Research

Research

We published the research the industry is citing.

The measurement method behind IQRush is not asserted. It is published on arXiv, under peer review, and already being referenced across the industry.

The measurement method behind IQRush is not asserted. It is published on arXiv, under peer review, and already being referenced across the industry.

Figure from the paper “Statistical framework for measuring AI search visibility at scale”

[preprint · under peer review]

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 scores fail basic significance tests.

[preprint · under peer review]

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.

Read the paper

Citation share accumulation over response order for top domains
Figure from the paper “Statistical framework for measuring AI search visibility at scale”

[preprint · under peer review]

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 scores fail basic significance tests.

[preprint · under peer review]

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.

Read the paper

Citation share accumulation over response order for top domains

Key discovery

On Gemini, only about 30% of the sources cited for a query show up again when the same query runs a second time. Differences in citation share under 5% to 7% are statistically a tie.

The findings come from over 500,000 citations analyzed across three engines. It's why the industry wastes an estimated $2 billion a year optimizing content against bad math.

Our method

These findings became the five patent-pending inventions behind every IQRush measurement: stability, sufficiency, confidence, clustering, and drift. The full method lives on our Methodology page.

FAQ

FAQ

What is IQRush?

IQRush is an AI visibility measurement platform. It measures how your brand appears across AI answer engines and verifies which changes are real before you act on them.

What is IQRush?

IQRush is an AI visibility measurement platform. It measures how your brand appears across AI answer engines and verifies which changes are real before you act on them.

What is IQRush?

IQRush is an AI visibility measurement platform. It measures how your brand appears across AI answer engines and verifies which changes are real before you act on them.

AI search visibility
you can defend.

Measure how your brand appears in AI search, verify every number, and act on recommendations you can stand behind.

AI search visibility
you can defend.

Measure how your brand appears in AI search, verify every number, and act on recommendations you can stand behind.

AI search visibility
you can defend.

Measure how your brand appears in AI search, verify every number, and act on recommendations you can stand behind.