Product Tagging
Part of Social commerce programme reviews
Identifying products with interest but little purchase intent
Shortlist products attracting inspection but little buying progression, then check the offer, route and measurement before drawing conclusions.
Flag a product for investigation when repeated views, saves or taps sit alongside fewer later buying actions than comparable products. Use consistently measured retailer counts for cart additions, checkout starts or orders; the pattern shows weak progression, not a shopper’s private intent. Compare similar exposure and conditions before drawing a conclusion.
Build a comparable shortlist
Choose the exact product or variant and a review period. Record where it appeared, whether distribution was paid, and whether price, stock or tracking changed. Compare it with its own earlier periods or with products shown under reasonably similar conditions. Raw action totals favour items that received more exposure.
Count repeated views, saves or product taps as early actions, then compare them with later actions such as cart additions, checkout starts or orders. Measure website stages consistently. A platform action is not the same event as a website item view, and neither count necessarily represents distinct people.
Use a working label such as high inspection, low progression when repeated attention is recorded but later actions are fewer than for comparable products shown under similar conditions during the same period. If few eligible actions were recorded or definitions changed, leave the product unclassified until better evidence is available. The label describes observed behaviour, not purchase intent.
Product engagement vs. purchase progression: High inspection, low progression
- Repeated views, saves or taps (early actions)High
- Cart additions, checkout starts or orders (later actions)Low
- Comparable product under similar conditionsHigher progression
Inspect the candidate offer
Compare the active content with the item a shopper can reach. Does the model, variant and pack match? Can the shopper find the price, availability and delivery conditions that affect the choice?
Is a needed size or compatibility answer available? Questions from shoppers may reveal missing information, but confirm the answer with the owner of the product facts before changing content.
The ACCC can require businesses to back up claims they make about products or services. If a business misleads, the ACCC can investigate and may take compliance or enforcement action.
Observed pattern / First question to check
- Product actions but few measured site visits
- What does the action open, and is website entry recorded?
- Item views but few cart actions
- Does the page explain the exact choice and current offer?
- Cart actions but few orders
- Are checkout terms, availability or errors affecting the route?
A stockout, audience change or tracking gap may alter any pattern. End with one product-level action: clarify a buying answer, repair a route, gather more comparable evidence or stop featuring an offer that cannot be kept accurate. Record the observation that led to the action.
Potential causes of weak progression despite high interest
- Pros: High visibility may indicate strong market interestPositive signal for product demand
- Cons: Missing or unclear information can block conversionShoppers may abandon due to lack of clarity
- Cons: Tracking errors or stockouts may distort dataFalse signals if measurement is inconsistent
- Cons: Checkout friction or technical issues prevent ordersEven with cart adds, users may not complete
