AI Distribution Readiness Assessment

Understand why you are performing this way, how you compare and what should change

The Assessment is maesee’s deeper diagnostic for businesses that need more than a headline view.

It combines richer AI testing, deeper competitive analysis and expert interpretation to explain the findings and turn them into practical priorities.

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AI Distribution Readiness Assessment
Illustrative output
AI Distribution Score61/100
ConfidenceMediumSeparate from score
Discovery12/20
Understanding15/20
Recommendation11/20
Reliability13/20
Action10/20
Buyer Behaviour
Appeared5/11
Shortlisted3/11
Recommended3/8

Recommendations in scenarios where the business is suitable.

AI Routing Readiness 6/10Agent Readiness 4/10

Example data, not a client result. Confidence is illustrative; report coverage is described separately from score.

When do you need the assessment?

Go deeper when the question is no longer simply “where do we stand?”

The Assessment is designed for businesses that want to understand:

  • why they are being surfaced, missed or misunderstood
  • why competitors or alternatives appear more strongly in relevant scenarios
  • where recommendation behaviour is weak or inconsistent
  • which claims, product facts or suitability signals need attention
  • where customer routes are unclear
  • what should change across content, positioning, product information and customer journeys

It gives you a fuller evidence base for deciding what to address first and where further investment is worthwhile.

What does the assessment include?

A deeper view across AI Distribution Readiness.

Full five-dimension interpretation

Detailed analysis across Discovery, Understanding, Recommendation, Reliability and Action, including the evidence behind each finding.

Richer Buyer Behaviour

A more detailed view of when your business appears, makes the shortlist and is recommended across the scenarios tested.

Competitive Intelligence

Deeper comparison of how your business and relevant competitors or alternatives are represented and recommended.

Reliability and representation

Detailed analysis of inaccuracies, unsupported claims, inconsistencies and areas where AI has limited or uncertain information.

Action and Agent Readiness

A deeper assessment of whether suitable customers and AI agents can understand the offer, establish suitability and identify the right next step.

AI Product Fact Sheet

A structured view of the important facts AI systems need to understand your business, including products, customers, use cases, suitability and recommended next actions.

Detailed recommendations

Practical actions linked to the evidence, with deeper interpretation of what should change and why.

Expert interpretation

The findings are reviewed in the context of your business, the customer journeys that matter and the questions the Assessment was designed to answer.

What can you do with it?

Move from diagnosis to a clearer improvement plan.

Strengthen positioning

Identify where AI is failing to understand your category, customer fit, use cases or differentiation.

Improve recommendation behaviour

Understand where competitors are being put forward more strongly and what evidence may be contributing to the difference.

Improve source information

Find gaps in product facts, proof points, eligibility, suitability and other information AI systems need to represent the business accurately.

Improve customer and agent journeys

Identify where quote, purchase, booking, application, contact or other action routes need to be clearer.

Prioritise change

Turn the findings into a shared set of priorities across Marketing, Product, Digital and leadership teams.

Inform strategy and investment

Use the evidence to decide where AI Distribution Readiness needs targeted improvement, further experimentation or broader strategic work.

Check or assessment?

Choose the depth that fits the question.

AI Distribution Readiness Check

£495

Best when you want to know:

Where do we stand?

You receive a focused view of your AI Distribution Score, Buyer Behaviour, selected competitive context, key findings and priority actions.

Explore the Check

AI Distribution Readiness Assessment

Best when you need to understand:

Why are we performing this way, how do we compare and what should we change?

You receive deeper interpretation, richer Buyer Behaviour, full Competitive Intelligence, detailed Reliability and Agent Readiness, an AI Product Fact Sheet and more detailed recommendations.

Start with the check if you prefer

Your £495 is not lost if you decide you need more depth.

If you complete an AI Distribution Readiness Check and then move to a full Assessment, we deduct the full £495 Check fee from the Assessment price.

That means you can start with the focused diagnostic and move deeper later without paying twice.

How it works

  1. Agree the questions that matter

    We discuss your business, the customer journeys you care about and what you need the Assessment to help you understand.

  2. Build the assessment context

    We confirm the relevant business facts, customer needs, competitors or alternatives and the sources that matter to the diagnostic.

  3. Run the deeper analysis

    maesee tests relevant AI scenarios, reviews business evidence and examines comparative behaviour in greater depth.

  4. Interpret the findings

    The evidence is validated, scored and reviewed in the context of the questions the Assessment needs to answer.

  5. Turn it into priorities

    You receive a detailed report and agreed expert interpretation, helping you decide what to change and what to do next.

Why trust the result?

Evidence behind every conclusion.

maesee records how named AI models respond in defined scenarios and reviews relevant information published by your business.

The evidence is validated before defined rules calculate the score. AI can assist extraction and analysis, but it does not simply choose the result.

The Assessment adds expert interpretation without turning observed behaviour into unsupported claims. Findings remain tied to the stated models, scenarios, sources and test conditions.

Read the methodology

Discuss an Assessment

The Assessment is scoped around your business and the questions you need it to answer.

Pricing is agreed based on that scope.

Discuss an Assessment