Practical AI. Measurable progress.

Questions before you start

Straight answers to common concerns about practical AI adoption.

Do we need our own model?

Usually the first decision is whether an approved existing feature or configured service can solve the task. Compare it with a simpler non-AI alternative before considering custom training.

Can we use company data?

Only after checking the data category, purpose, permissions and provider arrangement. An EU region or paid account alone does not settle the question.

Will this replace staff?

The guides focus on task changes and released capacity. Decisions about roles, staffing and how time is used belong to the employer and require their own assessment.

How quickly can we see results?

The proposed proof-of-value window is 4–8 weeks after prerequisites are ready. Access, integration and data gaps can extend it. Agree a bounded scope before estimating.

Are the assessment results a certification?

No. They are a self-reported planning aid. A high score does not establish legal compliance, security or production readiness.

Do I need to provide an email?

No email is needed for guides, worksheets or assessment results. Sending a report or contacting us is optional and uses a separate form.

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