Top-down: the leadership view
Leadership can usually see the destination clearly. The risk is missing the small operational frictions that quietly slow the business down.
Implementation starts with a real audit
I begin with a detailed operational audit. Then I recommend the right mix of improvements: the quick wins your team can handle without me, the bigger systems that are worth building, and the work I should implement with you. When we move forward, I build inside your environment, train the team, and support adoption as the change rolls out.
After the audit, you have everything you need to move forward
Process maps
A visual map of the current workflow, with bottlenecks and broken handoffs clearly marked.
Opportunity matrix
A ranked view of implementation opportunities, based on likely impact and level of effort.
Action plan
A step-by-step roadmap with sequencing, timing, and clear milestones.
Technology recommendations
Tool recommendations matched to your team, your budget, and the maturity of your current processes.
You need both views before you implement
Bottom-up: the team view
The team sees where the process actually breaks. The risk is losing sight of the bigger direction.
My approach: I map the problem from both angles before we put any AI into the process.