Measure
The full module map.
Nine modules, built in the order that earns the right to the next one. Availability first, because a stock-out caught before the brand noticed needs no explanation.
2.1 · Highest ROI
Availability & inventory
Out-of-stock by SKU × city × platform, days of cover, estimated lost sales, PO fill rate and short-shipment detection. A stock-out caught before the brand noticed is a demonstration that needs no explanation. This is where Endcap starts.
2.2
Digital shelf & content health
Titles, images, bullets, A+ content, video and category placement scored against a rulebook. Flags silent listing changes the platform made overnight — the kind no analyst is paid to notice.
2.3
Search & share of search
Organic and sponsored rank by keyword by city. Share of the first screen versus competitors, and the keyword gaps you are not bidding on. Search is how shoppers find you; this module is how you keep the first screen.
2.4
Price & promotion
Your price against MOP and MRP, competitor price index, discount depth, promo calendar, unauthorised-seller and price-erosion alerts. Price actions never go to Auto — they stay behind a human, permanently.
2.5
Retail media
Spend, ROAS, ACOS, bid and budget pacing across Amazon Ads, Noon and the quick-commerce ad consoles. Wasted-spend detection. Amazon bid management is the first write-back agent, because read, write and measurable outcome all exist cleanly.
2.6
Competitor & category intel
New launches, assortment gaps, category growth, competitor share movement and private-label encroachment. Built from pincode-level catalogue coverage, not a national scrape.
2.7
Ratings & reviews
Rating trend, theme extraction from review text, early detection of a quality or packaging problem, and drafted responses. The language model writes the reply; it does not invent the score.
2.8 · The CFO module
True SKU profitability
Contribution per SKU per platform after commission, fulfilment, ad spend, returns and damages. The least-served module in this category, and the one that opens the finance conversation. Needs ERP and 3PL feeds — we say that up front.
2.9
Forecast & replenishment
Demand forecast by city and platform with event uplift built in — Ramadan, White Friday, National Day — feeding a replenishment plan back to the brand’s supply team. Suggested purchase orders are sized to cover; they are never written to the ERP without a human.