Lee Yih Ven
Case Study

Where Value Comes From

Which offers build valuable customers, and the CAC they justify

A Malaysian car-workshop chain with branches across Klang Valley, Penang and Johor spends on Facebook, Google and TikTok to win a first visit, then earns from years of servicing. The owner's real question is not which ad got clicks. It is which customers become valuable, and what they cost to acquire.

Across 12,000 customers and 24,032 service visits from 2022 to 2024, value turned out to be built almost entirely by repeat behaviour, not first-visit revenue. Repeat visits drive 60% of all revenue, and the top 10% of customers drive 49%. The promotion a customer walks in on predicts whether they come back: a Free Engine Check customer returns 84% of the time and is worth RM2,519 over their life, while an RM50 Service Voucher customer returns 28% of the time and is worth RM621. The free diagnostic books nothing on day one, then earns for years; the voucher buys a single discounted visit.

Location compounds it. A Klang Valley customer is worth RM2,082 against RM1,057 in Johor, and Klang Valley produces 62% of revenue and 68% of the chain's whales on half the customers.

Cost belongs last, because the right acquisition cost depends on value. At a 40% gross margin, holding a 10% net cushion, the chain can pay up to 30% of a customer's first-year value to acquire them. That sets a clear ceiling per branch and offer: Free Engine Check in Klang Valley can justify RM706 against RM124 spent today, while the RM50 voucher in Johor justifies only RM117.

The recommendation falls out of the numbers. Fund Free Engine Check and Air-Cond in Klang Valley and Penang, build a referral programme since referred customers are worth the most at zero cost, and stop paying for the RM50 voucher in Johor and Penang.

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