Case study · D2C brands
D2C: the shopper who went quiet came back
Direct-to-consumer brands running Click-to-WhatsApp ads, names withheld. What happened to their shopper chats in 30 days.
1,345
shoppers wrote in
Across 3 D2C brand accounts
86%
came from Click-to-WhatsApp ads
Chats carrying a Meta ad referral.
73%
got a first reply within 60 seconds
On each customer’s first message.
28%
of customer messages came 9 PM–9 AM
Outside normal office hours.
Source: The Wise Parrot’s own WhatsApp conversation records for these accounts, read-only, for the 30 days to 26 Oct 2026. Counts are unique customers (phone numbers), not messages. A “first reply within 60 seconds” means the first message the customer sent in the period got an answer (from the bot or the business’s team) within 60 seconds. “From ads” means the chat carried Meta’s Click-to-WhatsApp ad referral. Client names are withheld; the business type is shown.
One account up close
D2C brand A
A direct-to-consumer brand on The Wise Parrot with follow-ups switched on. Name withheld.
| Measure (30 days) | Result |
|---|---|
| Customers who wrote in | 923 |
| From Click-to-WhatsApp ads | 812 (88%) |
| First reply within 60 seconds | 839 of 923 (91%) |
| Wrote 3 or more messages (real conversation) | 548 (59%) |
| Got a follow-up after going quiet | 673 |
| Replied straight after a follow-up | 176 (26% of those followed up) |
“Replied straight after a follow-up” counts any reply. It shows the chat restarted, not that an order was placed.
What the numbers say
Shoppers came from ads: most D2C chats carried a Click-to-WhatsApp ad referral.
On the lead account most shoppers got an answer within a minute. Across all D2C accounts the share is lower, because one account had slower first replies; that is the kind of gap we show owners.
Follow-ups restart chats: about one in four quiet shoppers replied straight after a follow-up.
What we do not claim
These numbers show replies, ad share and conversations. They do not show bookings or revenue, because payments happen outside WhatsApp and we only publish what we can show the maths for. See our evidence standard.
Would this work for you?
The Wise Parrot is the intelligence layer on WhatsApp for businesses running ads. It is a managed service: we do it for you, and we make sure you grow.
See the d2c brands journey on the industry page, take the 2-minute Leakage Check, or compare options in our comparison guides.
Quick answers
Do follow-ups on WhatsApp bring shoppers back?
On the D2C account with follow-ups switched on, about one in four shoppers who went quiet replied straight after a follow-up in the 30 days to 26 Oct 2026.
Are follow-ups sent at night?
No. The Wise Parrot sends no follow-ups between 9 PM and 9 AM and stops when the customer says no.
Is the brand named?
No. Names are withheld until the client says yes.
Next step
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