Readiness
Assess leadership alignment, data, workflows, technology, governance, and team capacity.
AI Strategy and Implementation
Most businesses do not need more AI tools. They need a disciplined way to identify the workflows worth changing, estimate the return, manage risk, and get the team to use what is built.
AI opportunities are evaluated against revenue, profitability, capacity, time savings, service quality, implementation effort, data readiness, and adoption risk. Novelty is not a business case.
Assess leadership alignment, data, workflows, technology, governance, and team capacity.
Rank use cases by expected value, feasibility, risk, and speed to impact.
Create a practical roadmap, operating ownership, adoption measures, and ROI review.