CV Job Match AI Actor

An Apify Actor that scores a pasted CV against one or more pasted job descriptions using AI evaluation.

The Actor does not use hardcoded keyword matching or deterministic local scoring. Each job description is evaluated separately and produces its own match score, rating, summary, matched skills, missing skills, strengths, gaps, and recommendations.

Input

{
    "jobDescriptions": [
        "We are looking for a Software Engineer with React, TypeScript, Node.js, APIs, PostgreSQL, testing, and CI/CD experience.",
        "We are hiring a Frontend Engineer with strong accessibility, design system, and testing experience."
    ],
    "cvText": "Frontend engineer with experience building React and TypeScript applications, integrating APIs, writing tests, and collaborating with product teams."
}

Set the private AI provider API key before running the Actor. Customers do not need to provide their own model key.

Pricing

Monetization is enabled with Apify pay-per-event pricing. Configure one event:

apify-default-dataset-item = $0.005 per scored job description

Cloud runs check event pricing and the remaining run budget before calling the AI provider. Local tests skip billing but still use provider credits.

The Actor saves one dataset item per job description. Apify charges the apify-default-dataset-item event for each dataset item, so each scored job description is billed as one result.

Output

{
    "jobIndex": 1,
    "jobDescription": "We are looking for a Software Engineer with React, TypeScript, Node.js, APIs, PostgreSQL, testing, and CI/CD experience.",
    "score": 78,
    "rating": "Good match",
    "summary": "The CV is a good match for frontend requirements but has weaker evidence for backend database and CI/CD work.",
    "strengths": ["React and TypeScript experience", "API integration experience"],
    "gaps": ["No clear PostgreSQL evidence", "No CI/CD evidence"],
    "matchedSkills": ["React", "TypeScript", "APIs", "testing"],
    "missingSkills": ["PostgreSQL", "CI/CD"],
    "recommendations": ["Add truthful PostgreSQL or CI/CD examples if available."],
    "analyzedAt": "2026-09-15T02:45:00.000Z"
}

Local Development

npm install
apify run

Deploy

$apify push