IQRush joins IAB effort to set AI visibility standards

The Interactive Advertising Bureau released new guidance on measuring brand and publisher visibility in AI answers, and IQRush helped build it as part of the IAB AI Visibility working team. The framework aims to give brands, agencies and publishers a shared standard as AI answer engines become a new discovery channel.

Why it matters: - Brands, agencies and publishers have lacked a common yardstick for measuring visibility inside AI answers. - The new IAB framework is designed to make AI measurement more comparable, auditable and useful for budget and strategy decisions. - The guidance arrives as AI-powered discovery platforms such as ChatGPT, Gemini, Perplexity and Copilot shape how people find information.

What happened: - The Interactive Advertising Bureau released “Measuring Visibility in the AI Era” on August 3. - IQRush contributed to the framework as a member of the IAB AI Visibility working team. - IQRush also presented at the IAB Measurement Leadership Summit in New York. - The IAB is vendor-neutral and does not endorse measurement providers.

The details: - The framework introduces the 4 P’s of AI Visibility: Presence, Prominence, Portrayal and Persuasion. - Presence measures whether a brand appears in AI answers. - Prominence measures where and how a brand appears. - Portrayal measures how accurately and favorably a brand is represented. - Persuasion measures whether the appearance drives action, including post-citation clickthrough. - The guidance uses a two-tier data classification. - Decision-grade data is described as rigorously tested and fit for budget and strategy decisions. - Directional data is positioned for trend spotting. - Work built on fewer than 50 queries is classified as exploratory. - The framework calls for shared vocabulary and disclosure requirements so providers explain how their numbers are produced. - The guidance also calls for stability and reproducibility standards so metrics can be applied reliably. - The full framework is available at the IAB guideline. - The IAB will discuss the framework at its AI Insiders panel on August 19, 2026. - Registration for the panel is open at the event registration page.

Between the lines: - The release tries to separate rigorous measurement from softer, trend-level reporting in a market where more than 20 companies sell AI visibility tools. - IQRush is positioning its approach around traceability, confidence ranges and stored answers that can be audited. - Todd Paris, co-founder of IQRush, said visibility numbers should be able to “show the math” and survive scrutiny about where they came from. - The framework’s language suggests buyers are getting more skeptical of black-box AI metrics and want methods they can compare.

What's next: - The IAB’s August 19 panel will likely further explain how the framework should be used. - Measurement providers may need to align their disclosures and methodology claims with the new vocabulary. - Brands and agencies may start using the framework to vet AI visibility vendors and internal reporting. - IQRush says it measures brands, publishers, competitors and sources across ChatGPT, Perplexity, Gemini, Copilot and Google’s AI answers. - IQRush says every metric is reported with a 95% confidence interval and is traceable to a stored answer. - IQRush is based in Seattle and was named a Representative Vendor in Gartner’s Market Guide for Answer Engine Visibility Tools in March 2026. - More information is available at IQRush and its social channels on LinkedIn and Instagram.