Turn a Job Posting Into Your Own Interview Prep Guide

You have an interview in three days and no idea what they’ll actually ask. Here’s the fix: paste the job posting into Claude, and in under a minute you’ll have 8 likely questions, your key talking points, and a checklist of exactly what to brush up on before you walk in.

Sound familiar?

You’ve reread the job description five times. You feel vaguely ready. Then someone asks “why are you a good fit for this role?” and your mind goes blank.

The posting had the answers the whole time — you just never decoded them.

The 60-second fix

1. Copy the entire job posting (yes, the whole thing — responsibilities, requirements, “nice to haves”).
2. Paste it into Claude with the prompt below.
3. Read the output, highlight the 2-3 points you’re weakest on, and practice those out loud once.

Here is a job posting I'm interviewing for. Based on it, give me:
1. 8 likely interview questions (mix of behavioral and role-specific)
2. 5 key talking points I should work into my answers, tied directly to what they're asking for
3. A skills checklist from the posting, marked as "strong," "okay," or "need to prep"

Job posting:
[paste job description here]

Real example

Input: A posting for “Marketing Coordinator” at a mid-size retail brand, mentioning social media scheduling, email campaigns, basic analytics, and “thrives in a fast-paced team.”

Claude’s output (trimmed):

Likely questions:
– Tell me about a time you managed multiple campaigns at once. How did you prioritize?
– How do you decide what content to post and when?
– Walk me through how you’d read an email campaign’s performance data.

Talking points to weave in:
– Mention specific scheduling tools you’ve used (Buffer, Hootsuite, Later)
– Cite one real metric you improved — e.g., “raised email open rate from 18% to 24% over two months”

Skills checklist:
– Social media scheduling — strong
– Email marketing platforms — okay
– Analytics/reporting — need to prep

That last line just told you exactly what to Google before Thursday.

Level up

• Ask Claude to also draft 3 smart questions you should ask the interviewer, pulled straight from the posting.
• Paste your resume too and ask: “Which of my experiences best match this posting’s requirements?”
• Ask for a 30-second “elevator pitch” tailored to this specific role.

FAQ

Can AI really predict real interview questions?
Not word-for-word, but it spots patterns. Most interviewers ask questions tied directly to the skills and responsibilities listed in the posting, so this preps you for what’s actually likely to come up.

Is this considered cheating?
No. This is prep, not scripted answers to memorize. Think of it like using the job posting as a study guide, the same way you’d outline material before a test.

Do I need a paid AI plan for this?
No — this works fine on a free plan of any major AI assistant. Just paste and go.

Today’s check-in

Try this before your next interview and reply in the community with the one skill your checklist told you to brush up on. Tomorrow: turn a photo of your fridge into 5 recipe ideas — dinner solved in one snap.