How Ipoh Cafe Guide scores cafes

Ipoh Cafe Guide currently scores 300 cafe businesses across the city, from old-school kopitiam to newer specialty spots. Every score comes from the same published rubric, applied the same way to every listing. This page explains what goes into that number, why we weight it the way we do, and where the method runs into real limits.

The five signals, heaviest first

Each cafe gets a composite score from 0 to 100, built from five measured signals. Here they are in order of how much they count:

Signal	Weight	What it measures
Sentiment	28%	A synthesis of recent review themes: what people praise and what they complain about
Rating	26%	The Google aggregate star rating
Volume	20%	How many reviews exist, log-scaled so ten reviews don't carry the same weight as a thousand
Recency	15%	How recently customers actually reviewed the place
Completeness	11%	Whether phone number, website, hours and address are all listed

Why sentiment carries the most weight

A star average is useful but it hides patterns. Two cafes can sit at exactly the same 4.3 stars, and one of them has reviews that repeat the same complaint over and over (slow service on weekends, inconsistent coffee, aircon that never works) while the other has no such thread at all. The star number alone won't show you that. Reading what recent reviews actually describe is the only way to catch it, which is why we treat sentiment as its own signal rather than folding it into the rating. It's the difference between knowing a cafe is liked and knowing why.

Why the other signals matter

Rating still matters because it's the most direct summary of overall customer satisfaction, and it's what most people check first. Volume matters because a 5.0 average from six reviews tells you far less than a 4.5 average from four hundred, so we log-scale review counts rather than treating raw numbers at face value. Recency matters because ownership changes, menus shift, and a cafe that was excellent three years ago may not be the same place today. Completeness matters in a practical way: a listing with a working phone number, current hours, an address and a website is simply easier to act on when you're deciding where to go.

Where the score is honest about its limits

Cafes with few recent reviews don't get penalized silently. They get a lower-confidence score and a label saying so, because a handful of reviews just can't support the same certainty as hundreds. We also don't republish review text. What you'll read on a listing page is our synthesis of the themes across recent reviews, and we link out to Google so you can read the original source reviews yourself and judge for your own.

Scores are earned, not sold

Every score on this site comes from the rubric above and nothing else. Paid placement, where it exists on the site, is always labelled clearly and never touches the score or the ranking order. If any best-of list, such as our traditional kopitiam guide, involves editorial judgment in choosing or ordering picks, that involvement is disclosed on the page itself.

Who's behind this

Ipoh Cafe Guide is published by Waypoint Local Guides, which runs independent city directories for cafes and everyday services around Malaysia, starting here in Ipoh. Rankings run on a published scoring method built on public customer reviews, and they are never for sale. Sponsored placements are always labelled, and no payment changes a score. Listings get re-checked monthly to keep details current, and the "last verified" stamp on each listing reflects that ongoing check, not a one-time entry. Editorial oversight of the rankings sits with Sarah, Editor. You can reach the publisher at hello@waypoint.my, or visit waypoint.my for more on how the directories work. To browse the full list of scored cafes, start on the home page.