Key Takeaways

  • 75% of U.S. employers use automated applicant tracking systems to screen resumes before a human reviews them (Harvard Business School & Accenture, 2021)
  • The most common ATS failures are missing keywords, incompatible formatting, and incorrect file types
  • ResumeGeni scores your resume across 8 parsing layers — modeled on the same steps enterprise ATS platforms like Workday, Greenhouse, and Taleo use to evaluate candidates

How ATS Resume Scoring Works

Applicant tracking systems parse your resume into structured data — extracting your name, contact info, work history, skills, and education — then score how well that data matches the job requirements. Many ATS rejections happen because the parser couldn't extract critical fields, not because the candidate wasn't qualified.

LayerWhat It ChecksWhy It Matters
Document extractionFile format, encoding, readabilityCorrupted or image-only PDFs fail immediately
Layout analysisTables, columns, headers, footersMulti-column layouts break field extraction
Section detectionExperience, education, skills headingsNon-standard headings cause sections to be missed
Field mappingName, email, phone, dates, titlesMissing contact info is a common cause of immediate rejection
Keyword matchingJob-specific terms, skills, certificationsKeyword overlap affects recruiter search visibility and ATS scoring
Chronology checkDate ordering, gap detectionReverse-chronological order is expected by most ATS
QuantificationMetrics, numbers, measurable outcomesQuantified achievements help human reviewers and some scoring models
Confidence scoringOverall parse quality and completenessLow-confidence parses get deprioritized in results

Frequently Asked Questions

Is ResumeGeni free?
Yes. ResumeGeni is currently in beta — ATS analysis, scoring, and initial improvement suggestions are free with no signup required. Full guidance and saved reports may require a free account.
What file formats are supported?
PDF, DOCX, DOC, TXT, RTF, ODT, and Apple Pages. PDF and DOCX are recommended for best ATS compatibility.
How is the ATS score calculated?
Your resume is processed through an 8-layer parsing pipeline that extracts structured data the same way enterprise ATS platforms do. The score reflects how completely and accurately your resume can be parsed, plus how well your content matches common ATS ranking criteria.
Can ATS read PDF resumes?
Yes, but not all PDFs are equal. Text-based PDFs parse well. Image-only PDFs (scanned documents) and PDFs with complex tables or multi-column layouts often fail ATS parsing. Our analyzer will flag these issues.
How do I improve my ATS score?
Focus on three areas: use a clean single-column format, include keywords from the job description naturally in your experience bullets, and ensure all sections (contact, experience, education, skills) use standard headings.

ATS Guides & Resources

Built by engineers with 12 years of experience building enterprise hiring technology at ZipRecruiter. Last updated .

Engineering Manager

Radiantsecurity · San Francisco Bay Area

About Radiant Security

We’re a Bay Area Cyber AI startup (with support for working remotely). We’ve raised funding from top tier investors. Our vision is simple: enable all security teams, to perform security operations with the efficiency and effectiveness needed to prevent breaches . We’re a small team of researchers and engineers with a deep focus in cyber and AI. Our product automates the triage for any security alert leveraging deep research, big data and dozens of AI Agents.

Join us and boost your career with hands-on AI experience.

The Role

We’re looking for an Engineering Manager to lead the development of our AI-powered applications for security automation. This is a high-impact leadership role that spans engineering, AI research, and product — with a strong focus on building intelligent, scalable systems to transform how security teams operate.

You’ll be a technical and strategic partner to product and research teams, helping drive initiatives across the company and mentoring engineers to deliver high-performance, real-time systems.

What problems you will be working on?

  • Accuracy: We aim to correctly triage any alert while providing full transparency on each step taken and the reasoning behind it.
  • Cost and scale: We need to bring the power of LLMs and big-data integrations to customers on any budget.
  • Breadth: We need to run on any customer environment and automate any security use case.

What you’ll do

  • Lead a team of engineers building AI-driven applications for security alert triage, incident investigation, and response automation
  • Collaborate closely with AI researchers, security experts, and product managers to bring complex ideas to life
  • Roll up your sleeves when needed — participate in design reviews, unblock technical challenges, and help implement critical systems
  • Drive engineering excellence and team growth while maintaining a hands-on mindset
  • Balance short-term delivery with long-term technical vision and scalability
  • Be a key partner in shaping our product strategy and technical roadmap

Things we’re looking for

  • 2–3 years of engineering leadership experience in high-growth or startup environments
  • Strong technical foundation as an individual contributor (IC), ideally with prior work in distributed systems, ML pipelines, or real-time data processing
  • Experience collaborating closely with AI/ML teams or working on AI products
  • Ability to manage and grow a high-performing team while staying close to the code when needed
  • Passion for building complex systems that drive meaningful impact
  • Excellent communication and collaboration skills
  • Comfort with hybrid work — this role requires being in our Pleasanton office 3x/week

Benefits

  • Generous equity package
  • Unlimited PTO (take time when you need it)
  • Top-of-market salary
  • Great healthcare
  • 401k

The process

We’re a startup and we’re making decision quickly. Our process is designed to give you the best glimpse of our team and allow us to evaluate your technical and culture fit.

  • Step 1: Executive Screening + Hiring Manager Interview
  • Step 2: Virtual On Site: Cultural + Technical interviews