Product & Digital · AI Visibility Check
maesee tests whether AI systems can explain what your product does, understand when it is relevant, rely on the available information and identify the right customer next step.
Why this matters now
Customers increasingly ask AI assistants what a product does, whether it fits their need and how to get started. Before they reach your website, product pages, onboarding flow or sales journey, AI may already be shaping how they understand your offer.
Product teams have spent years improving how people understand, evaluate and adopt digital products. AI introduces a new interpreter into that journey. It may explain your product before the user reaches your site, compare it before the user sees your positioning, and suggest a next step before the user enters your funnel.
If AI misunderstands your product, draws on the wrong information or points customers towards the wrong next step, you may lose them before they ever reach you. maesee gives product, digital and product growth teams a practical view of how well AI understands the product, relies on available information and routes customers towards the right next step.
Where AI shapes the product journey
What maesee looks at
maesee runs a defined prompt pack across selected named AI models and records what the tested models actually do. For a product audience, it looks at:
Findings reflect observed model behaviour under defined test conditions. They are an indicator of AI visibility and recommendation readiness, not a definitive measure of how every AI system will respond.
What you learn
Written for a non-technical reader. Can be shared with your team.
Questions this answers for a product team
The Check gives you a clear, evidence-based answer to each of these.
Who this is for
This is a fit for product, digital and product growth leaders in businesses where customers research, evaluate, buy or adopt digitally. It works well for SaaS, product-led, marketplace, financial services, insurance, e-commerce and digital service businesses that care about how clearly their product is understood and how well customers are routed to the right next action.
Product leaders
Understand how AI explains and routes your product to customers.
Digital teams
See where AI understanding gaps affect your digital journey.
Product growth
Identify the AI signals that drive or limit product adoption.
SaaS and platform
Get a practical read on AI visibility before you scale.
Get a fast, practical read on how AI currently understands your product, relies on available information and identifies the right customer next step.
Methodology
The AI Visibility Check tests observed AI response behaviour using a defined prompt pack, selected named AI models and a stated methodology. It is not a definitive measure of how every AI system will find, describe or recommend a business. Findings should be read as an AI visibility and recommendation readiness indicator, based on repeatable observed model response behaviour.