How we will rank

This site does not score the sample products. The table is sorted by the lowest in-stock price because that is the figure the feed actually has.

When testing starts, the published weights to beat are the ones from the platform plan. They are not wired into a ranker yet, on purpose:

Lifetime running cost, 30%
Reliability, 25%, using verifiable proxies such as warranty length until an open UK dataset exists
Performance, 20%
Price, 15%
Noise, 10%

Affiliate status is not a weight. The same scoring package as BotFinder refuses commercial fields, and it is not called on these sample rows.

Energy figures must be checked against the UK label or the product fiche before they are published. An EU EPREL value is a lead, not the thing we print.