AI is only useful when it answers a genuine need.
A real need in work, management or organisation is the starting point. MikApp Studio helps organisations identify relevant AI use cases, clarify accountability, and embed them into existing practices.
Identifying genuinely useful applications
Before adopting tools, you need to know where AI adds something to existing work — and where it adds nothing.
- Analysis of real work
- Priority use cases
- Expected gains and limitations
- What should not be automated
Work organisation and allocation
AI shifts how tasks are allocated. The question is no longer just who does what, but who checks, who validates and who is accountable.
- Human / AI delegation
- Accountability
- Control and quality standards
- New processes
- Impact on roles
Framework and usage rules
Without an explicit framework, everyone improvises their own practices — and gaps widen between teams.
- Usage rules
- Confidentiality and data
- Shared best practices
- AI-assisted decision-making
Managers and adoption
New practices only spread if managers know how to frame them, explain them and embed them in daily work.
- Manager support
- Team upskilling
- Integration into real practices
- Adoption and usage tracking
Example framework for examining an AI use case
Teaching example: this framework illustrates one way to examine a use case. It does not describe work completed for a client.
Task
Prepare a meeting agenda
Possible use
Structure topics from non-sensitive information
Human check
Check priorities and expected decisions
Limit or precaution
Do not send confidential information to an unauthorised tool
Task
Draft a first version of an instruction
Possible use
Suggest a structure and wording
Human check
Check accuracy, responsibilities and understanding
Limit or precaution
Have the instruction approved before circulation
Task
Prepare a managerial conversation
Possible use
Explore different wording from an anonymised case
Human check
Check the facts and retain human judgement
Limit or precaution
Do not delegate assessment of the person or the decision to AI
The value of a use case is tested on a defined task, with quality criteria and explicit human accountability.
Example situation
Different AI practices across a management team
Situation: several managers use AI in different ways.
Possible work: identify useful applications, clarify responsibility for checking outputs and define shared rules.
Possible output, depending on the engagement: usage priorities and an action plan.
MikApp Studio never forces AI onto a problem. Sometimes the right answer is managerial, organisational or human.
Diagnostics and corporate engagements are set out in a proposal, after analysis of the need.
See individual support offerings and pricing →See company formats (half-day, full day, programme) →30 minutes to clarify your next step.
Tell me about your situation, the changes underway or the questions on your mind. This first conversation helps me understand the context and identify the most relevant approach.
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