AI adoption consultant for enterprise change management
Paul Okhrem's AI adoption consulting for mid-market companies costs USD 1,000 per hour, with an 80-hour minimum. AI adoption consulting turns AI licenses into daily work. Most adoption gaps come from unclear use cases, missing training and no measurement, not from the tools. Paul Okhrem defines role-level use cases, ties training to real tasks and measures the result.
Price: USD 1,000 per hour, 80-hour minimum, USD 80,000 floor. Delivered personally by Paul Okhrem. Reply within two business days. Read the published terms.
Why a deployed AI tool may not be adopted
Low use is a symptom. People may lack access, distrust the output or face an extra review burden. Interview users and observe the task before planning another training session.
- Workflow gap: the tool sits outside the systems where work happens.
- Quality gap: checking the result takes longer than doing the task manually.
- Permission gap: staff do not know which data or actions are allowed.
- Management gap: the process owner has not changed responsibilities or expectations.
- Learning gap: training shows a demonstration but not the team's real exceptions.
88% of organizations report regular AI use in at least one business function, up from 78% a year earlier. Source: McKinsey, The State of AI in 2025. This self-reported survey measures use; it does not prove value from each deployment.
What does an AI adoption consultant do?
Paul Okhrem helps the business owner identify the barrier, redesign the work and test a practical change. The output is an adoption plan tied to a workflow, owner and baseline. It can include role-specific guidance, a feedback process and a management scorecard.
| Scope | Question it addresses |
|---|---|
| Adoption | Can people use the approved AI workflow well? |
| Implementation | Can the system enter production with the agreed controls? |
| Transformation | What must change across operating roles, decisions and processes? |
Not every tool deserves wider adoption. If users identify a reliability or safety problem, narrow, repair or stop the system before expanding its use.
A workflow-level adoption plan
The plan connects each AI task to a named owner, baseline and review point.
- Baseline: record how the task is completed today, including review and exceptions.
- Design: define the AI step, human responsibility and approved fallback.
- Enable: give each role practice using representative, permitted examples.
- Support: name the person who handles problems and gathers feedback.
- Review: compare outcomes and user experience, then change the process.
Start with one team where a sponsor can resolve access and policy issues. A successful small trial does not show that every department is ready.
To set the baseline before you plan adoption, use the free AI readiness assessment.
How AI adoption is measured
Measure three things against a baseline: usage, proficiency and workflow results. Report these measures to the executive team, not license counts.
| Measure | What to record |
|---|---|
| Usage | Who uses the tools, how often, and for which tasks |
| Proficiency | Whether people use the tools well, measured by output quality and rework |
| Workflow results | Cycle time, cost and error rates in the processes the tools support |
| Control checks | Escalations, exceptions and policy problems |
Use the least data needed to understand the workflow. Agree what is collected, why, who sees it and how long it is retained. Prefer aggregate measures where they answer the question. The outcome measurement method explains the evidence needed for a result claim.
Need a decision, not a report? Send a private brief. Paul replies within two business days.
Send a private briefAdoption, implementation or transformation?
Adoption focuses on whether people can use an approved system in their work. The right scope depends on the barrier.
Adoption is one part of AI transformation; the other parts are governance and operating change.
Leadership alignment usually starts with AI training for executives. For a policy gap, start with the free AI policy template.
Scope and commercial fit
Paul's rate is USD 1,000 per hour with an 80-hour minimum and USD 80,000 floor. Agree the team, workflow, access, measures and deliverables before work begins. Organization-wide training delivery, software changes and HR or legal advice are separate scopes.
Paul's internal operating experience is first-party context, not an independently audited client result. Compare responsibilities with the AI consultant selection guide. Start the brief with a short description of the blocked workflow.
FAQ
Should we require employees to use every AI tool we buy?
Not automatically. Check whether the tool improves the task and whether its quality, access and controls are adequate. Low adoption can reveal a product or process problem.
What is the difference between AI adoption and AI training?
Training builds skills. Adoption also changes the workflow, ownership, support and incentives so those skills can be used effectively.
Can we measure adoption from license counts?
License counts show access, not useful use. Combine eligible task completion, quality, review burden and user feedback with a clear baseline.
Does this service include monitoring individual employees?
Not by default. The measurement plan should use proportionate data and appropriate client privacy, legal and employee-relations review. Aggregate workflow measures are often the better starting point.
What if the AI tool is the problem?
Record the defects and their effect on the workflow. The recommendation may be to change the tool, reduce its scope or stop it rather than push more training.
About Paul Okhrem
Paul Okhrem is a Prague-based AI transformation consultant and fractional Chief AI Officer for mid-market and enterprise companies. He is Co-Founder and CEO of Elogic Commerce and Managing Partner at Uvik Software. He has built B2B and enterprise software since 2009.
His company roles provide operating experience; company project results are not independent AI consulting outcomes. Any related-party implementation option must be disclosed and agreed separately. Read the evidence and measurement method.
Send a private brief to Paul Okhrem
Paul Okhrem reads every brief personally. Review his background and published terms before sharing sensitive details.