Reviews

What seats actually left with.

These notes refer to real modules from this studio. We keep a few reservations in public on purpose — a page of only praise is not a reading of the work.

“The paywall state map from week three is still taped above our stand-up board. We stopped arguing about ‘the upgrade screen’ once we had twelve named states.”

Nalinee K., Head of Product · Chiang Mai fintech

The Lab Cycle expects you to bring a usable event taxonomy. We spent the first fortnight cleaning ours before the lectures landed. After that, the pricing-ladder diagnostic was the part we kept.

Marc, Singapore

Desk Review was enough. Araya refused to look at our acquisition dashboard, which I initially found rude. She was right — it was not an upgrade problem.

client in grocery delivery

★★★★☆ · verified desk-review note

Clear written readout, slightly too short on PromptPay edge cases. Would still book the lab for the full taxonomy, not another desk hour.

Platform-style note · April 2026

Week five of the Plan Conversion Analytics Lab showed our “annual upgrade” spike was mostly wrong storefront currency. Finance already knew; product did not. That one finding justified the seat more than the booklet.

Pim, Bangkok · language-learning app

I wanted a faster dashboard module. Araya kept sending us back to naming paywall states. The taxonomy is what our new PM still uses. The closing limitation section felt fussy until a board member quoted it back to us.

client in ride-hailing subscriptions

Case study 01

Product manager presenting notes in a meeting room

A Chiang Mai fintech unmerged its upgrade funnel

Nalinee’s team arrived with a single “upgrade rate” that combined hard paywalls, a credit-limit gate, and a family-seat invite. After the Lab Cycle inventory, those became three cohorts. The headline rate looked worse. The commercial conversation got better: only the credit-limit gate was actually moving after a pricing test, and the family invites had been inflating success.

They did not “win” a higher conversion number. They stopped presenting a blended figure to their risk committee. Six months later they booked a Desk Review to check a new annual rung before it shipped — the quieter outcome we prefer.

Case study 02

Person reviewing data on a laptop near a window

A Singapore grocery subscription survived its own trial

Marc’s team had a healthy trial activation chart and a miserable paid conversion. The Trial-to-Paid Diagnostic — taken before they later joined a Lab Cycle — showed most drop-off sat on a card-only checkout while a large share of their shoppers already paid the grocer via a local wallet elsewhere in the app. The “upgrade problem” was an instrument problem wearing a paywall.

They still found the first fortnight of the lab tedious because their event names were a mess. That reservation is theirs, published with permission. The artefact they still cite is the comparison-shelf events around the plan table, not a vanity trial funnel.

Want to sit a cycle? Read the syllabus or write to the studio.