Our Testing Methodology & Data Sources

Last updated: 18 May 2025

1 | Why Trust Bestfinder?

Bestfinder delivers independent buying advice for UK consumers.
Our reviewers combine hands-on experience, large-scale data analysis and continuous user feedback to pick the kit we would buy ourselves.

Core principles

  • Demonstrable experience & expertise
  • Full transparency on data collection and scoring
  • No paid placements – affiliate links never affect rankings

2 | Where Our Data Comes From

SourceWhat we use it for
Public Amazon.co.uk product pagesOfficial images, RRP, headline specifications, verified-buyer review text
Manufacturer press kits / PDF spec sheetsHigh-resolution photography, exact wattage & capacity figures
Independent lab or safety certificates (when available)Noise level, power draw, CE / UKCA compliance

Copyright note
Amazon and the Amazon logo are trade marks of Amazon.com, Inc. or its affiliates.
All images are stored locally on our CDN and used under fair-use or brand permission.


3 | How We Test & Rate Products

  1. Short-listing – 20-40 models sourced by sales rank (Amazon UK) and customer rating ≥ 4.0 / 5.
  2. Data harvest – We export every verified review text and core specs, then deduplicate spam.
  3. AI-assisted sentiment analysis – Large Language Model (GPT-4) scores six quality pillars:
    performance • ease of use • durability • cleaning • noise • value.
  4. Editorial verification – Human editors spot-check outliers and run targeted hands-on tests
    (e.g. ice-crush speed, decibel meter, battery run-time).
  5. Weighted scoring
PillarWeight
Performance40 %
Ease of use15 %
Durability15 %
Cleaning & maintenance10 %
Noise & ergonomics10 %
Value for money10 %
  1. Final ranking & “Best for …” tags – Top-scoring ten products appear in each comparison table.

Human-in-the-loop
AI speeds up review summarisation, but every score is approved by a human editor before publication.


4 | Frequently Asked Questions

Do brands pay to appear in your lists?
No. We may earn a small commission if you purchase via Amazon links, but brands cannot buy placement or alter scores.

How often are rankings updated?
Data refresh is monthly; we re-test whenever a major hardware or firmware revision appears.

How accurate is the AI sentiment analysis?
Cross-checks show ±0.1 variance versus manual scoring on 500-review sample sets. Human editors still make the final call.


5 | Contact & Corrections

Found an error or outdated figure?
Email info@bestfinder.co.uk updates normally go live within 48 hours.