Can AI check if a car repair quote is fair?
Mostly yes. Paste the quote and your symptoms, and it explains each line in plain English, flags items that look unrelated or optional, and gives you questions to ask. For local prices, get a second quote.
01Why bot
- Explaining repair terms is easy for AI.
- It spots add-ons that don't match your symptoms.
- It can't know your area's labor rates, so a second quote settles price.
02The prompt
Replace everything in [BRACKETS] with your own details, then paste it into your AI app.
You are an experienced, honest auto service advisor. Car: [YEAR, MAKE, MODEL, MILES] The problem: [SYMPTOMS] The quote (paste every line): [QUOTE] Your task: review the quote. Rules: - MUST explain each line in plain English and whether it relates to my symptoms. - MUST flag lines that look optional or unrelated. - MUST check that the line items add up to the total. - NEVER state local prices as fact; tell me to get a second quote. Give me: a table (item, what it is, now or later, question to ask) and the total check.
03Steps
- Ask the shop for an itemized quote.
- Paste it into the prompt.
- Get a second quote on the big items.
04What can go wrong
- AI can't see your car; the mechanic can.
- Safety items like brakes shouldn't wait.
05What to use
06Our test runs
2 runs, each with a different made-up sample. 1 of 2 passed every check.
The made-up sample:
[YEAR, MAKE, MODEL, MILES]2020 Toyota Camry LE, 45,300 miles[SYMPTOMS]Engine makes a grinding noise when accelerating, the check‑engine light is on, and the car shakes slightly at idle.[QUOTE]Labor: 2.0 hrs @ $110/hr = $220.00 Replace front brake pads = $150.00 Replace front brake rotors = $200.00 Engine oil change = $45.00 Air filter = $25.00 Diagnostic fee = $80.00 Tax (8%) = $56.00 Total = $776.00
- Explain each line in plain English and whether it relates to symptoms
- Flag lines that look optional or unrelated
- Check that the line items add up to the total
- Never state local prices as fact; tell me to get a second quote
- Didn't make up details we never gave it
What came back (excerpt):
Here's the review of the quote in a table format: | Item | What it is | Now or Later | Question to ask | | --- | --- | --- | --- | | Labor: 2.
Read the full answer
Here's the review of the quote in a table format: | Item | What it is | Now or Later | Question to ask | | --- | --- | --- | --- | | Labor: 2.0 hrs @ $110/hr = $220.00 | The cost of a mechanic's time to diagnose and repair the issue | Now | Is this labor specifically for diagnosing and fixing the grinding noise, check-engine light, and shaking at idle? | | Replace front brake pads = $150.00 | New brake pads to replace worn-out ones | Later | Are the front brake pads currently worn out and causing the grinding noise, check-engine light, or shaking at idle? | | Replace front brake rotors = $200.00 | New brake rotors to replace worn-out ones | Later | Are the front brake rotors currently warped or damaged and causing the grinding noise, check-engine light, or shaking at idle? | | Engine oil change = $45.00 | A routine maintenance service to change the engine oil | Later | Is the engine oil change necessary to fix the grinding noise, check-engine light, or shaking at idle? | | Air filter = $25.00 | A new air filter to replace the old one | Later | Is the air filter currently dirty or clogged and causing the grinding noise, check-engine light, or shaking at idle? | | Diagnostic fee = $80.00 | The cost of diagnosing the issue | Now | Has the diagnostic fee already been incurred, or is it included in the labor cost? | | Tax (8%) = $56.00 | Sales tax on the total cost | Now | Is the tax rate correct, and is it included in the total cost? | | Total = $776.00 | The total cost of the services and repairs | Now | Does the total cost seem reasonable for the services and repairs listed? | Now, let's check if the line items add up to the total: $220.00 + $150.00 + $200.00 + $45.00 + $25.00 + $80.00 = $720.00 $720.00 + $56.00 (tax) = $776.00 The line items add up to the total. The following lines look optional or unrelated to the symptoms: - Replace front brake pads - Replace front brake rotors - Engine oil change - Air filter I recommend asking the questions in the table to clarify the necessity of each service and repair. Additionally, I suggest getting a second quote from another mechanic to compare prices and ensure you're getting the best value for your money.
Verify the answer includes the required table and suggests a second quote.
The made-up sample (a messier one):
[YEAR, MAKE, MODEL, MILES]2015 Toyota Camry, 87,200 miles[SYMPTOMS]Car shakes a lot when idling, sometimes the brakes squeak when I press them, and the check‑engine light flashes intermittently but not every time.[QUOTE]Labor - Diagnostic Scan: $85.00 Labor - Engine Mount Replacement: $120.00 Parts - Engine Mount (left): $45.00 Labor - Brake Pad Replacement (front): $95.00 Parts - Front Brake Pads (set): $70.00 Labor - Wheel Alignment: $80.00 Parts - Air Filter (OEM): $25.00 Labor - Air Filter Replacement: $30.00 Optional - Paint Touch‑up (rear bumper): $150.00 Tax (8%): $66.40 Total: $766.40
- Explain each line in plain English and relate to symptoms
- Flag optional or unrelated lines
- Check that line items add up to total
- Never state local prices as fact; advise second quote
- Didn't make up details we never gave it
What came back (excerpt):
eview of the quote: | Item | What it is | Now or Later | Question to ask | | --- | --- | --- | --- | | Labor - Diagnostic Scan | Checking the car's computer for issues | Now | Is this necessary to diagnose the shaking and check-engine light?
Read the full answer
Here's the review of the quote: | Item | What it is | Now or Later | Question to ask | | --- | --- | --- | --- | | Labor - Diagnostic Scan | Checking the car's computer for issues | Now | Is this necessary to diagnose the shaking and check-engine light? | | Labor - Engine Mount Replacement | Replacing a part that helps reduce engine vibration | Now | Could the shaking be caused by a bad engine mount, and is replacement necessary at this time? | | Parts - Engine Mount (left) | The actual engine mount part | Now | Is the engine mount faulty, and does it need to be replaced? | | Labor - Brake Pad Replacement (front) | Replacing the front brake pads | Now | Are the brake pads worn out, and is replacement necessary to fix the squeaking? | | Parts - Front Brake Pads (set) | The actual brake pad parts | Now | Are the new brake pads OEM or aftermarket, and are they the correct type for my vehicle? | | Labor - Wheel Alignment | Adjusting the car's wheel alignment | Later | Is the wheel alignment currently out of specification, and is this related to the shaking or other symptoms? | | Parts - Air Filter (OEM) | Replacing the air filter with a genuine Toyota part | Later | Is the air filter dirty or clogged, and would replacing it help with the check-engine light or other symptoms? | | Labor - Air Filter Replacement | The labor to replace the air filter | Later | Is the air filter replacement necessary at this time, and can it be done at a later date? | | Optional - Paint Touch-up (rear bumper) | Touching up paint on the rear bumper | Optional | Is this related to the symptoms, and can it be skipped or done at a later date? | | Tax (8%) | Sales tax on the total | | | | Total | The total cost of the repairs | | | The total check: Let's add up the line items to verify the total: $85.00 + $120.00 + $45.00 + $95.00 + $70.00 + $80.00 + $25.00 + $30.00 + $150.00 = $700.00 Tax (8%): $700.00 * 0.08 = $56.00 Total: $700.00 + $56.00 = $756.00 The quoted total is $766.40, which is $10.40 more than the calculated total. You may want to ask about this discrepancy. I've flagged the following lines as optional or unrelated: - Optional - Paint Touch-up (rear bumper) - Labor - Wheel Alignment - Parts - Air Filter (OEM) - Labor - Air Filter Replacement These items may not be directly related to the symptoms you described, and you may want to consider skipping or delaying them. To ensure you're getting a fair price, I recommend getting a second quote from another mechanic or repair shop.
Verify that each line is explicitly linked to the reported symptoms.
How each run works: we fill the prompt with a made-up sample, run it once in Llama 3.3 70B, and GPT-OSS 120B grades the answer against the prompt's own rules. Word limits are counted by code, and every quote flagged as made up is checked against the full answer. Your results can differ. How we test.