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Comparing semantic candidate skill evaluation against traditional keyword-matching Applicant Tracking Systems (ATS).
Executive Evaluation Verdict
Traditional ATS keyword parsers reject 70% of qualified candidates due to minor wording variations while letting buzzword-stuffed resumes pass. AI candidate screening evaluates holistic skills, project depth, and portfolio code with explainable scorecards.
Traditional ATS Keyword Parsing (Workday / Taleo)
Rigid boolean string matching that easily gets gamed by resume keyword stuffing and rejects non-standard candidate resumes.
Fortiv Semantic Talent Intelligence Engine
Holistic candidate capability evaluation analyzing project scope, demonstrated skills, code portfolios, and role fit with explainable scorecards.
Feature & Capability Matrix
| Evaluation Criteria | Traditional Approach | Fortiv AI Approach | Strategic Impact |
|---|---|---|---|
| Screening Methodology | Rigid keyword matching ('must contain exact phrase Python and AWS'). | Semantic understanding of related skills, tool equivalencies, and project depth. | Identifies top talent missed by ATS filters |
| Resistance to Resume Gaming | Easily tricked by candidates stuffing white text or buzzwords in resumes. | Evaluates contextual achievement metrics, project complexity, and logic. | Zero false-positive keyword gaming |
| Explainability & Scorecards | Black-box rejection with zero explanation of why a candidate was filtered out. | Transparent scorecards explaining exact strengths, skill gaps, and interview questions. | Accelerates recruiter decision-making |
| Time-to-Screen Turnaround | Recruiters spend 20+ hours weekly manually reading through resume piles. | Instant rank-ordering and scoring of 500+ candidates in under 3 minutes. | 75% faster time-to-interview |
Process Workflow Comparison
Evaluation FAQ
The platform evaluates competencies and project achievements blindly, masking demographic indicators (names, photos, graduation years) to ensure merit-based scoring.
We connect natively with Greenhouse, Lever, Workday HCM, Ashby, iCIMS, SmartRecruiters, and BambooHR.
Yes. For engineering roles, it indexes public GitHub contributions, code architecture complexity, and repository commit consistency.
It analyzes the delta between the candidate's resume and the job description, generating targeted discovery questions to probe specific competency areas.
Yes. All processing complies with EEOC, Title VII, and GDPR with transparent audit logging of screening criteria.
ATS connector integration, rubric calibration, and recruiter enablement take 2 to 3 weeks.
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