Reviews

What people actually used after they left.

These notes refer to named modules on this site. They are not a star average. One of them is deliberately unflattering in part, because a desk that only publishes glow is not a desk you should trust with a P&L.

After the flagship’s “sentence finance will sign” exercise, our CFO stopped asking for a single CLV and started asking which assumption we were willing to put our name under. That was the whole point, apparently.

Ploy Rattanakorn, Head of CRM, Bangkok fashion group
★★★★★

The Marketplace Survival workshop was the first time someone made me subtract ads and commission before ranking buyers. Uncomfortable. Correct.

Arun · Chiang Mai · 2024 Cohort Seat

Reading Room is good if you already know what question you are asking. I drifted for three weeks until I booked a clinic. The recordings on holiday seasonality in Thai beauty replenishment were the part I rewound.

Anonymous client in independent beauty retail

I wanted a plug-in model. Metric Cloudhub refused. The buy-till-you-die module assumes you will argue with your own extract. If your data is a mess, the programme will tell you so earlier than you would like.

D. H., analytics contractor for a Q-commerce operator
★★★☆☆

Faculty are sharp. The 19:00 ICT live slot is hard if you are on the shop floor until eight. I finished the memo; I missed two sessions. Plan around that before you pay for a Cohort Seat.

Nok, store operations, Pattaya

We used the Lifetime Value Studio weekend to retire a “VIP” segment that was mostly people who bought once on 11.11. The embarrassment was worth more than the worksheets.

Client in consumer electronics marketplace

Case notes

Two longer accounts, with the boring parts left in.

Colleagues talking in a glass-walled meeting room

Subscription meal kit, Bangkok metropolitan area

A six-year-old meal kit had a “loyal” cohort that looked stable on a rolling 90-day repeat chart. During Predictive CLV for Commerce Teams, the team rebuilt the same buyers by first-plan type and by whether the first box included a free protein add-on.

The free add-on cohort returned at a similar rate but at a contribution that never recovered shipping. The valuation note ranked that segment last, against internal habit. Media paused lookalikes built from that group. Three months later, paid CAC on the remaining plans did not magically fall; it simply stopped being compared to a fictional lifetime. The team still has not automated the sheet. They open it every planning cycle.

Bangkok city skyline with a temple in the foreground

Regional marketplace seller, electronics accessories

The seller arrived at a Practice Bench clinic convinced CLV would justify heavier ads on a best-selling cable. Margin-aware ranking, using the worksheet later published in the journal, showed that after commission, ads, and a 14% return rate on that SKU, second-order value was thinner than a slower-moving screen protector with almost no paid assist.

They did not “10x” anything. They cut the cable’s promo calendar and wrote a one-page note to their agency. The reservation they still hold: marketplace reporting still hides the true buyer across storefronts, so the model is a ranking tool, not a forecast they would take to a bank.