Match Scoring

Match Scoring

Reduce sifting by up to 75% with intelligent 0-100 match scores, reasoning, and interview suggestions.

0-100
Match score
AI
Reasoning
Real-time
Processing
Match scoring pipelineai.r Recruit
0/100
Job description
Requirements
 
Candidate CV
Parsed highlights
 
Match Analysis
Pro: Strong skills overlap (Python, SQL, dbt) and relevant NLP projects.
Con: Limited exposure to production-scale data pipelines in one prior role.
Interview tip: Ask for a walkthrough of an NLP project—focus on evaluation and deployment trade-offs.
Handle the Surge

Applications are up; surface the best first instead of reading every CV.

Better First Pass

Avoid missing strong candidates when scanning resumes for seconds.

Save 50-75% Time

Let scoring triage the list; focus on outreach and hiring.

Transparent scoring factors

Each candidate receives a 0-100 score with factor breakdown so your team understands the "why".

Skills Match

Technical & soft skills alignment with job requirements and confidence scores.

Title Similarity

Role progression and title relevance to the target position.

Experience Depth

Years of relevant experience and project complexity assessment.

Education Alignment

Degree relevance, institution quality, and academic achievements.

Location Compatibility

Geographic proximity and remote work feasibility.

Seniority Signals

Leadership experience and career progression indicators.

How it works

Simple 4-step process that delivers intelligent match scores in real-time.

Step 1
Ingest
Receive job & candidate data

We receive parsed and normalized job descriptions and candidate profiles.

Step 2
Understand
Analyze skills & experience

Extract skills, experience, education, tenure, and seniority signals.

Step 3
Score
Calculate 0-100 match

Generate weighted score with factor breakdown and confidence levels.

Step 4
Explain
Provide reasoning & next steps

Deliver plain-English rationale and interview suggestions in your ATS.

0%
Time saved on CV sifting
0%
Accuracy on candidate ranking
0%
Faster shortlist creation
For ATS & Product Teams
  • Real-time scoring API with webhooks
  • Bulk processing for existing candidates
  • Configurable scoring weights & factors
For TA & Hiring Teams
  • Workday, SuccessFactors, Workable integrations
  • Interview guides tailored to skill gaps
  • Fast-track workflows for high scores

Ready to reduce sifting time by 75%?

See match scoring in action with a 25‑minute demo.

Real-time scoringGDPR compliantEnterprise SLA
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