Use cases

Three situations where enterprise data decisions need closer review.

WonderShield begins with a concrete event: enterprise AI adoption, data asset preparation or an audit-readiness request.

Real business questionLimited initial scopeNo production data at first contact

Typical situations

Start with what the enterprise cannot currently explain.

The first conversation identifies the decision, the responsible teams and the information that can be discussed safely.

01

Enterprise AI adoption

An enterprise is considering an AI agent that may need selected CRM, employee, contract, operational or knowledge-base information.

What is unclear

  • Which business information is necessary for the task
  • Who is responsible for approving and reviewing the use
  • What conditions must be met before the initiative proceeds

Initial decision

Whether one defined AI use case is ready for a controlled review or pilot, and which teams need to participate.

02

Data asset preparation

A team needs to explain a dataset before recognition, transaction, circulation or financing review.

What is unclear

  • Whether its origin and business context can be explained
  • Whether intended use and responsibility are sufficiently clear
  • Which gaps need further review before the project proceeds

Initial decision

Whether the selected dataset is sufficiently understood for the next business stage and where specialist review may be required.

03

Audit and regulatory readiness

Policies and questionnaires exist, but the enterprise is unsure whether current operations can support a formal review.

What is unclear

  • Whether policy requirements are reflected in actual operations
  • Which teams hold the relevant information
  • Which unresolved gaps require assigned follow-up

Initial decision

Which topics need clarification or remediation before the enterprise prepares for a formal audit or regulatory process.

Choose a starting point

Define one scenario before discussing a wider programme.

A bounded review creates clearer responsibilities and a safer path to a pilot.