How we score cafes in Puchong

Puchong Cafe currently scores 200 cafe businesses across the area, from kopitiam-style spots to specialty coffee bars. This page explains what goes into that score, why each part matters if you're trying to pick a cafe, and where the data runs thin.

The composite score

Every cafe gets a score out of 100, built from five measured signals. None of it is a gut feeling or a house opinion. Each signal is weighted by how much it actually tells you about whether a cafe is worth visiting:

• Rating (30%): the Google aggregate star rating. This is the single biggest input because it's the most direct signal of overall customer satisfaction, aggregated over every review a place has collected.
• Sentiment (30%): a synthesis of what recent reviews actually say, weighing praise against recurring complaints. Two cafes can share the same star rating while one gets consistent comments about slow service or inconsistent coffee. Sentiment is where that difference shows up.
• Volume (15%): how many reviews a cafe has, log-scaled. This stops a cafe with five glowing reviews from outscoring one with five hundred. Log-scaling means going from 10 to 100 reviews matters more than going from 400 to 490, since confidence gains taper off.
• Recency (15%): how recently people have actually reviewed the place. A cafe that hasn't had a fresh review in two years could have changed hands, changed menus, or simply gone downhill. Recent activity carries more weight than reviews from years back.
• Completeness (10%): whether basic business information is actually listed and correct: phone number, website, operating hours, address. It's a small slice of the score, but a cafe that can't tell you when it's open or how to reach it is a real friction point for anyone trying to visit.

Why it's built this way

Rating and sentiment together make up 60% of the score because they get closest to the actual experience of eating and drinking there. Volume and recency exist to keep that experience data honest: they stop small or stale review sets from carrying the same weight as large, current ones. Completeness is the practical layer on top, rewarding cafes that make themselves easy to actually go visit.

Where the data is thin

Some cafes on this site have only a handful of recent reviews. When that's the case, we label the score as low-confidence rather than pretend it carries the same weight as a cafe with hundreds of recent, active reviews. A low-confidence score isn't a bad score, it just means there's less data behind it, and you should read it with that in mind.

We also don't republish reviews wholesale. What you read on a listing page is a synthesis of recurring themes across recent reviews, written to give you a fast read on what people actually experience. We link out to Google on every listing so you can read the original reviews yourself and judge the source directly.

Paid placement, if it exists, never touches the score

Rankings on this site come entirely from the rubric above and the underlying data. When paid placement exists anywhere on the site, it is always labelled clearly as such and it has no effect on a cafe's score or position in our rankings. If you see a cafe ranked highly here, it earned that position on the numbers.

Who's behind this

Puchong Cafe is published by ADE Local Media. Editorial oversight sits with Sarah, who has been tracking food and cafe culture since 2015 and built this directory to sort genuine, worth-visiting cafes from the noise. Listings are pulled from published reviews and public business data and ranked purely on merit, never on payment. The goal is to reflect how these cafes actually perform, not how they market themselves.

Data across the directory refreshes monthly, and each listing carries a "last verified" stamp so you can see exactly when it was last checked rather than assuming it's current. If you're looking for a shortlist to start with, our specialty coffee list is a good place to browse, or head back to the homepage to search the full directory.