Independent review · Fixed fee
AI is already in use. Do you have control over its value, risks and responsibilities?
An independent AI review for leadership teams in businesses, municipalities and municipally owned companies.
Employees are trying new tools. Suppliers are introducing AI features. Expectations are growing, but the value, information being used and responsibility when something goes wrong are not always clear. Peter Öberg helps you establish a coherent picture and make informed decisions about what comes next.
Does this sound familiar?
- AI is used without agreed practices or clear accountability.
- There are many ideas but limited evidence of tangible value.
- Leadership is unsure which information may be used.
- Supplier promises are difficult to assess.
- You want to move forward without poorly judged investments or unnecessary risks.
From current position to decisions
What is included
Define the scope
We select one business unit or department and up to three use cases to review.
Map the current position
Up to five online interviews and a review of agreed policies, working practices and relevant supplier information.
Assess value and risk
For each use case we describe expected value, prerequisites, material risks and questions requiring further investigation. Facts are clearly distinguished from assumptions.
Decision brief and 90-day plan
Recommendations on what to test, prepare or defer. The plan proposes responsibilities, measures and conditions for continuing or stopping a pilot.
Leadership workshop and follow-up
A two-hour online workshop to discuss the findings, followed by a 45-minute follow-up meeting within 30 days.
What you take away
You gain a basis for deciding where AI could create tangible value, what needs to be in place and what to start or defer. We assess accountability, skills, information handling, supplier dependencies and human oversight. The recommendation may be to start small, improve the prerequisites or decide not to proceed. The goal is better decisions, not more AI at any cost.
Uncertainties and missing evidence are made explicit.
Clear expectations
Fee, delivery and scope
SEK 59,000 excluding VAT. Normally 4 weeks from the agreed start, subject to access to the agreed material and interview participants.
One defined business unit or department and up to three use cases. Technical security testing, legal opinions, certification and implementation of AI systems are not included. Any need for specialist legal or technical expertise is identified and agreed separately. Client material is not entered into external AI services without a specific agreement.
We confirm scope, start date and terms in writing before an order is placed. Work beyond the agreed scope does not begin without separate approval.
Senior experience. Direct contact.
The review is led by Peter Öberg, focusing on the relationship between operations, governance, technology and implementation.
See examples of previous assignmentsStart with a free 30-minute conversation
We discuss your situation and assess whether this review fits your needs. If a different approach is needed, I will say so.
Do not email confidential material, sensitive personal data or security-critical information. We agree appropriate information handling before material is shared.
Prefer to start on your own? Try the free self-assessment.