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How we value cars — our data & methodology

Every price assessment on GCC Car Deals is generated the same way, from the live market. This page explains exactly how we group listings, work out a typical price, score deals, and decide what to trust — so you can judge our numbers for yourself.

Editor: Amman Abbasi · GCC Car Deals

Bringing the whole market into one place

We continuously gather car listings from across Saudi Arabia's car marketplaces and match the same vehicle wherever it appears. Listings for the same make, model, year and trim are folded into a single card, so instead of opening a dozen tabs you see every listing for one car in one place, cheapest first.

The typical price

For each model we take the median of the listings we trust — the middle price, not the average — because the median isn't dragged around by one unusually high or low ad. We call this the typical price, and it's the anchor every deal is measured against. The more listings a car has, the more reliable that figure is.

How we score a deal

Each listing is evaluated against market fair value and assigned one of five price bands: Great price, Good price, Lower price, Fair price, or Higher price. When data is limited, we honestly disclose if a car is the only one found or has too few listings to judge. We weigh mileage and condition where available, because a cheap car with very high mileage is not the same deal as one with low mileage.

Filtering out bad data

Scraped prices are noisy: a monthly instalment or a deposit is sometimes published where a sale price should be. Before we calculate anything we strip out figures that are implausibly low or high for the model, so a single junk number can't distort the typical price or invent a fake bargain.

Knowing when a car is gone

Listings sell. We re-check older ads and mark cars that have clearly been taken down, and on some sites we read the sold state directly. A price you see is meant to be one you can still act on — not a stale ad from months ago.

Confidence, and what we don't claim

Our assessment is an estimate built from public listings — not an appraisal or financial advice. It is strongest where a model has many similar listings and weakest where data is thin, and we show how confident the numbers are. Always confirm details on the original listing and inspect the car before you buy.

We link out — we never mirror

GCC Car Deals does not sell cars or copy listings. When you find a car you like, we send you straight to the original source to continue. The seller, the price and the transaction are always theirs — our job is simply to help you find the right listing faster.

Where we use machine learning

Three things on the site are produced with the help of machine-learning models, and we label them as estimates: the fair-value estimate for a car (a model-based figure shown next to, never instead of, the real market median), the price verdict that summarises how a listing sits against its market, and the condition notes we read out of a listing's own description. Everything else — the typical price, deal bands, sold signals and trends — is arithmetic over the listings we collected. No model ranks sponsors, invents a price, or writes a listing.

How we check our data