What is an AI readiness assessment?

An AI readiness assessment compares an organisation’s current capabilities with those needed for a proposed use of AI. Its scope can cover the whole business, a function or a specific process.

A maturity score is one possible output. Gartner’s assessment, for example, uses a structured framework to identify capability gaps and inform a roadmap. The categories and scoring reflect that framework, rather than a universal measure of readiness. Gartner’s AI maturity assessment

Readiness for an internal drafting assistant differs from readiness for an agent that accesses customer records or changes advertising spend. A single company-wide number can conceal those differences.

What does a marketing readiness assessment examine?

It examines the work AI would perform and the conditions surrounding it: objectives, briefs, information, people, technology and accountability.

For marketing, relevant information includes product facts, audience evidence, brand strategy and approved claims. The assessment can distinguish missing information from information that exists but is outdated, contradictory or inaccessible.

People and systems both affect delivery. WFA’s September 2026 survey of 54 senior respondents at 46 major brand owners identified integration, governance, data and skills among barriers to scaling AI. It describes that sample, rather than a fixed ranking for every business. WFA’s research

What does an assessment produce besides a score?

It can produce a documented view of opportunities, constraints and dependencies for the decisions the business faces.

That may include a map of current processes, the evidence available for change and a comparison of possible uses. It can also distinguish work suitable for a contained trial from work dependent on information, permissions or capabilities that are not yet available.

Priorities remain choices. Their order depends on expected value, effort, uncertainty and business circumstances. An assessment can make those trade-offs visible without pretending to predict every outcome.

How much assessment does a business need?

The depth depends on the scale and consequences of the proposed change. A bounded internal task may require a narrower review than a programme spanning markets, suppliers and customer data.

More extensive analysis can reduce uncertainty before a substantial commitment, but it also consumes time and resources. The value lies in improving a decision, rather than completing every category in a framework.

An assessment is also a snapshot. A new objective, major process change or different system can alter the relevant conditions even when the previous score remains on record.