Product Detail Page
Showing an Estimated Dispatch Time on a Product Page
An estimated dispatch time may reduce uncertainty about when an order will leave the warehouse. It is not a delivery date. Show only an estimate that can be calculated accurately and measure its effect on purchases.
A/B test scenario. This page is a test plan, not the result of a real experiment.
- Product page
- Purchase conversion rate (CR)
Control vs Variant
Absent on one side, present on the other.
- Changed
- Presence
- Page
- Product page
- Difference
- added
Hypothesis
If the product page states clearly when the order will be dispatched, visitors can decide without leaving to find out when it ships. Among assigned visitors covered by the same dispatch-estimate rule, purchase conversion rate (CR) could go up.
Test plan
When to run this test
Support requests asking when an order ships, product questions dominated by shipping timing, or visitors who check the shipping details and leave reveal that uncertainty about dispatch timing is stopping people on the product page. When the estimate helps, visitors move from cart to checkout with more confidence and shipping questions drop. Show the estimate only on products where stock and logistics data let you calculate it accurately; if that data is missing, build the calculation first rather than putting one message on every product.
How to measure success
Purchase conversion rate (CR)
Compare purchases per assigned visitor who meets the same dispatch-estimate rule.
Also track
- Add-to-cart rateCheck whether shoppers take the first purchase step.
- Order completion rateReview completed orders among checkout starters alongside overall purchase conversion.
- Return rateTrack returns over the same follow-up period; do not attribute every return to delivery timing.
- Shipping-related support contactsWhere possible, track questions about dispatch and arrival separately.
How to set it up
- DeviceReview the same estimate presentation on mobile and desktop.
- StageThis test covers dispatch estimates only. Label them clearly so visitors do not mistake them for delivery dates.
- CommitmentDo not present an estimate as a guarantee.
- CalculationKeep the inventory, location and order cut-off rules that generate the message fixed.
- PlacementChoose one placement near the price or CTA before launch.
What to watch when reading the result
- 1More add-to-cart actions settle nothing by themselves; check whether the estimate carries through to purchase conversion per assigned visitor. Read order completion rate next to it, since a drop at checkout may mean visitors took the estimate for a delivery date.
- 2Track returns and dispatch- or arrival-related support contacts for the same length of time in both arms, but do not blame every return on timing expectations. If delays are possible, say so in the message; a hidden delay may lift conversion in the short term while eroding trust and skewing the result.
- 3Keep the carrier and the order cut-off time unchanged for the whole test; if either changes, the estimate's accuracy drifts and the early and late parts of the test no longer reflect the same conditions. If you promise guaranteed delivery, state the terms next to it, and do not present an estimate-only service as a guarantee. Treat the finding as specific to the chosen placement and the products that meet the estimate rule; look at mobile and desktop on their own.
- 4When the result stays unclear, use the sample size calculator to check whether traffic to eligible products is enough to measure it. If it is not, run the test longer instead of loosening the estimate's accuracy to widen coverage.
Frequently Asked Questions
Is an estimated dispatch date the same as a delivery date?
No. This test shows when the order is expected to ship. Label it clearly and do not present an estimate as a delivery date or guarantee.
Which products can show the estimate?
Only products for which it can be calculated accurately. Fix stock, location and cutoff rules. Do not change the carrier or cutoff time during the test.
Can changes in returns be attributed to timing expectations?
Not automatically. Track dispatch- and arrival-related support questions separately where possible. These may show expectation mismatches more directly. Do not conceal potential delays.
Which metric should determine the result?
Use purchases per assigned visitor eligible for the same estimation rule. Review checkout completion alongside overall conversion and examine desktop and mobile separately.
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