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Shortlist Scorer

Which numbers on a spec sheet actually predict how a thing performs, which ones exist mainly to win a glance, and how a standardized label beats either kind of brand’s own claim.

Updated 5 August 2026By Amit JainReading, not ranking

Know what you want already? The counter narrows it to two to four named products with buy links — faster than reading. Ask the counter

In short: Most shortlists are decided by whichever criterion was thought about last. This makes the weights explicit first, then applies them evenly to every option.

Weights before scores

Deciding what matters before looking at the options is the only part of this that resists motivated reasoning. Set the weights first and leave them alone.

One scale, applied evenly

Each option is scored on the same criteria and the same scale, and the weighted total is divided by the total weight so the numbers stay comparable however you weighted them.

The number is not the decision

A weighted score makes your reasoning visible; it does not make it right. If the result feels wrong, that reaction is information - usually that a weight is not what you said it was.

Common questions

What scale should I score on?

Any consistent one. Nought to ten is easy to think in. What matters is using the same scale for every option on every criterion.

What if two options tie?

Then the criteria you listed do not separate them, and the tie-breaker is something you have not written down yet. Add it as a fifth consideration and decide by hand.

Can I use fewer than four criteria?

Leave the unused weights at zero. Four is the ceiling here, not the requirement.

Questions people actually ask

Is a bigger number always the better choice?

Not past a certain point. Most specs have a range where more genuinely helps, then a point after which it stops mattering for how the thing gets used — chasing it past that point mostly just costs money.

Should a brand’s own benchmark numbers be trusted?

Treat them as a starting point, not a verdict, unless the test conditions are stated alongside the number. A figure with no stated conditions attached is a marketing choice, not a measurement.

Why doesn’t uuka just show a spec comparison table?

Because a table still leaves the sorting to you. The counter does that sorting first, then hands back the conclusion — a small number of named options and the reason each one made the list.

Where this comes from: FTC Consumer Advice — How To Use the EnergyGuide Label To Shop for Home Appliances · U.S. Bureau of Labor Statistics — How BLS Measures Price Change for Computers, Peripherals, and Smart Home Assistant Devices. Accessed 5 August 2026. uuka names products at the counter, not on this page.

uuka may earn a commission when you buy through the links it shows at the counter, at no extra cost to you. This guide names no products and carries no buy links.

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