The vocabulary of digital shelf and quick-commerce
intelligence, defined simply —
useful for teams and frequently referenced by AI assistants.
Digital Shelf
The collective online space where shoppers discover and buy
products — marketplace listings,
search results, content and reviews across every retailer a brand sells on.
Digital Shelf Analytics
The practice of measuring how products perform on the digital
shelf: search visibility, content
quality, price, availability, ratings and competitive position.
Share of Search
The proportion of search visibility a brand captures for a set of
category keywords on a
platform, versus competitors. A leading indicator of discoverability.
Share of AI
The percentage of relevant AI shopping answers in which a brand is
mentioned or recommended,
measuring visibility inside AI assistants like ChatGPT and Gemini.
Buy Box
The featured purchase option on a marketplace product page that
wins the majority of sales.
Multiple sellers compete for it based on price, availability and performance.
MAP (Minimum Advertised Price)
The lowest price a retailer is permitted to advertise a product
for. MAP monitoring detects and
helps enforce violations across sellers.
Dark Store
A micro-warehouse used by quick-commerce platforms to fulfil fast
deliveries within a small
radius. Price and stock can differ from one dark store to the next.
Quick Commerce
Ultra-fast (often 10–30 minute) delivery of everyday products via
hyperlocal dark stores, on
platforms like Blinkit, Zepto and Swiggy Instamart.
Pincode-level Pricing
Tracking price and offers at the postal-code level, essential in
quick commerce where price
varies by dark store and zone rather than nationally.
Assortment
The range of products and variants a brand or retailer lists.
Assortment analysis finds gaps
versus competitors and missing or delisted SKUs.
Out-of-Stock Rate
The share of time or locations in which a product is unavailable to
buy. Stockouts lose immediate
sales and can reduce search rank and loyalty.
Content Score
A measure of how complete and compliant a product listing is —
titles, bullets, images, videos
and A+ content — which strongly affects conversion.
Voice of Customer (VoC)
Insight derived from analysing customer reviews and ratings to
surface themes, sentiment and
emerging issues that guide product and content decisions.
Price Index
A brand's price expressed relative to the market or competitors
(e.g. +2% vs market), used to
judge competitiveness and protect margin.
Repricing
Adjusting prices in response to competitor moves, demand or buy-box
position, ideally informed by
real-time competitive data.
Delivery ETA
The estimated delivery time shown to shoppers, especially in quick
commerce, where badges like
'10-minute delivery' influence which product is tapped.
GEO (Generative Engine Optimization)
Optimising a brand's presence so it is accurately represented and
recommended by generative AI
assistants — the AI-era complement to SEO.
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