Insights · Consumer Electronics

When “universal” is the least useful word on the page

We read consumer electronics listings with one question in mind: could an AI shopping assistant confidently tell a buyer whether a product works with the equipment they already own?

Almost every electronics purchase is a compatibility purchase. A buyer is not choosing a charger, a cable, a dock or a memory card in isolation — they are choosing something that has to work with a device they already own. That makes the deciding question narrow and factual: does this meet the specification my equipment needs?

A specification is a number and a named standard. “Fast,” “powerful” and “universal” are neither.

The distinction is sharper here than in most categories, because the answer is usually a genuine comparison rather than a judgement. 65 watts either covers the laptop or it doesn't. USB Power Delivery 3.0 either matches what the device negotiates or it doesn't. A 5Gbps port and a 10Gbps port are different products at similar prices. An assistant can do that comparison instantly and reliably — but only against a stated figure. Given “fast charging,” it has nothing to compare at all.

There is a second effect worth naming. When a listing states a number, an assistant can also state the limit: this covers a 65-watt laptop but not a 100-watt one. That is a more useful recommendation than an enthusiastic one, and it is the kind of answer that gets a product chosen by the buyer it actually suits — instead of returned by the one it doesn't.

Why this happens

The specification is in the image, and the copy is in the marketing

A specification can be published in several places: a manufacturer's spec-sheet graphic, a comparison chart, or a feature image built for a product page. Those are excellent for a human scanning quickly, and unreadable to an assistant reading text. What is left in the description is written to sell the benefit, and benefit language deliberately avoids numbers.

A broad compatibility claim also carries a hidden cost. “Works with most laptops” asks an assistant to vouch for something the listing hasn't established — so it won't. It will hedge, or recommend the product that named its wattage, its standard and its version. Precision is not a smaller claim than “universal”; it is a claim an assistant can actually repeat.

What to do about it

Six changes that make the biggest difference

Can AI confirm your products are compatible?

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Squiggle's category guidance is informed by ongoing analysis of publicly available ecommerce product information. Illustrative examples explain common product-understanding principles and do not represent findings from any one merchant or the entire category. No individual store is named. Squiggle assesses the evidence a listing provides; it does not verify that any product meets a stated specification or works with any particular device. Public catalogue data only — no account access, sales data, or private information was used.