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AI Resume / CV Optimizer

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AI Resume / CV Optimizer

Paste your CV and a job description to get instant AI-powered feedback. Scores keyword alignment, identifies skill gaps, highlights structural issues, and returns ready-to-use rewrite suggestions. Supports GPT-4o-mini and GPT-4o via your OpenAI API key.

What it does

This actor takes a CV / resume and a job description, then uses an LLM to produce a structured analysis:

  • Match score (0–100) — Overall fit based on keyword and skills alignment
  • Verdict — One-sentence screening assessment
  • Strengths — What the CV already does well for this role
  • Skill gaps — Required skills or keywords missing from the CV
  • Structure feedback — Layout, formatting, and presentation notes
  • Action items — Prioritized list of improvements to make
  • Rewrite suggestions — Ready-to-use text for weak or missing sections

Input

Field Type Required Description
cvText string Yes Full text of the CV/resume (plain text or Markdown)
jobDescription string Yes Full job description text including requirements
openAiApiKey string Yes Your OpenAI API key (sk-...). Get one at platform.openai.com
model string No gpt-4o-mini (default, fast) or gpt-4o (thorough)

Output

Each run produces a single dataset record:

{
  "matchScore": 72,
  "verdict": "Strong candidate — TypeScript and Node.js match well but cloud platform experience is missing.",
  "strengths": [
    "TypeScript and Node.js listed in skills match required stack",
    "5+ years of experience meets the seniority requirement",
    "Docker experience aligns with containerization nice-to-have"
  ],
  "skillGaps": [
    "No mention of AWS, GCP, or Azure — cloud platform required",
    "CI/CD pipeline experience not demonstrated with specific tools",
    "NoSQL database experience not listed"
  ],
  "structureFeedback": [
    "Add a concise professional summary at the top",
    "Quantify achievements — replace 'improved performance' with specific metrics"
  ],
  "actionItems": [
    "Add a cloud platform certification or project to address the AWS/GCP gap",
    "List CI/CD tools (GitHub Actions, Jenkins) in the skills section",
    "Add MongoDB or Redis to database skills"
  ],
  "rewriteSuggestions": [
    "Skills: 'PostgreSQL, Redis' → expand to 'PostgreSQL (primary), Redis (caching), MongoDB (exploratory)'"
  ],
  "model": "gpt-4o-mini",
  "analyzedAt": "2026-05-27T10:00:00.000Z"
}

API key

This actor requires your own OpenAI API key. GPT-4o-mini costs approximately $0.15 per million input tokens — a typical CV + JD analysis uses under 2,000 tokens, making each run a fraction of a cent.

Get an API key at platform.openai.com/api-keys.

Notes

  • CV text can be plain text, Markdown, or copy-pasted from a PDF
  • The actor runs a single LLM call per run — no storage or external requests beyond OpenAI
  • Results vary slightly between runs due to model temperature (set to 0.3 for consistency)
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