Measure how brands appear in AI answers

Track visibility, positioning, and competitive presence across ChatGPT, Gemini, Perplexity and other answer engines.

An image of Dreelio's dashboard
An image of Dreelio's dashboard
An image of Dreelio's dashboard

Trusted by

Across models and markets

Track reliably,
across every model

A mockup of Freelio's mobile app
A mockup of Freelio's mobile app

Across models and markets

Track reliably,
across every model

A mockup of Freelio's mobile app
An image of Freelio's project ui
An image of Freelio's project ui

AI visibility tracking

Turn AI answers into measurable visibility

Quantify how often your brand appears, where it ranks in recommendations, and how it compares to competitors across priority topics.

AI Share of Voice

AI Share of Voice

Benchmarking

Benchmarking

Topic coverage

Topic coverage

Change alerts

Change alerts

An image of Freelio's project ui

AI visibility tracking

Turn AI answers into measurable visibility

Quantify how often your brand appears, where it ranks in recommendations, and how it compares to competitors across priority topics.

AI Share of Voice

Benchmarking

Topic coverage

Change alerts

Source & influence

Explain why AI says what it says


See which sources, pages, and entities are shaping answers—so you can diagnose competitor advantage, spot gaps, and prioritize what to fix.

Sources & Influence

Sources & Influence

Entity signals

Entity signals

Narrative attribution

Narrative attribution

Brand risk detection

Brand risk detection

An image of Freelio's budget ui
An image of Freelio's budget ui

Source & influence

Explain why AI says what it says


See which sources, pages, and entities are shaping answers—so you can diagnose competitor advantage, spot gaps, and prioritize what to fix.

Sources & Influence

Entity signals

Narrative attribution

Brand risk detection

An image of Freelio's budget ui

"Clients were asking ‘what does ChatGPT say about us?’ - now we can answer with numbers."

Effectiveness Lead, Agency Group (pilot)

"Clients were asking ‘what does ChatGPT say about us?’ - now we can answer with numbers."

Effectiveness Lead, Agency Group (pilot)

"Clients were asking ‘what does ChatGPT say about us?’ - now we can answer with numbers."

Effectiveness Lead, Agency Group (pilot)

Ready to measure how AI represents your brand?

Start with a training session and a pilot report. We’ll define the prompt set, run the baseline, and deliver a client-ready output.

Ready to measure how AI represents your brand?

Start with a training session and a pilot report. We’ll define the prompt set, run the baseline, and deliver a client-ready output.

Ready to measure how AI represents your brand?

Start with a training session and a pilot report. We’ll define the prompt set, run the baseline, and deliver a client-ready output.

Independent AI visibility measurement for agencies and measurement partners.

© 2026 Irbis Labs

Independent AI visibility measurement for agencies and measurement partners.

© 2026 Irbis Labs

Independent AI visibility measurement for agencies and measurement partners.

© 2026 Irbis Labs