MatchScore is an evidence-based resume and job description matcher that screens applicant profiles against hiring criteria, including required skills, years of experience, location, and compensation. Recruiters and hiring managers get an instant, defensible candidate shortlist with clear match percentages and verifiable resume citations in seconds.
Drop a JD file or paste content. Criteria is extracted automatically.
Add multiple resumes for one role. Each file is screened with evidence.
Ranked by evidence-based match score across verified skills and requirements.
| Candidate | MatchScore | Evidence coverage | Assessment | Strengths | Gaps / unknowns | Report |
|---|
Build and scale distributed systems and APIs in a cloud environment.
| Matched on | Oct 23, 2026 at 04:30 PM |
| Matching Model | text-embedding-3-large |
| Vector Search | pgvector (cosine similarity) |
| Confidence Threshold | 70% |
| Match ID | match_9f3a2b1c7d |
| Category | What We Look For | Candidate Strength | Score |
|---|---|---|---|
|
Skills
|
Programming languages, frameworks, tools, databases, cloud, etc. | Python FastAPI PostgreSQL +8 more |
96%
Excellent |
|
Experience
|
Years of experience and relevance to the role requirements | 6+ years Backend Microservices +2 more |
90%
Excellent |
|
Domain
|
Industry knowledge, problem domain, scale & use cases | Distributed Systems APIs Cloud +2 more |
88%
Very Good |
|
Education
|
Educational background and degree relevance | B.Tech in CSE |
75%
Good |
|
Location
|
Geographic proximity and work mode flexibility | Bengaluru (Hybrid / Onsite) |
95%
Matched |
|
Compensation
|
Budget range compatibility and notice period availability | Within Budget • 30d Notice |
92%
Feasible |
A. Mehta is a top match for this role. We highly recommend moving this candidate to the shortlist based on verified backend competencies and production scaling experience.
Your feedback helps us make CoHire Tools better. Share a suggestion, report an issue, or tell us what you would like to see.
Share Feedback