Upload or paste a job description. TalentGraph structures the requirements — skills, experience, seniority, education, location — then scores every resume in your talent pool against them and ranks the strongest fits, each with a match score, matching and missing skills, and a plain-English rationale. Scoring is deterministic and runs entirely on-device.
Drag & drop a job posting here
or
PDF, DOCX or TXT · max 10MB
Structured job requirements will appear here.
Candidates scoring 70% or higher, ranked by overall match. Click any candidate for the full profile and a detailed job-match analysis.
Run a match above to see the top 10 candidates here.
A ranking is only useful if you can explain it to the person who has to interview.
Each candidate shows matching skills, missing skills, and fit across experience, seniority, education and location. No number arrives without evidence attached.
Every resume you have ever parsed is already a structured candidate, so a new requirement is matched against the entire pool in seconds — not just this week's applicants.
Occupation normalization means a candidate is not skipped because their last employer used a different word for the same job.
The output is a list you can defend line by line.
{
"title": "Backend Engineer II",
"min_experience_years": 3,
"required_skills": ["Python", "FastAPI",
"SQL", "Docker"],
"preferred_skills": ["Kafka"],
"location": "Pune",
"seniority": "mid"
}1. Priya Raghavan 92
matched Python, FastAPI, SQL, Docker
missing Kafka
fit exp 7.2y ✓ · seniority ✓ · Pune ✓
2. Arun Menon 84
matched Python, SQL, Docker, Kafka
missing FastAPI
fit exp 4.1y ✓ · seniority ✓ · Pune ✓
3. Sneha Kulkarni 71
matched Python, FastAPI, SQL
missing Docker, Kafka
fit exp 2.6y ⚠ · seniority ⚠ · Pune ✓One requirement, the whole pool, ten ranked candidates.
1 Paste the requirement or pick a parsed job 2 Pool loaded ................... 1,284 structured candidates 3 Skill overlap scored .......... required + preferred, weighted 4 Fit scored .................... experience · seniority · education · location 5 Top 10 returned ............... with matching and missing skills each 6 Open any candidate for the full job-fit breakdown
The free tier needs no card. If you would rather see it on your real requisition load first, we will walk through it with you.