Kritsada Boonmee, CRM lead — “Module 04’s drift alert is still running. We ignored the stakeholder memo format at first and paid for it in a brand review. Wilawan was right about deleting adjectives.”
Reviews
What people said after the extract was ugly
These notes refer to actual rooms on this site. Not every comment is glowing. Pulse scores are from our internal forms, not a marketplace widget.
Mali, Chiang Mai — “The recency module assumed cleaner event logs than we had. Hygiene ate a week. After that, Recency–Frequency Recalibration finally stopped treating our Songkran spike as a new loyalty religion.”
Niran, Phuket — “Useful, slower than the listing implies if your events are unnamed. Do not book Cohort Signal Architecture the same month as a replatform.”
Client in grocery e-commerce — “Micro-Segment Field Methods killed two splits we were about to load into the ESP. The volume-floor test felt bureaucratic until we saw the send cost. Still waiting on clearer guidance for LINE OA naming; that part was thin.”
Arunwadee S., subscription ops, Bangkok — “Loyalty Decay Diagnostics gave finance a curve they stopped arguing with. I wanted more on ticket-tone scoring; we improvised with a tiny labelled set.”
Anonymous client in consumer electronics — “Field Residency was disciplined. Faculty refused to name a segment until identity joins were written down. Six weeks felt short for our unknown-id pile. We would book again only after a data-cleanup sprint.”
Case study · retail
Seven names, one survivor
A multi-category Bangkok retailer entered Field Residency with seven “behavioral” segments. Three were recency relabelled. One was a campaign persona. Two overlapped after identity joins. Faculty ran them through the Segment Atlas plates in weeks two and three.
The surviving name — category retreat after a first appliance purchase — funded a quieter CRM track and stopped a lookalike that had been retargeting recent buyers as browsers. The team did not love losing six labels. Revenue from the remaining track was easier to explain in the monthly commercial meeting than the previous dashboard collage.
Residency, 2025 · internal note shared with permission, figures withheld.
Case study · subscription
Decay before NPS moved
A Thai subscription brand sat in Loyalty Decay Diagnostics after NPS had been flat for three quarters while repurchase quietly thinned. Session-depth had been treated as loyalty. Once an exit taxonomy existed, depth often meant billing confusion, not commitment.
They left with a decay curve finance accepted and a third axis they almost overbuilt (they wanted ticket tone and depth and recency). The room forced a single extra axis. Six months later they wrote back: NPS still flat, silent leaving down enough to notice in finance, not yet in the brand film.
Short room · 2025 · names omitted by request.
