Industry solutions

Service Documentation From the Bay

Dictate an inspection or a customer conversation and get back a clean, consistent write-up.

Who this is for

Service advisors, technicians, dealership service departments, and independent shops producing documentation between vehicles.

What you get back

Automotive documentation, field by field

The transcript on one side, the extracted values on the other - each with a confidence score and the quote behind it, so a reviewer can see which ones need checking.

Transcript0:04:12
  • 0:12Clinician: Patient presents with a two-week history of shortness of breath on exertion.
  • 0:31Clinician: Blood pressure one thirty-eight over eighty-four, pulse seventy-two and regular.
  • 0:58Clinician: Currently taking metoprolol succinate, twenty-five milligrams once daily.
  • 1:22Patient: I have been taking it in the mornings, with food.
  • 1:40Clinician: Plan is to continue the current dose and review in four weeks.
Extracted fieldsProgress note
  • MedicationMetoprolol succinateHigh0.98
  • Dose25 mgHigh0.96
  • FrequencyOnce dailyHigh0.94
  • RouteOralReview0.62
  • Allergies—Not found

Allergies were not discussed in this recording. Reported rather than inferred.

AttestationNot yet signed
Mode Human-verifiedReviewer A. PatelNeeds attention Not found

How automotive transcription works

Service documentation is written by people whose hands are busy. A technician mid-inspection is not going to a terminal to type findings, so findings get remembered and entered later in compressed form - which is how a thorough inspection becomes a three-line note and how recommended work goes unsold because nobody wrote down why it was recommended.

Dictation fits that workflow better than typing does. Findings narrated during an inspection arrive as text that can populate a write-up, an estimate justification, or notes on a repair order. The detail that makes a recommendation persuasive to a customer is the detail that gets lost when documentation waits.

Customer conversations matter for a different reason. A service advisor describing a diagnosis at the counter is producing the explanation the customer will act on, and a record of what was actually said protects both sides when a repair is questioned later.

Accuracy requirements here are real but specific: part numbers, measurements, and vehicle identifiers are where errors cost money, and they are exactly the numeric content automated transcription handles least reliably. Human review is worth it on anything that becomes an estimate or a warranty record.

Alphanumeric strings are the hard case and it is worth understanding why. A model transcribing ordinary speech has grammar and context to constrain its guesses; a part number has neither. There is nothing in the surrounding sentence to rule out a wrong digit, so the error arrives looking exactly like a correct one. A VIN, a torque specification, or a measurement in thousandths transcribed wrong into an estimate is a number someone will order parts against.

Warranty documentation raises the stakes further. A claim rests on the written record of what was found, what was done, and why - and a manufacturer reviewing it months later has only the document. Notes compressed because documentation waited, or numbers transcribed approximately, are the two ways a legitimate claim becomes a denied one. That is the specific case where paying for review is straightforwardly cheaper than not.

Ambient noise is the practical constraint on dictating in a service bay, and it is worth being honest that it affects results. Compressor noise, impact tools, and radio all degrade automated transcription, which is part of why these files benefit from review rather than being released on model output. Dictating in a quieter moment between jobs, or stepping away from active work, produces materially better transcripts than narrating over a running lift.

Challenges facing automotive professionals

  • Inspection findings compressed to a few lines because documentation waited
  • Recommended work unsold because the reason was never written down
  • Part numbers and measurements transcribed incorrectly into estimates
  • No record of what a service advisor actually told a customer
  • Inconsistent write-up quality across advisors and shifts

How we help

  • Dictate in the bay in the browser rather than at a terminal
  • Inspection narration turned into structured write-ups
  • Part numbers, measurements, and identifiers verified under human review
  • Templates for repair orders, inspection reports, and estimates
  • Customer conversations recorded and transcribed for the file
  • Export to PDF or DOCX for the customer-facing copy

Templates built for this work

Repair Order NotesMulti-Point Inspection ReportEstimate JustificationCustomer Conversation RecordVehicle Condition ReportWarranty Claim Notes

Automotive transcription questions

Can technicians dictate during an inspection?

Yes - recording happens in the browser on a phone or tablet, so there is no trip to a terminal and no file to transfer. That is most of the value: documentation that waits is documentation that shrinks.

How do you handle part numbers and measurements?

Under human review, because alphanumeric strings are the content automated transcription gets wrong most often - there is no linguistic context to constrain the guess. For anything becoming an estimate or a warranty record, that review is the difference between a document you can send and one you have to check.

Is this worth it for a small independent shop?

It depends on volume and on whether documentation is currently a bottleneck. A $25 minimum per order means short one-off dictations are inefficient; batching a day of inspections into one order is not. If write-ups are already getting done properly and on time, this solves a problem you do not have.

Does bay noise affect transcription quality?

Yes, and it would be dishonest to claim otherwise. Compressor noise, impact tools, and radio all degrade automated transcription, which is part of why these files benefit from human review rather than being released on model output. Recordings made over a running lift are quoted at the difficult-audio rate from $2.25 per minute, and we tell you before work begins. Dictating in a quieter moment between jobs produces materially better results for the same money.

Can transcripts populate a repair order or estimate directly?

Dictated findings come back as structured text you can paste into a repair order, estimate, or inspection report, and we can match a template your shop already uses. What it does not do is integrate directly with a dealership management system - the output is a document, not an API write into your DMS. Worth being clear about, because that is the step vendors sometimes imply.

How quickly can a write-up come back?

Within one business day on 24-hour same-day turnaround at $3.50 per minute, two on 48-hour rush at $2.50, and four on 4-day standard at $1.75. For documentation a customer is waiting on before authorising work, same day is the tier that matters; for records being filed after the fact, standard is the same document for half the price.

The regulatory information on this page is general background compiled from public primary sources, not legal or compliance advice. Requirements change and vary by jurisdiction and by court. Verify current rules with the relevant authority or your own counsel before relying on them.

Automotive transcription, reviewed before delivery

Upload a file or dictate in the browser. We confirm the price before work begins.

Human-verified orders carry a minimum: $25 for audio and documents, $30 for video. AI-only orders have no minimum.