AI Resume Tailoring Assistant
Rewrites a CV for one specific job post and shows what the screener will miss.
Problem & target users
Applicants send the same generic CV everywhere and get filtered out by keyword screening before a human ever reads it.
Who it's for: Job seekers, career changers, graduates, recruiters coaching candidates.
Proposed solution
Paste a CV and a job description, get a keyword gap analysis, a rewritten CV tailored to the role with truthful phrasing, and a matching cover letter.
Features
- Keyword gap report against the job post
- Section-by-section rewrite suggestions
- ATS-safe formatting export
- Cover letter generation
- Version history per application
Difficulty & tech stack
Difficulty: Beginner
Monetization & pricing
- Freemium
- One-time unlock per CV
- Monthly subscription for active searchers
Suggested pricing: Free 1 tailoring, $7 one-time for a single job pack, $12/mo unlimited.
Customer acquisition
SEO for 'CV for [role]' queries, TikTok and LinkedIn career-advice content, and university career-service partnerships.
First 10 customers: Offer free tailoring in r/jobs and r/resumes for a week, ask each person to report back whether they got a callback, and use those results as your landing-page proof.
Build steps
- Build the paste-in editor and job-post parser
- Build the keyword gap analysis
- Write the rewrite prompt with a strict no-fabrication rule
- Add ATS-safe DOCX and PDF export
- Add cover letter generation
- Add accounts, history and payments
Risks & challenges
- AI can invent experience — guardrails and user confirmation are mandatory
- Crowded market with free alternatives
- One-off usage means weak retention unless you add tracking
Ready to build it?
Get a full product spec plus a paste-ready prompt for your AI app builder.