AI CV Screening That Gets You to the Top 10% Faster
Multi-provider AI (Anthropic, OpenAI, Ollama) scores every resume against your job requirements in seconds. Rank candidates, surface your best fits, and auto-reject below threshold.
Per resume scored
AI providers supported
Fewer screening hours
Of applicants scored
Resume screening that actually scales
From hundreds of applications to a ranked shortlist — automatically.
Multi-provider AI backend
Choose Anthropic Claude, OpenAI, or self-hosted Ollama. Switch providers per org or per job without losing history.
Bulk resume upload
Drop in hundreds of CVs at once or ingest directly from your ATS. The system scores them all in parallel.
Job requirement extraction
AI parses your job description into structured requirements — skills, years, seniority, must-haves — once per role.
Ranked shortlist
Candidates sorted by fit score with transparent per-criterion breakdown so you see why each one ranked.
Auto-reject threshold
Candidates below your score threshold are auto-rejected with a configurable email. Optional human review queue.
Side-by-side comparison
Compare any two candidates on every criterion to make data-driven shortlist calls.
Explainable scoring
Every score comes with the AI's reasoning — matched skills, experience gaps, risks — not a black-box number.
Bias-aware prompts
Scoring prompts are built to ignore name, photo, and demographic signals. Audit logs prove it.
PDF report export
Share ranked shortlists and per-candidate reports with hiring managers in one click.
Built for how modern teams hire
Claude, OpenAI, or your own infra
Regulated industries need data residency. Enterprise teams need auditability. Startups need speed. ClarityHire supports all three — swap providers per org without changing workflows.
- Anthropic Claude for nuanced reasoning
- OpenAI for speed and breadth
- Self-hosted Ollama for sensitive data
Transparent rubrics, not black boxes
The AI scores every CV against a structured rubric derived from your JD — skills match, experience depth, seniority fit, gaps. Every score has reasoning attached.
- Per-criterion score, not just a single number
- AI reasoning visible for every decision
- Editable rubric weights per role
Auto-reject with a human-quality response
Candidates below threshold get a personalized, respectful auto-rejection — not silence. Optional human review queue for borderline cases.
- Configurable score threshold per role
- Personalized auto-reject email templates
- Manual review queue for edge cases
How it works
Create the job
Paste your JD. AI extracts requirements into a structured rubric you can edit.
Candidates apply
New applications stream in via career page, bulk import, or ATS integration.
AI scores instantly
Every resume scored against your rubric in under 10 seconds, with full reasoning.
You review the shortlist
Ranked list, per-criterion breakdown, and one-click move to assessment or interview.
Frequently asked questions
Which AI providers does ClarityHire support for CV scoring?+
Three: Anthropic Claude, OpenAI, and self-hosted Ollama. You can pick per organization — Claude for nuanced reasoning, OpenAI for speed, Ollama for sensitive data or data residency requirements.
Does AI scoring introduce bias?+
Bias risk is real with any scoring system. ClarityHire's prompts are designed to ignore name, photo, and demographic signals, score against structured job criteria only, and log reasoning for audit. You can review and adjust the rubric per role.
Can I override the AI score?+
Yes. Every score is a starting point. Your team can manually adjust, add scorecards, or push a candidate to the next stage regardless of AI score. A configurable review queue surfaces borderline cases.
How long does it take to score a resume?+
Typically under 10 seconds per resume. Bulk uploads of hundreds of CVs are processed in parallel via the BullMQ job queue.
Is my job description and candidate data sent to a third party?+
Only if you choose Anthropic or OpenAI providers — both are vetted data processors with signed DPAs. If you need full data residency, use self-hosted Ollama and nothing leaves your infrastructure.
Explore related features
ClarityHire is one platform. Every feature is built to work with the rest.
Applicant Tracking
Kanban pipelines, bulk import, and stage automations for every open role.
Coding Assessments
Live collaborative coding with Monaco, integrated execution, and AI-assisted grading.
Video Interviews
LiveKit WebRTC video with recording, transcription, and AI copilot for interviewers.
Hiring Analytics
Recruitment funnels, assessment metrics, and exportable PDF reports.
Structured Interviews
Interview scorecards, rating rubrics, and consistent feedback templates.
Screen smarter, hire faster
Turn on AI CV scoring in one click. First 100 resumes scored free on every plan.