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 .

SRE

Robin Ai · Cape Town

About Robin

Robin is on a mission to rebuild the legal industry — starting with making contracts simple for everyone. We are a pioneer in Legal AI, built on proprietary models, licensed data, and deep partnerships with Anthropic and AWS. Since 2019, we’ve expanded our footprint to 4 continents and have been supporting many of the world’s most successful businesses, including GE, Pfizer, KPMG, and UBS.

What will you do as an SRE?

As an SRE at Robin AI, you'll help build and maintain our cloud infrastructure and applications that powers our cutting-edge Legal AI platform. You'll collaborate with engineering teams to establish robust monitoring, incident response, and deployment strategies that ensure high availability and reliability of our proprietary models and services, maintaining optimal SLOs for our global customer base.

Your day-to-day responsibilities:

  • You will be responsible for ensuring the Robin systems are highly available and scalable.

  • Standardise and implement observability practices in our service-based architecture through logging, traces, metrics and monitors

  • Design, deploy, and operate infrastructure to support Robin's product teams as we expand into new regions.

  • Adding automation around manual operational tasks

  • Collaborate with development team leads to optimise build, test, and deployment processes

  • Participating in and improving our on-call and incident handling processes to ensure 24/7 system reliability

Ideally, you should have the following qualifications:

  • 3+ years of experience in DevOps or Site Reliability Engineering roles

  • Proficiency in at least one backend programming language (We use Python)

  • Strong knowledge of AWS services (ECS, S3, RDS, Lambda, etc.), managed by Terraform

  • Comfortable troubleshooting across the full stack, starting from the browser, through the networking components, into the containerised applications and then onto data stores.

  • Knowledge of observability frameworks and tools (We use OpenTelemetry, Cloudwatch & DataDog)

  • Excellent problem-solving and communication skills

  • Experience with AI/ML infrastructure deployments is a plus

What’s in it for you

  • Salary: Competitive

  • Equity package: Generous equity scheme - everyone gets to be an owner of Robin AI!

  • Annual leave: 20 days PTO, in addition to the public holidays observed in South Africa.

  • Growth opportunities: We prioritise promotions for high performers and help you to progress your career.

What’s it like working at Robin?

Our culture and values attract people who are creative, resourceful, and share our passion for excellence. At Robin, you're encouraged to push yourself and empowered to take risks. We support each other to think big, try new ideas, and navigate uncertainty. Whether you're at our headquarters or one of our worldwide offices, you'll find a world of opportunities to grow, thrive, and make a meaningful impact. See what life is like at Robin.

Diversity, Equity and Inclusion at Robin

We are committed to building one of the most diverse technology companies in the world. As of 2024, more than 30% of our employees come from ethnic minority backgrounds, and 51% of roles are held by women. We know that transforming the legal industry requires diverse perspectives, so we're creating an environment where innovation thrives through inclusion.

Robin operates a direct hiring model and any speculative CVs shared via agencies will be treated as a gift.