HR Tech

AI-powered API

Resume/CV Job Match Score

Smart AI scoring for CV-to-job compatibility

Effortlessly evaluate how well a candidate fits a role using SharpAPI's Resume/CV & Job Description Compatibility Scoring API. Upload a resume, provide a job description, and let our powerful scoring engine analyse compatibility across 20 key hiring criteria.

This endpoint is designed to help HR platforms, recruitment systems, and ATS providers instantly quantify CV-to-job fit using AI-powered Natural Language Processing and weighted scoring models.

The API provides structured match scores for core hiring criteria such as skills, education, experience, certifications, soft skills, and more. It also returns human-readable explanations for the most critical matching areas to support better decision-making.

This API is perfect for developers working on:

  • Automated candidate screening
  • ATS integration
  • Smart job-matching algorithms
  • HR analytics dashboards

AI jobs involve two key steps:

  1. Submitting the AI job: Initiating the process by sending the job request.
  2. Monitoring and receiving results: Continuously checking the job status and obtaining the final output upon successful completion.

The resume file must be uploaded using form-data as the parameter named file. You must also provide a content string with the full job description. The optional language parameter defines the explanation output language (default is English).


Step 1. Submit the Compatibility Scoring Request

Endpoint: POST - /api/v1/hr/resume_job_match_score

REQUEST EXAMPLE:

curl --location 'https://sharpapi.com/api/v1/hr/resume_job_match_score' \
--header 'Accept: application/json' \
-H "Authorization: Bearer YOUR_API_TOKEN" \
--form 'file=@"Resume.pdf"' \
--form 'content="Software Engineer - We are looking for a Software Engineer proficient in JavaScript, React, and Node.js, with experience in Agile methodologies."' \
--form 'language="English"'

RESPONSE EXAMPLE:

{
  "status_url": "https://sharpapi.com/api/v1/job/status/45da1abe-35a3-4628-ae70-e2cb48c084c2",
  "job_id": "45da1abe-35a3-4628-ae70-e2cb48c084c2"
}

Step 2. Monitor & Fetch Results

Endpoint: GET - /api/v1/hr/resume_match_score/job/status/:uuid

This endpoint returns the status and result of the resume-to-job matching job.

RESULT EXAMPLE:

{
    "data": {
        "type": "api_job_result",
        "id": "2f17d9ef-dcbc-4521-9a20-6d9f41e58de8",
        "attributes": {
            "status": "success",
            "type": "hr_resume_job_match_score",
            "result": {
                "match_scores": {
                    "overall_match": 65,
                    "skills_match": 80,
                    "experience_match": 90,
                    "education_match": 0,
                    "certifications_match": 0,
                    "job_title_relevance": 70,
                    "industry_experience_match": 85,
                    "project_experience_match": 75,
                    "technical_stack_match": 80,
                    "methodologies_match": 60,
                    "soft_skills_match": 75,
                    "language_proficiency_match": 100,
                    "location_preference_match": 50,
                    "remote_work_flexibility": 80,
                    "certifications_training_relevance": 0,
                    "years_experience_weighting": 90,
                    "recent_role_relevance": 60,
                    "management_experience_match": 100,
                    "cultural_fit_potential": 70,
                    "stability_score": 85
                },
                "explanations": {
                    "skills_match": "The candidate has strong PHP and MySQL skills, which align well with the job requirements. However, specific mention of Laravel experience is missing.",
                    "experience_match": "The candidate has over 22 years of programming experience, which is highly relevant and exceeds the typical requirements for the role.",
                    "education_match": "No specific educational background is provided in the resume, making it impossible to assess alignment with job requirements.",
                    "certifications_match": "No certifications are listed in the resume, so alignment with any required certifications cannot be assessed.",
                    "language_proficiency_match": "The candidate has professional working proficiency in English, which matches the job requirement for English communication skills."
                }
            }
        }
    }
}

Supported Parameters

Name Type Description
file File Resume/CV file (PDF, DOCX, TXT, etc.)
content String Full job description in plain text
language String Language for explanations (default is "English")

Related topics: Resume job matching, resume scoring API, CV scoring engine, HR matching software, AI hiring assistant, applicant scoring API, ATS compatibility match

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