An annual plan should set direction and accountability while leaving room to revise how the work gets done.
Question the assumptions inside the plan
Many plans assume that next year’s processes, staffing model, skills, and technology constraints will resemble today’s. When AI changes what a team can attempt or what supervision it needs, those assumptions deserve another look. Adding a training budget or a list of pilots is only a partial response.
Our position is straightforward: revisit the work, the roles, the measures, and the investment decisions together. Keep a meaningful long-term ambition. Make the assumptions behind its delivery visible and open to review.
Plan around a workflow and an outcome
Choose a workflow that matters to customers, employees, or operations. Establish the current quality, cycle time, effort, exceptions, and cost. Then ask where AI assistance, automation, or better human judgment could improve it.
Connect the proposed change to capability needs. Who needs to frame the problem? Who will build and evaluate it? Who will supervise it? What new responsibility might be available to someone whose current tasks are changing? Strategy and workforce planning meet in these specific decisions.
Use different planning horizons
We recommend an annual direction, a rolling portfolio of priorities, and shorter evidence reviews. A 90-day experiment is one useful format, not a universal timetable. Some changes need a smaller test; others need longer approval or integration work.
Each experiment should name an owner, a baseline, a bounded investment, a learning goal, and a decision date. Define in advance what would justify scaling, revising, holding, or stopping. Teams can then change course without pretending that every pilot must become a success story.
Make context a design input
A healthcare administration workflow, a factory maintenance process, a financial-services operation, and a consulting team have different consequences when something fails. They also have different data, systems, access, and review requirements. A generic tool demonstration cannot settle those differences.
Two companies in the same industry may need different approaches because of their size, operating model, infrastructure, and readiness. Start with the actual workflow and people. Agree what is permitted with the responsible internal teams. Tailor the learning, prototype, governance, and measurement to those conditions.
Budget for the whole change
Include discovery, data preparation, integration, evaluation, human review, training time, support, and ongoing operation. Record which benefits have been observed and which are still assumptions. Avoid counting time saved as cash saved unless the financial effect can be demonstrated.
Review the impact on roles as part of the investment decision. If automation removes routine work but leaves people handling only the hardest exceptions, consider workload, support, and development. Better economics and better work should be examined together.
Make revision a management practice
At each review, ask what improved, what failed, what people learned, and which assumption changed. Update the portfolio, role expectations, and learning priorities accordingly. Record the decision and who owns the next step.
Thinkerland helps organizations connect these conversations through strategy labs, applied learning, and reviewable projects. The output is a plan fitted to the organization: one that can absorb new evidence and create opportunities for its people as the work evolves.
Which assumption in your current annual plan would change if one important workflow were redesigned?
Research and further reading
Sources that inform the conversation. The recommendations above express Thinkerland’s point of view.
- NIST AI RMF Playbook: context and use
NIST describes its voluntary Playbook as adaptable rather than one-size-fits-all. The planning cadence in this essay is Thinkerland’s recommendation.
Put the idea to work.
Connect industry context, workforce capability, and a practical cycle of decisions.
Rethink the plan with us