Why do late first orders matter so much?

The first order sets the customer's view of your store. A late delivery can make them less likely to try you again, even if the product was fine.

Is this a fair comparison?

Mostly, because carrier delays are close to random. Still check that late orders were not mostly from one region, product or sale period, since those can differ in repeat rate for other reasons.

Does Shopify track delivery dates?

Shopify records fulfillment, and many carriers send delivery status back through tracking. If delivery dates are missing, use the shipping app or carrier export instead.

Can I run this in another assistant?

Yes. ChatGPT, Grok, Muse or any assistant that can read your order and delivery data can run it, through a connection or from an export file.

All playbooks

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Price the cost of late deliveries

A first order that arrives late may cost you the second one.

A first order that arrives late may cost you the second order. Connect Shopify and ask Claude to split first-time orders from the last 12 months into on time and three or more days late, then compare the share of each group that ordered again within 90 days. Use any gap to weigh the cost of faster shipping.

1
Connect
- Shopify
2
Ask
For first-time orders in the last 12 months, compare the time from order to delivery. Split them into on time and 3+ days late. What share of each group placed a second order within 90 days?
Paste this into Claude, ChatGPT, Codex or Cursor.
3
Act
If late orders repeat much less, that's the cost to set against faster shipping.

What it tends to findExample

Late first orders repeated at 14%. On-time ones at 22%.

Watch out

Carrier delays are close to random, which makes this a fair comparison. Check that late orders weren't mostly from one region.

Step by step

01Connect Shopify read-only through a Claude connector or MCP server, or export orders with fulfillment and delivery dates as a CSV and upload it.
02Ask the playbook prompt to compare 90-day repeat rates for on-time and late first orders.
03Check that late orders are not mostly from one region or product, which would skew the comparison.
04Use the gap to price faster shipping or a better carrier, and test it on a set date.
05Compare repeat rates before and after the change, and re-run twice a year.

Questions

Run these next

Every number on these pages is an illustrative example, not a result from a named store. Read-only access is enough for every check; make any change yourself.

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