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Interview coming up? Make AI quote the job ad for every question.

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Interview coming up? Make AI quote the job ad for every question.
What most of us ask AI. The usual move is to paste the job ad and ask what they'll ask and how to answer. We tried that with a fictional Marketing Coordinator ad. It returned 22 questions.

What most of us ask AI

The usual move is to paste the job ad and ask what they'll ask and how to answer. We tried that with a fictional Marketing Coordinator ad. It returned 22 questions.

Source: Our GPT-5.5 test (OpenAI API), Oct 2026

Ready-made answers, invented experience. The ad never mentions this campaign. The reply did say to adapt answers to your real experience, but the story is made up and written in your voice.

Ready-made answers, invented experience

Real output · GPT-5.5 (OpenAI API) · Oct 2026

“In my previous role, we had a seasonal promotion that involved email, social posts, website updates, and creative assets. I was responsible for keeping the timeline organized and making sure everything was ready for launch. … The campaign launched on time, and afterward I pulled performance metrics so the team could see which channels drove the most engagement.”

The ad never mentions this campaign. The reply did say to adapt answers to your real experience, but the story is made up and written in your voice.

Source: Our GPT-5.5 test, Oct 2026

Two rules that change the result. Every question must quote the ad line it comes from. Every behavioral question gets a blank STAR outline: Situation, Task, Action, Result, with no example written for you.

Two rules that change the result

Every question must quote the ad line it comes from. Every behavioral question gets a blank STAR outline: Situation, Task, Action, Result, with no example written for you.

Source: MIT CAPD, STAR method

The prompt to save. Paste the job ad right after it. Keep the blanks as blanks, and fill them in with your own real examples.

The prompt to save

Here is a job ad. List the 6 interview questions I’m most likely to get. For each question, quote the exact line of the ad it comes from. If no line supports it, write "Not in the ad" instead of a quote. For each behavioral question, add a STAR outline (Situation, Task, Action, Result) with blanks like [your example] for me to fill in. Do not write any example, number or experience for me.

Tested in GPT-5.5 (OpenAI API), Oct 2026

Paste the job ad right after it. Keep the blanks as blanks, and fill them in with your own real examples.

Six questions, six quoted lines. In our test, all 6 quotes matched the ad word for word, and no experience was invented. Four of the six questions got blank STAR outlines. Showing question 1 of 6.

Six questions, six quoted lines

Real output · GPT-5.5 (OpenAI API) · Oct 2026

1. **Tell me about a time you managed several marketing deadlines at once without letting anything slip.** **Ad line:** “- Organized: you can juggle several deadlines without dropping one” **STAR outline:** - **Situation:** [your situation] - **Task:** [your task] - **Action:** [your action] - **Result:** [your result] …

In our test, all 6 quotes matched the ad word for word, and no experience was invented. Four of the six questions got blank STAR outlines. Showing question 1 of 6.

Source: Our GPT-5.5 test, Oct 2026

What the list left out. It never used “Not in the ad”; it left out generic questions instead. It skipped “Tell me about yourself,” “Why should we hire you?” and four of the ad's ten lines. Prepare those yourself.

What the list left out

It never used “Not in the ad”; it left out generic questions instead. It skipped “Tell me about yourself,” “Why should we hire you?” and four of the ad's ten lines. Prepare those yourself.

Source: Our GPT-5.5 test, one run, Oct 2026

Check it against the ad. Tick off each ad line that got a question, then fill the blanks with real examples only. MIT's career office recommends real experiences and “I” statements.

Check it against the ad

Tick off each ad line that got a question, then fill the blanks with real examples only. MIT's career office recommends real experiences and “I” statements.

Try it: Paste a job ad you're applying for and count the lines that got a question.

Source: MIT CAPD, STAR method

Sources and assumptions

Assumptions:

The short version

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