© 2026 IQRush. All Rights Reserved.
Site by ONBOX
AI search visibility you can defend.
Whether you're building, buying, or briefing on AI search, get decision-grade data that holds.
learn more
© 2026 IQRush. All Rights Reserved.
Site by ONBOX
AI search visibility you can defend.
Whether you're building, buying, or briefing on AI search, get decision-grade data that holds.
learn more
INSIGHTS & RESEARCH
INSIGHTS & RESEARCH
AI search visibility, Measured
Rigorous teardowns, field guides, and peer-reviewed data on how brands appear — and disappear — in AI-powdered answers.
Rigorous teardowns, field guides, and peer-reviewed data on how brands appear — and disappear — in AI-powdered answers.
AI search visibility, Measured
INSIGHTS & RESEARCH
AI search visibility, Measured
Rigorous teardowns, field guides, and peer-reviewed data on how brands appear — and disappear — in AI-powdered answers.
AI search visibility, Measured
[peer-reviewed research]
Statistical framework for measuring AI search visibility at scale
Statistical framework for measuring AI search visibility at scale
We formalize brand citation as a measurable variable, derive confidence intervals across 47 categories, and show that most published visibility score fail basic significance tests.
[peer-reviewed research]
Statistical framework for measuring AI search visibility at scale
We formalize brand citation as a measurable variable, derive confidence intervals across 47 categories, and show that most published visibility score fail basic significance tests.
All Posts
Case Studies
Product
Guides
Updates
[
Guides
]
Guide: Why AI Visibility Measurement Needs Citation Clustering: Elite, Head, and Noise Domains Explained
A guide to why your AI visibility number is lying to you.
Tracie Kambies
[
Case Studies
]
How Many Prompts Do You Need for AI Visibility Measurement?
There’s a useful line buried in a Peec AI blog post from earlier this year. Ethan Smith, CEO of Graphite, contributing expert commentary to a piece on AI search measurement, writes: “10 is enough for a quick estimate for entity comparison prompts.”
Kevin McCabe
[
Case Studies
]
Lift in AI Visibility Is Meaningless If the Prompts Change
One brand. Two measurements. And why that matters for the future of search.
Ron Sielinski
[
Guides
]
Why AI Visibility Measurement Needs Citation Clustering
Hint: Most dashboards flatten noise and citation into a single number.
Todd Paris
[
Guides
]
Stop Publishing Content Edits Before You Know If They’ll Work
For a content lead managing a limited production budget, the quarterly review changes shape when the team has a pre-publication signal.
Tracie Kambies
[
Case Studies
]
Evertune’s Luxury Handbag Case Study: What’s Behind the Headline Number?
Every AI visibility vendor in 2026 faces the same problem: the engines they measure don’t return the same answer twice.
Kevin McCabe
All Posts
Case Studies
Product
Guides
Updates
[
Guides
]
Guide: Why AI Visibility Measurement Needs Citation Clustering: Elite, Head, and Noise Domains Explained
A guide to why your AI visibility number is lying to you.
Tracie Kambies
[
Case Studies
]
How Many Prompts Do You Need for AI Visibility Measurement?
There’s a useful line buried in a Peec AI blog post from earlier this year. Ethan Smith, CEO of Graphite, contributing expert commentary to a piece on AI search measurement, writes: “10 is enough for a quick estimate for entity comparison prompts.”
Kevin McCabe
[
Case Studies
]
Lift in AI Visibility Is Meaningless If the Prompts Change
One brand. Two measurements. And why that matters for the future of search.
Ron Sielinski
[
Guides
]
Why AI Visibility Measurement Needs Citation Clustering
Hint: Most dashboards flatten noise and citation into a single number.
Todd Paris
[
Guides
]
Stop Publishing Content Edits Before You Know If They’ll Work
For a content lead managing a limited production budget, the quarterly review changes shape when the team has a pre-publication signal.
Tracie Kambies
[
Case Studies
]
Evertune’s Luxury Handbag Case Study: What’s Behind the Headline Number?
Every AI visibility vendor in 2026 faces the same problem: the engines they measure don’t return the same answer twice.
Kevin McCabe
AI search visibility you can defend.
Whether you're building, buying, or briefing on AI search, get decision-grade data that holds.
learn more
© 2026 IQRush. All Rights Reserved.
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