Garages and car dealerships
Garage estimates need a defined scope
An AI response must not turn a customer’s fault description into a repair price. Distinguish a public price for an exact service, an indicative estimate and a specific garage-approved quotation. Uncertainty about the fault must remain visible in the enquiry.
Understand the task
Descriptions such as “noise” or “starting problems” can represent different jobs. An earlier repair on a similar car does not establish this vehicle’s needs. Collect the description and necessary practical information, but let the garage determine inspection, parts and scope.
Prepare these inputs
- Approved prices with exact service and conditions.
- The customer’s fault description without altering its meaning.
- The garage’s approval process for estimates and additional work.
A practical workflow
- Classify the price enquiry by how well scope is known, not by the model’s confident wording.
- Show a public price only when all conditions match. Otherwise request a garage assessment.
- Retain the approved version and issuer when a quotation is later prepared. A draft reply must not approve additional work.
Worked example, not a customer case
An illustrative example
Illustrative example: a customer describes a noise and cites an advertised service price. The assistant explains that the price applies to the named service and forwards the fault description. It neither diagnoses the noise nor promises the price covers the repair.
Test failures and exceptions
| Test input | Expected outcome |
|---|---|
| The customer requests a binding price without inspection. | Hand over without inventing an amount. |
| The price list excludes a vehicle type. | Retain that exclusion in the answer. |
Evaluate whether it helps
Review unapproved price statements and staff corrections. Check whether the customer understood what remained an enquiry. Do not optimise fast price responses at the expense of scope accuracy.
Next step: Test the distinction between an exact service and an undefined fault before enabling price answers.
Sources and scope
Examples are editorial exercises using fictional information. They do not describe completed customer tests or activated integrations. The authority source below provides AI and data background rather than approval of the exercise.
Want to clarify your own workflow?
Bring one task and a non-sensitive example. Scope, price and timing are agreed individually before work. Reading a guide activates no customer messages or system actions.
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