Agentic Reporting: Ask Your Business Anything

Every enterprise has the same reporting problem: the data exists, but the answer doesn’t. Dashboards answer the questions someone predicted when they were built. The question you have today — “why did basket size drop in Riyadh last weekend?” — means a ticket to the data team and a three-day wait.

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.

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?”

None of these are dashboard questions. All of them are agent questions.

Agentic reporting is an enhancement layer — it connects to the warehouse, ERP, and commerce systems you already run. Nothing gets replatformed. A typical engagement: week one connects sources and builds the semantic layer, week two tunes the agent on your domain’s definitions, weeks three and four run it side-by-side with the analytics team before rollout.

It’s usually the fastest agentic win in the portfolio — live in 3–4 weeks — because the data already exists. The agent just finally makes it answerable.