Grain over gloss
SKU × city × day, or it does not ship. A national average that hides Bengaluru OOS is not a metric.
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Consumer brands in India now sell the same SKU on Blinkit at 10 minutes, Amazon at two days, a DMart planogram, and a distributor in Hubballi. The sales strategy is one. The operating system is still six portals and a shared drive.
We build the automation layer in between: ingest the dumps, reconcile the grain, let agents draft the exception work, and execute with a trail. The people who ran the Sunday MIS keep the judgment. The pipe takes the collation.
SKU × city × day, or it does not ship. A national average that hides Bengaluru OOS is not a metric.
A pause, a chase, a ticket — then the narrative. Dashboards that cannot act are a reporting cost.
Every agent action cites the rule and the row. Finance and sales ops should be able to disagree with the pipe, not mystify it.
Q-commerce and marketplace analysts who used to own the Excel.
Primary, secondary, claims, and scheme leakage.
P&L owners who need the city mix before the weekly review.