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

Search

Type what you're shopping for, pick a marketplace, and optionally set filters like price range.

Step 02

We re-rank

The Wilson score weighs rating and review count. A 4.5★ with 3,000 reviews beats a 5★ with 12.

Step 03

You buy with confidence

See a ranked shortlist 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.

10 free searches. No card. Cached results forever free.

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