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What we learned in our first month publishing UK MOT data

64 car pages, one noisy first month

By Jacob Cartwright · Founder & editor Published · Updated

What we learned in our first month publishing UK MOT data

After one month of publishing plain-English pages built from the public UK MOT record, the clearest lesson is that readers do not want vague reliability chat: they want to know which failures repeat, which advisories matter, and whether a cheap used car is cheap for a reason.

We started MOTCost with a simple bet: MOT history is useful, but most people do not have the time or patience to read it cold.

The public UK MOT record is full of clues. Some are obvious, such as a car failing on tyres, brakes or lights. Others need more care. A string of suspension advisories tells a different story from one isolated worn wiper blade. Mileage gaps can be innocent, but they still deserve a second look. Repeated emissions failures on an older diesel are not the same kind of risk as a loose registration plate lamp.

That sounds obvious once written down. It was less obvious which parts readers would actually click, share, question or argue with.

The first month gave us a sharper answer.

The cars people clicked first

The most-clicked pages were not exotic, expensive or rare. They were the cars that fill supermarket car parks, school runs and first-car shortlists.

The Ford Fiesta led the first-month table. That did not surprise us. It is everywhere, it has a huge used market, and it sits in the zone where MOT history can change the buying decision quickly. A clean-looking Fiesta at the wrong price can still carry a trail of corrosion, suspension and tyre neglect. A scruffy one with a boring MOT record may be the better buy.

The other high-click pages followed the same pattern: practical hatchbacks, common crossovers, older family cars, and cheap runabouts with enough supply that buyers are comparing several examples at once.

We counted visits to individual car pages during the first publication month, then ranked model pages by click count. This is reader behaviour on MOTCost, not a claim that the Fiesta is the most common car on UK roads or the most failure-prone car in the public record.

That distinction matters. A popular page is not automatically a problem car. It usually means a car is common, affordable, and often cross-shopped. Readers use MOTCost when the stakes are practical: should I view this one, walk away, negotiate, or budget for work?

What surprised us

The biggest surprise was how little patience readers had for generic reliability scores.

That is healthy. A single score can be tidy, but it often hides the thing that matters. Two cars can land near the same broad reliability band while having very different risk profiles. One might fail often on cheap lighting and tyre issues. Another might have fewer failures but nastier patterns around corrosion, emissions or suspension.

Readers seemed to understand that quickly. The questions coming in were not “is this car good?” as often as expected. They were more specific:

Is a repeated advisory worse than one failure?

That is exactly the right question.

A failure tells you the car did not meet the minimum standard on test day. An advisory tells you the tester saw something that was not yet bad enough to fail. Repeated advisories can be more revealing than a one-off failure, because they show what was spotted, left unresolved, and carried forward.

A car failing once on a tyre and passing after replacement is not a life story. A car carrying structural corrosion advisories across several tests is closer to a pattern.

The questions readers kept asking

Three themes came up again and again: advisories, mileage and repeat failures.

Advisories are awkward because they sit between “fine” and “failed”. Many buyers under-read them. Some sellers over-dismiss them. The truth depends on the item, age, mileage and repetition.

Mileage questions were more nervous. Readers wanted to know whether a gap, drop or strange annual jump meant a car had been clocked. We are careful here. MOT mileage is useful, but it is not a courtroom on its own. Entry mistakes happen. Cars sit unused. Imports and plate changes can complicate the story. Still, a mileage record that does not make sense should slow a buyer down.

Repeat failures were the easiest for readers to grasp. If the same type of problem comes back, it suggests either the car is wearing through that system quickly, the repair quality was weak, or the owner has been doing the minimum to get a pass.

We grouped reader-submitted questions by primary topic. Some messages touched more than one topic, but each was assigned to the main decision point the reader was asking about.

The useful editorial lesson is that we should write less like a database label and more like a cautious mechanic talking through risk.

The small-car bias is real

Small hatchbacks dominated the most-clicked pages. That is partly a volume story, but it is also a buyer-stress story.

A buyer looking at a cheap small car is often working inside a hard budget. They may not have another £900 ready for suspension work, tyres and brake pipes. A missed warning sign has a bigger impact when the car itself costs £2,500 than when it costs £25,000.

That is why we are wary of bland phrases like “budget-friendly”. A used car is not budget-friendly if it passes the purchase price test and fails the ownership test.

We classified the first-month car-page set by broad vehicle type, then compared click concentration by type. The pattern leaned heavily toward small hatchbacks and everyday family cars rather than performance, luxury or niche models.

This will shape the next batch of pages. We will keep covering common cars first, because that is where the reader value is clearest. More obscure models can wait until the core used-car market is better served.

What we got wrong

We underestimated how much context each page needs.

Early drafts leaned too hard on the raw pattern: fail rates, common defect areas, repeated advisory themes. That is useful, but it can feel blunt. A twelve-year-old diesel family car and a five-year-old petrol city car should not be judged with the same emotional temperature.

Age matters. Mileage matters. Use matters. A car that has done short urban trips will often tell a different MOT story from one that has lived on motorways. The public record does not explain every cause, so the writing has to stay disciplined.

The line we are trying to hold is simple: say what the record shows, say what it may mean, and do not pretend it proves more than it does.

That is also why we avoid turning the pages into buying verdicts. MOT history is one part of a decision. It should sit alongside service history, inspection, price, ownership costs and the condition of the exact car in front of you.

What changes next

The next month will be more focused.

We are adding clearer sections for repeat advisories, better plain-English explanations of defect categories, and more comparison between failure types. A brake light failure and structural corrosion should not carry the same editorial weight just because both appear in an MOT record.

We will also make the “what to ask the seller” parts sharper. Readers do not just need to know that a pattern exists. They need a question they can actually use on the phone, in a forecourt, or beside the car.

For example:

“Has the corrosion advisory been repaired, or has it just passed again since?”

That is better than telling someone to “check for rust”. It points to the specific uncertainty created by the record.

The guide layer matters too. A lot of readers still need the basics before they can use the model pages properly.

The first-month take

The first month made MOTCost less abstract.

Before launch, the idea was “make MOT data easier to read”. After a month of clicks and questions, the job is narrower and harder: help readers spot the difference between ordinary used-car wear and a warning pattern that should change the price, the inspection, or the decision to buy.

That means fewer sweeping verdicts. More examples. More attention to repeat defects. More care around mileage. More practical questions for buyers.

The public UK MOT record is not perfect, but it is too useful to leave buried in test-history tables. The first month proved that readers will use it when the translation is clear, specific and honest.

Commercial links above do not affect our findings. The product shown is the one our data points at, not the one that pays best. How we decide →

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