they're being sold. 
• They should guide your strategy, not dictate it.
• The real goal isn’t to “win” a visibility score. It’s to become a source AI systems consistently trust, cite, and recommend.

🧠 Practical Advice

• Focus on trends over snapshots
• Combine AI metrics with SEO data and real performance metrics
• Look beyond dashboards and prioritise actionable insights
• Don’t drop SEO fundamentals while chasing AI visibility

🛠️ And introducing.....

GeekyIQ: Geeky Tech's new AI Brand Intelligence Platform

• Track visibility, uncover topic gaps, and get prioritized recommendations to improve your presence in AI-generated responses.

Start your free trial: https://geekyiq.com

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Thanks for listening 🤓