Commercial & Route-to-Market
The workflows that decide where field time goes and whether the shelf is won.
- Field sales execution
- Distributor management
- Outlet prioritization
- Distribution-gap closure
We organize our work around five FMCG operating domains, not departments. In each one we identify, redesign, build, and scale agentic workflows around measurable outcomes: agents are the components, the workflow is the unit, and the business result is the reason to buy.
Each domain page shows the signature agentic workflow, one concrete run end to end, and the agents operating inside it.
The workflows that decide where field time goes and whether the shelf is won.
Agentic AI changes how evidence becomes decisions, how decisions become actions, and how organizations learn from the outcome. The workflow is the unit of change, and people keep the decisions that matter.
Every step is a person's time. Evidence moves by email.
Data
Human
Spreadsheets
Human
Analyst
Human
Meeting
Human
Decision
Human
Human
Execution
Human
Report
Human
Analysis gets faster. The workflow itself does not change.
Data
Human
AI analysis
Agent
Human interpretation
Human
Human decision
Human
Human execution
Human
Agents run the cycle. People hold the decisions that matter.
Observe
Agent
Investigate
Agent
Reason
Agent
Recommend
Agent
Approve
Human approval
Act
Agent
Measure
Agent
Learn
Agent
Learning feeds the next cycle
The Agentic Opportunity Assessment is built for FMCG and CPG organizations: a structured read on where agentic AI could create measurable value, and which workflow deserves investment first.