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AI prompts for truthful job applications and interview practice

Prompt templates for understanding roles, comparing evidence, tailoring resumes, writing cover letters, and practising interviews

Useful application materials connect verified experience to a role without turning relevance into invention. These recipes keep ownership, dates, tools, metrics, gaps, and motivation defensible under interview follow-up.

How to use this collection

Provide a dated job posting and a closed bank of verified experience facts.
Distinguish direct evidence, transferable evidence, presentation gaps, and true gaps.
Never add software, metrics, authority, motivation, or results that the candidate cannot defend.

Tested with real examples

Choose a recipe

Showing 1–8 of 8 recipes

Learn 6 min setup

Explain a job description as tasks and skills

Translate hiring language into likely work, evidence needs, ambiguity, and interview questions

A plain-language role map with requirements, signals, unknowns, and application priorities

Open recipe

Research 7 min setup

Compare a resume with a job description

Map documented experience to explicit requirements without turning keyword similarity into evidence

A traceable match matrix, evidence gaps, application risks, and truthful improvement plan

Open recipe

Write & communicate 5 min setup

Turn real experience into resume bullets

Express verified scope, action, method, and result without inflating ownership or inventing metrics

Evidence-backed resume bullets, fact checks, variants, and missing-detail questions

Open recipe

Write & communicate 8 min setup

Tailor a resume without inventing experience

Reorder and clarify verified evidence for a role while leaving genuine gaps visible

A tailored resume draft, evidence ledger, excluded keywords, and confirmation checklist

Open recipe

Write & communicate 7 min setup

Draft a cover letter from verified experience

Connect documented experience to the role's needs without fabricating motivation, familiarity, or results

A tailored cover letter, claim-evidence map, placeholders, and submission check

Open recipe

Organize information 6 min setup

Turn an experience into a STAR interview story

Structure a truthful story around personal action, evidence, trade-offs, and learning

A spoken STAR answer, evidence ledger, follow-up answers, and missing-detail prompts

Open recipe

Organize information 6 min setup

Generate likely interview questions from a job description

Derive evidence-seeking questions from explicit responsibilities and requirements without claiming insider knowledge

A prioritized interview question bank with rationale, evidence targets, and preparation gaps

Open recipe

Learn 8 min setup

Run a question-by-question mock interview

Practice one answer at a time with evidence-based feedback, follow-ups, and a final improvement pattern

An interactive interview protocol with calibrated scoring, revisions, and practice priorities

Open recipe