Know exactly how well
each CV matches each job
Coactivy AI scores every CV against every job description — combining embeddings, keyword overlap, and Coactivy AI reasoning. Get 0–100 scores with strengths, weaknesses, skill gaps, location compatibility, language match, and a detailed improvement plan.
0–100
Composite score
3
Scoring steps
9
Match outputs
How AI matching works
Three-step semantic and AI-powered scoring algorithm
Semantic embeddings
CV and JD are converted to 384-dimension vectors using sentence-transformers. Cosine similarity captures meaning beyond keywords.
Coactivy AI analysis
Coactivy AI reads the full CV and JD, identifies strengths, skill gaps, location compatibility, language match, and experience level.
Composite 0–100 score
Semantic score + keyword overlap + AI reasoning combine into a single 0–100 score. Only ≥75 scores are shown to candidates.
What you get per match
Nine data points per CV × job combination
0–100 match score
Single composite score per CV × JD combination
Strengths
What this candidate does exceptionally well for this role
Skill gaps
Specific skills the JD requires that the CV lacks
Location compatibility
Commute distance, remote preference, travel distance
Language match
Required languages vs candidate's spoken languages
AI explanation
Plain-English paragraph explaining the match reasoning
Score histogram
Visualise how candidates distribute across 0–100 range
AI cover letter
Coactivy AI generates a tailored cover letter per application
Match improvement plan
30-day plan for how candidate can close the gap
Ready to score your candidates?
Join 500+ companies using Coactivy to match CVs against jobs with AI precision.