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 .

AI Systems Engineer

Platform Engineering · Berlin

About Platform Engineering

Platform Engineering (platformengineering.org) is home to the world's largest community of platform engineers. Through events like PlatformCon, which brings together over 35,000+ participants every year, we connect thousands of professionals, share best practices, and help shape the future of how teams build and scale internal developer platforms.

We're looking for an AI Systems Engineer to own and evolve the systems and data infrastructure that power our operations, from CRM pipelines and integrations to the technical backbone of our content production engine.

This position is fully remote and is open to applicants based in Europe.

What You Will Do

  • Own and evolve our data infrastructure: Supabase, n8n workflows, HubSpot integrations, and the pipelines connecting external platforms like Skilljar and HockeyStack.

  • Take technical ownership of our content factory: tooling, automation pipelines, and agent orchestration that let a small team produce at scale.

  • Think through the user journey and create UI integrations into existing solutions (e.g., Airtable) or buy or build and maintain simple UI interfaces for databases, etc. (search, export data, import to other workflows).

  • Keep our stack modular and replaceable, evaluating tools continuously and making changes before we become dependent on the wrong ones.

  • Reduce manual overhead systematically by building automations and agent workflows that replace repetitive processes.

  • Work with leadership as a peer on architectural decisions and infrastructure direction, not just as an implementer.

What We're Looking For

  • Strong technical background: database schemas, REST/GraphQL API integrations, vector databases, and automation pipelines, end-to-end and without hand-holding.

  • Fluency with AI as a development tool. You use Claude Code, Cursor, or similar and actively think about where agents can replace manual work.

  • Commercial mindset and strong prioritization: you know which systems move the needle and focus there.

  • Senior enough to own a roadmap and hold architecture conversations with leadership.

  • Bonus: a background in software development, experience with HubSpot APIs, AI agent frameworks, or marketing/content automation.

Why You'll Love Working With Us

  • Your work will directly enable a community of 35,000+ platform engineers worldwide.

  • Real ownership of core infrastructure, with the autonomy to shape it.

  • Fully remote across Europe, strong async culture, low-ego team.

  • Competitive salary and room to grow as our ambitions scale.

If this sounds like a fit, we would love to hear from you!
Have questions before applying? Reach out to us at [email protected]