A new business question may not fit an existing dashboard. “Why did basket size change last weekend?” can require a different comparison, data source or definition. An analytics assistant can help explore the question when access and validation are designed carefully.
From dashboards to agents
Agentic reporting replaces the dashboard-request cycle with an agent that has governed access to your data and the ability to do the work itself:
- You ask in plain language. “Compare loyalty redemption rates across markets since the campaign launched.”
- The agent plans the analysis. It decides which sources to query, joins what needs joining, and checks its own numbers against known totals.
- You get an answer, not a chart dump. A direct response, the supporting figures, and the queries it ran — so analysts can verify instead of reconstruct.
The difference from “chat with your data” demos is reliability. An enterprise reporting agent needs governed access controls, a semantic layer so revenue means the same thing in every answer, and an audit trail for every figure it produces.
What this looks like in practice
For commerce operators, the highest-value questions are operational and time-sensitive:
- “Which stores will miss their delivery SLA this week at current courier capacity?”
- “What did the price change on our top 50 SKUs do to margin, by market?”
- “Which loyalty segments are quietly churning?”
These questions may be supported by dashboards, analysts or an assistant. The right interface depends on the question and the data available; an agent still needs its reasoning and queries checked.
What to establish before rollout
An analytics assistant can connect to the warehouse, ERP or commerce systems already in use. First establish the data sources, definitions and permission model. Then test reference questions and ambiguous cases alongside the people who own the data before agreeing the rollout.
Delivery timing depends on access, data quality, metric definitions and validation needs. A first demonstration and a production reporting tool are different milestones. Retter agrees scope and timing around the actual business requirements.