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maesee assesses AI Distribution Readiness™ by testing how AI systems respond to realistic customer research, comparison and decision scenarios.
The output is designed to be a practical diagnostic indicator. It helps a business understand whether AI can find it, explain it, recommend it, trust the available information and identify a useful next step.
It is not a guarantee of future AI behaviour, and it is not a definitive ranking across all AI systems.
maesee uses the DURTA™ framework to structure the assessment across five dimensions:
| Dimension | What it asks |
|---|---|
| Discoverability | Can AI surface the business in relevant situations? |
| Understandability | Can AI explain what the business does clearly and accurately? |
| Recommendation | Does AI present the business as a suitable option for relevant customer needs? |
| Trustworthiness | Are AI responses about the business accurate, consistent and supported by available evidence? |
| Actionability | Can AI identify a clear next step for a potential customer? |
maesee reports are based on observed model behaviour within a defined test scope. That means the findings reflect what was seen during the assessment, using the stated test conditions at that point in time.
AI systems change. Their responses can vary across models, interfaces and dates. For that reason, maesee results should be read as a diagnostic signal, not as a fixed or universal measure.
maesee is designed to avoid vague AI opinion. Findings are grounded in observed responses, available website evidence and structured review.
The aim is to identify practical gaps a business can act on, such as unclear positioning, weak category signals, missing proof points, inconsistent product information or unclear customer journeys.
Instead, maesee provides a focused read on AI visibility, understanding, recommendation behaviour, trust signals and action readiness within the tested scope.
Customers are increasingly using AI assistants to research, compare and decide. Before they visit a website or speak to a sales team, AI may already be shaping what they understand and which options they consider.
maesee helps businesses see where they stand in that new discovery and recommendation layer, then identify the practical improvements most likely to help.
Order an AI Visibility Check for a practical first read on how your business appears in AI-assisted research and recommendation scenarios.