Real Agent Cases

Work out what check-engine codes mean and what to test, with ChatGPT

Posted
by Robert Dolen (SlashGear), on Watch Wes Work
Last checked
Method:
How we verify

Evidence: Shown on videoThe source includes a video or screen recording of the agent doing the task.

PartialThe source says it only partly worked, or had a significant problem a person had to deal with.

What went wrong: ChatGPT gave general tests but, by the YouTuber's account, did not diagnose the cause; its airflow figure was vague.

Outcome

SlashGear describes YouTuber Watch Wes Work asking ChatGPT about three codes (P0171, P0420, P1101) on a 2015 Chevrolet Trax. ChatGPT suggested checking for exhaust leaks, then inspecting the mass airflow sensor and air intake, and gave theoretically accurate test methods, but its normal airflow reading was vague. The YouTuber found vacuum leaks in a PCV hose and the valve cover and, asked whether ChatGPT diagnosed the issue, said it's a matter of perspective, but ultimately it did not; SlashGear says it lacked hands-on context for this model.

Agent

ChatGPT

Prompt Recreated prompt

The source didn't share its exact prompt, so we wrote this from what it describes.

Before you start, ask me 1–3 short questions about anything important that's missing below. Keep them quick. Then do the task, checking in with me at the key points.

Goal: Understand what my car's fault codes likely mean together and get an ordered list of cheap checks to try before paying for parts.

What I can give you (ask for whatever's missing):
- Year, make, model, engine and mileage
- The exact codes from an OBD2 scan (and freeze-frame data if I have it)
- Symptoms: rough idle, smells, noises, when it happens
- Recent repairs or parts already bought

Safety first: anything touching brakes, steering, airbags, fuel lines or lifting the car is a job for a qualified mechanic unless I confirm I have the tools and experience. Say so clearly.

Rules:
- Explain each code in plain words, and say which codes are often linked.
- Rank checks from cheapest and easiest (visual, listening, smoke test) to most expensive, and say what each result would mean.
- Give model-specific known issues and recalls only if you can name a source; otherwise say it's general.
- Don't tell me which part to buy until the checks point to it.
- If a site asks for a login, a CAPTCHA or payment details, stop and hand control back to me.
- Ask for my OK before you pay, book, send, submit or cancel anything.
- Check facts that can change (prices, opening hours, dates, availability, rules) against the official source, and tell me anything you couldn't verify.

Output: A table: code, plain meaning, likely causes for my car, check to do, what result means.

You'll know it worked when: I've done the cheap checks in order and know whether I need a part or a mechanic.

Try this in:

Sends the Recreated prompt shown above. ChatGPT and Grok open with it filled in, and ChatGPT may send it straight away. Gemini opens empty, so we copy the prompt for you to paste. Every button also copies it.

Opens in a new tab. We don't see what you send.

These links are only a shortcut. We're not affiliated with OpenAI, Google or xAI, and your results may not match the source.

Optional stronger version

Our rewrite with extra checks. The poster didn't test it.

Before you start, ask me 1–3 short questions about anything important that's missing below. Keep them quick. Then do the task, checking in with me at the key points.

Goal: Understand what my car's fault codes likely mean together and get an ordered list of cheap checks to try before paying for parts.

What I can give you (ask for whatever's missing):
- Year, make, model, engine and mileage
- The exact codes from an OBD2 scan (and freeze-frame data if I have it)
- Symptoms: rough idle, smells, noises, when it happens
- Recent repairs or parts already bought

Safety first: anything touching brakes, steering, airbags, fuel lines or lifting the car is a job for a qualified mechanic unless I confirm I have the tools and experience. Say so clearly.

Rules:
- Explain each code in plain words, and say which codes are often linked.
- Rank checks from cheapest and easiest (visual, listening, smoke test) to most expensive, and say what each result would mean.
- Give model-specific known issues and recalls only if you can name a source; otherwise say it's general.
- Don't tell me which part to buy until the checks point to it.
- If a site asks for a login, a CAPTCHA or payment details, stop and hand control back to me.
- Ask for my OK before you pay, book, send, submit or cancel anything.
- Check facts that can change (prices, opening hours, dates, availability, rules) against the official source, and tell me anything you couldn't verify.
- Ask me to report back after each check before moving to the next.

Output: A table: code, plain meaning, likely causes for my car, check to do, what result means.

You'll know it worked when: I've done the cheap checks in order and know whether I need a part or a mechanic.

Before you finish: re-read my goal and constraints, check your answer against each one, and list anything you assumed or couldn't confirm.

Source

https://www.slashgear.com/1391055/can-chat-gpt-help-fix-your-car/

  • The poster reads codes with a scanner, then runs them through Google, ChatGPT and Grok, asking for the most likely causes based on online forums and reviews, and works through each likely fix with YouTube. They say the top-ranked fix has been right each time, and that they've fixed check-engine lights on three vehicles this way in two months: a Toyota 4.7 and Ford 6.0 and 7.3 engines.

    ChatGPT, Grok · Personal · Source date:

  • When a check-engine light came on and the AC stopped working, Eric Pacifici (@SMB_Attorney) asked ChatGPT, which told them to get the code read at AutoZone. ChatGPT interpreted the code and walked them through replacing a blown fuse, which fixed it.

    ChatGPT · Personal · Source date:

  • Christopher Wipper's mechanic wanted $169 just to troubleshoot a check engine light. AutoZone's free OBD2 scanner gave code P0458 (purge control valve circuit low), and the car wouldn't take fuel: it backed up in the fill tube. With no YouTube videos for the problem, Wipper used Grok to troubleshoot step by step: the air drain case on top of the fill port was clear, but the canister close valve's solenoid was stuck closed. Wipper had the replacement part in hand in 20 minutes and fixed it for $120 in less than an hour.

    Grok · Personal · Source date: