

INSIGHTS & RESEARCH
INSIGHTS & RESEARCH
AI search visibility, Measured
Rigorous teardowns, field guides, and peer-reviewed data on how brands appear — and disappear — in AI-powered answers.
Rigorous teardowns, field guides, and peer-reviewed data on how brands appear — and disappear — in AI-powered 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-powered answers.
AI search visibility, Measured


[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.
[peer-reviewed paper]
Rank Stability and Structural Sufficiency in AI Visibility Measurement
When have you collected enough data to trust an AI visibility ranking? A framework that answers from the structure of the citations themselves.



[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.
[peer-reviewed paper]
Rank Stability and Structural Sufficiency in AI Visibility Measurement
When have you collected enough data to trust an AI visibility ranking? A framework that answers from the structure of the citations themselves.

All Posts
Research papers
Case Studies
Product
Guides
Updates

[
Updates
]
What Keyword Volume Had That AI Prompt Volume Doesn't: A Number You Could Check
Prompt volume promises to do keyword volume's job for answer engines, but with an extra modeling step and no first-party check. A close read of what AthenaHQ's 95%+ accuracy claim does and doesn't disclose.

Jack Westbrock

[
Guides
]
Why AI Search Keeps Routing Through YouTube: 2026 Data From 147,934 AI Search Queries
Data from 147,934 AI search queries across 256 brand tracking projects shows Gemini and Perplexity cite YouTube almost every time they answer a query. Here is what that means for brands that do not run a YouTube channel.

Chinmay Dhamapurkar

[
Updates
]
How to Tell If Your AI Search Visibility Number Is Real
AI visibility scores move because answer engines are stochastic. Here’s how to tell when a ranking is stable, the gaps are real, and the number is solid enough to act on.

Tracie Kambies

[
Case Studies
]
AirOps’ State of AI Search Report: What 70% Churn Means for Every Visibility Number in the Category
70% of brand appearances in AI search answers vanish on the next query run. Most visibility metrics in the category aren't built to account for it.

Kevin McCabe

[
Product
]
AirOps’ Asana Case Study: The Questions Behind a 71% Citation Lift
Over the past year, a new generation of answer engines, SearchGPT, Perplexity, Claude.ai, and others, has begun reshaping how people discover information.

Kevin McCabe

[
Case Studies
]
Profound’s Ramp Case Study: Does the Math Support the Headline?
Profound’s Ramp case study has a headline every marketer wants to put in a deck. It's worth a second look.

Kevin McCabe
All Posts
Research papers
Case Studies
Product
Guides
Updates

[
Updates
]
What Keyword Volume Had That AI Prompt Volume Doesn't: A Number You Could Check
Prompt volume promises to do keyword volume's job for answer engines, but with an extra modeling step and no first-party check. A close read of what AthenaHQ's 95%+ accuracy claim does and doesn't disclose.

Jack Westbrock

[
Guides
]
Why AI Search Keeps Routing Through YouTube: 2026 Data From 147,934 AI Search Queries
Data from 147,934 AI search queries across 256 brand tracking projects shows Gemini and Perplexity cite YouTube almost every time they answer a query. Here is what that means for brands that do not run a YouTube channel.

Chinmay Dhamapurkar

[
Updates
]
How to Tell If Your AI Search Visibility Number Is Real
AI visibility scores move because answer engines are stochastic. Here’s how to tell when a ranking is stable, the gaps are real, and the number is solid enough to act on.

Tracie Kambies

[
Case Studies
]
AirOps’ State of AI Search Report: What 70% Churn Means for Every Visibility Number in the Category
70% of brand appearances in AI search answers vanish on the next query run. Most visibility metrics in the category aren't built to account for it.

Kevin McCabe

[
Product
]
AirOps’ Asana Case Study: The Questions Behind a 71% Citation Lift
Over the past year, a new generation of answer engines, SearchGPT, Perplexity, Claude.ai, and others, has begun reshaping how people discover information.

Kevin McCabe

[
Case Studies
]
Profound’s Ramp Case Study: Does the Math Support the Headline?
Profound’s Ramp case study has a headline every marketer wants to put in a deck. It's worth a second look.

Kevin McCabe
AI search visibility you can defend
Whether you're building, buying, or briefing on AI search, get decision-grade data that holds.
© 2026 IQRush. All Rights Reserved.
© 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.
Resources
© 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.
Resources
© 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.
Resources
AI search visibility you can defend
Whether you're building, buying, or briefing on AI search, get decision-grade data that holds.
© 2026 IQRush. All Rights Reserved.