Explainable resume–job fit

See why you fit a role — not just a number.

Paste your resume and a job description. Get an overall fit score, four interpretable decision heads, and the exact resume and job-post paragraphs the model relied on.

How it works
Built for repeated screening, not frontier-model billsA task-trained ModernBERT scorer is faster and cheaper than routing every pair through a general model.
Four heads, not one vague scoreRequirement coverage, seniority, domain alignment, and ATS-style keyword overlap — kept separate.
Readable evidenceSpan-level attention is aggregated into paragraphs, so you can inspect the model’s reasoning.
Resume matcherJob-description scoringATS fit diagnosticsModernBERT inference
Live evaluator

Paste a resume and a job description.

Drag a PDF or text resume here, or upload below.
Why job-eval.com

Specialized scoring, with the evidence attached.

A dedicated model for a dedicated task — and every score can show the resume and job-description paragraphs behind it.

Stop paying frontier prices to screen

job-eval.com uses a task-trained ModernBERT scorer instead of routing every resume–job pair through a costly general-purpose model.

Stable, comparable outputs

The scorer produces consistent multi-head signals, so candidates and recruiters can compare roles on the same scale.

See the evidence first

Each head surfaces its strongest supporting paragraphs, exposing mismatches and keyword-only false positives.

Technical credibility

A fine-tuned ModernBERT system — not a chatbot wrapper.

Four explicit scoring heads and an explainability layer that turns model attention into readable paragraph evidence.

Read the technical storyMeet the founder