Aisha Rahman
Principal assessor
Aisha spent years on the operator side of a two-sided services catalog before she began writing liquidity pictures for other houses.
From the house
We are a small desk in Petaling Jaya. The work is sitting with catalogs until the quiet stalls have names.
Toolkit Lighthouse started because three of us kept being pulled into the same argument: a marketplace looked full, the weekly numbers looked fine if you squinted, and yet a category of apps had not completed a transfer in weeks. The people in that room did not need another chart colour. They needed someone who would sit with the shelf and say which stalls had walkers and which stalls had only neighbours.
The name is a little theatrical. A lighthouse does not haul cargo; it marks a line so other people can steer. That is the size of our job. We read marketplace app liquidity — listing age, match thickness, seller weight, the first-sale clock — and we hand the map back.
The desk is at Office 12, 83 Example Lane, Petaling Jaya 00000 because this is where our first operator clients already worked, and because Klang Valley catalogs often mix languages, weekend spikes, and featured slots sold as a side conversation. We know that a Saturday surge of home-service listings is not the same as Monday depth. We do not pretend every Malaysian marketplace behaves like a night market, but we do use the night market as a teaching picture: a bright stall can still be ignored if the aisle has no buyers for what it sells.
We take few sittings at a time. A liquidity assessment needs an extract, a glossary, and a working session that the decision-makers actually attend. If a house wants us to “just send slides,” we decline. The pack is written to be argued with, not filed.
We keep buyer identities out of our notes whenever counts will do. We will not help a client scrape a competitor’s private messages. Public shelves and a client’s own history are the ground.
We are not a ranking bureau. We will not tell a newspaper that one marketplace is “the most liquid in ASEAN.” We will not dress a thin sample as a national picture. If the extract is too short, we say so at intake.
If you want the programme of a sitting before you write, read the assessment guide. If you want to know who we have already sat with, the client letters are more honest than a wall of logos we do not have.
Principal assessor
Aisha spent years on the operator side of a two-sided services catalog before she began writing liquidity pictures for other houses.
Catalog reader
Wei Jie marks listing age and seller weight. He is the person who notices when two titles are the same app in two languages.
Briefing lead
Priya runs the operator sittings. She keeps the room on the map and off the habit of blaming a single publisher for a thin aisle.