Can an AI detector score tell us anything about a restoration write-up?

[ethanjamescolez]

I have a question about the written records people share during a British car restoration or repair.
If a workshop log, fault-diagnosis post, parts comparison, or restoration summary receives a high AI detector score, does that tell readers anything useful about the work? detector-de-ia.net
A detector is analysing the wording, not the vehicle. Its output is probabilistic, may include false positives or false negatives, and cannot prove who wrote the post. It also cannot establish that a repair was performed, that the diagnosis is correct, or that a suggested procedure is safe for a particular model.
Technical car posts can contain language that is repetitive for legitimate reasons:

• model, engine, gearbox, and component names recur throughout a diagnosis
• part numbers and measurements follow fixed formats
• workshop-manual terminology is deliberately precise
• restoration logs often use the same inspection-and-result structure
• torque values or specifications need a cited source and model context
• owners may edit or translate notes before posting them

For a real repair question, stronger evidence would be photographs, measurements, test results, service-manual references, parts receipts, and a clear description of what changed before and after the work. Safety-critical decisions still require the correct manual and, when appropriate, a qualified mechanic. A text score cannot replace either.
Disclosure: I work on a small text detector/reporting workflow, but I am deliberately not naming or linking it here. This is a restoration-documentation question, not a parts sale, repair-service promotion, or request for traffic.
Would you treat such a score as irrelevant, or could it ever justify asking for clearer sources and workshop evidence without making an accusation about the author?

 

[waltesefalcon]

For the reasons you point out, I would ignore an AI detector for pretty much any and all technical writing.

I'm a teacher, and I've spent over a decade teaching writing to high school students and college freshmen in both an History classroom and English Lit classroom. During my last couple of years in the classroom I developed some good instincts for picking out AI writing in my students, mostly because AI writing lacks a voice of its own.

The past two years I've worked as an administrator writing training materials for teachers, creating online lessons, and rarely lecturing (happily, I'm returning to the classroom in August). Anyway, in this work I've had to adopt a very neutral voice and often repetitive voice. If I were an outsider critically looking at my current work, I'd be awfully suspicious of it being AI generated because of the artificiality of the language, language I have carefully chosen to be neutral and to clearly disseminate the information to the lowest common denominator.

 

[Hamish Racing]

Or just promoting the Ai detector web site ?