AI Visibility Measurement Disclaimer

AI Visibility Measurement Disclaimer

AIVA measures how brands, products, and entities appear within generative AI systems, including large language models, AI assistants, AI-powered search, and agentic platforms. These systems change continuously. Model versions, training data, retrieval sources, ranking logic, safety policies, and user interfaces are updated frequently and often without public notice.

AIVA measurements may be generated across multiple countries, languages, industries, markets, AI engines, and model versions. Coverage may vary by subscription tier, market availability, evidence availability, and methodology version.

• AIVA visibility measurements, scores, rankings, and recommendations represent observations at a specific point in time, based on the evidence available to AIVA at the time of measurement.
• Results may vary across model versions, regions, languages, prompt formulations, user contexts, and over time, even when methodology is held constant.
• AIVA reports are intended to inform strategic, marketing, and product decisions. They are not guarantees of future visibility, search performance, ranking outcomes, traffic, revenue, or any other business result.
• AIVA reports do not constitute legal, financial, investment, tax, or compliance advice. Customers remain responsible for independent verification and for decisions made on the basis of AIVA content.
• Where AIVA references third-party platforms, models, or brands, such references are made for identification and analytical purposes only and do not imply endorsement, partnership, or affiliation.