R
Ranker.
A statistically honest shopping tool

The 5-star rating is lying to you.

We re-rank Amazon results using the Wilson score — the same math statisticians use to compare poll responses. A 4.5★ with 3,000 reviews beats a 5★ with 12 every single time.

10
free searches
6
marketplaces
0
credits for cached
// preview: what your results look like
Top Pick · #1

Cordless stick vacuum with laser detection

0.962 4.7★ 12,847 reviews €299
02 Robot vacuum with mapping & mopping 0.951
03 Handheld car vacuum, cordless 150W 0.944
04 Upright bagless vacuum, HEPA filter 0.938

How it works

Step 01

Describe what you need

Type what you're looking for, choose a marketplace, and set optional filters like price range.

Step 02

We rank by real quality

Our algorithm analyzes star ratings and review volume together. Products with genuine reviews score highest.

Step 03

See the best products

Get a ranked list of the genuinely best products, with scores, ratings, reviews, and prices at a glance.

the algorithm, briefly

We're not hiding behind a black box.

The Wilson score is a confidence interval — it asks: given this many reviews at this rating, what's the lowest the "true" rating could plausibly be?

A 5★ from 12 reviews could easily be a 3.8★ in reality. A 4.5★ from 3,000 is almost certainly a 4.5. We rank by the floor, not the ceiling.

// example
5.0 ★ · 12 reviews naive: 5.00
Wilson: 0.582
4.5 ★ · 3,000 reviews naive: 4.50
Wilson: 0.891 ← winner

Stop reading reviews. Start knowing.

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