How Puchong Cafe scores and ranks cafes

Puchong Cafe currently scores 100 cafe businesses across the area, from the kopitiam-style corner shops to the plant-filled specialty roasters. Every score is built the same way, using the same five signals and the same weights, so a shop in Bandar Puteri and one near IOI Puchong are judged on identical terms. This page explains what goes into the number, why we picked these signals, and where the method falls short.

The five signals

Each business gets a composite score out of 100, built from:

• Rating (25%): the Google aggregate star rating. This is the baseline read on whether people generally leave happy.
• Sentiment (30%): a synthesis of what recent reviews actually say, weighing recurring praise (good flat white, quiet corners for laptop work, friendly staff) against recurring complaints (slow service, parking hassles, watered-down coffee). This carries the most weight because a star rating alone can hide a cafe that's coasting on an old reputation or one that's quietly improved.
• Volume (20%), log-scaled: a cafe with 400 reviews has a sturdier reputation than one with 6, but the jump from 300 to 600 reviews shouldn't count for as much as the jump from 10 to 50. Log-scaling keeps a handful of reviews from carrying the same weight as hundreds, while still rewarding cafes with a genuinely large track record.
• Recency (15%): how recently people have actually reviewed the place. A cafe that hasn't had a fresh review in two years might have changed hands, changed menus, or simply gone downhill, and old praise stops being reliable.
• Completeness (10%): whether phone number, website, hours and address are all listed properly. It's a small slice of the score, but it reflects whether you can actually plan a visit without guessing.

Why these signals, and not something simpler

A single star average is easy to read but easy to game or outgrow. Blending it with sentiment analysis, volume, and recency gives a fuller picture of whether a cafe is consistently good right now, not just historically well-liked. Completeness is a smaller factor by design: it matters for usability but shouldn't outweigh how the coffee and service actually are.

Confidence and low-volume listings

Some cafes on the list simply don't have much review history yet, or their reviews have gone quiet. Rather than pretend those scores are as solid as a shop with hundreds of recent reviews, we flag them as low-confidence. Treat those scores as a starting point, not a verdict, and read a few reviews yourself before deciding.

We synthesise, we don't republish

The sentiment portion of the score comes from analyzing themes across recent reviews, not copying review text onto our pages. If you want to read the original reviews yourself, we link out to the Google listing for every business so you can check the source directly.

Paid placement is always labelled and never scored

Where a paid placement exists on Puchong Cafe, it is always marked as such and it has zero effect on the composite score. A cafe cannot buy a higher rating, sentiment score, or ranking position. The rubric above is the only thing that determines where a business lands on a best-of list or in our general rankings on the home page.

What the score can't tell you

The score reflects patterns in public review data, not a personal inspection of every cafe. It won't catch a bad day, a new barista still finding their feet, or a menu change from last week. It's a useful filter for narrowing down where to go, not a guarantee of what you'll get when you walk in.