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 .

Open Source Evangelist

Soloioinc · Remote US

Who we are.

Solo enables companies to Connect, Secure and Observe modern applications – APIs, Microservices and Data – with the industry’s leading API and Service Mesh Management Platform (“Gloo”). Solo innovations allow companies to stay on the leading edge of both technology and business possibilities.

Solo is a VC-backed company, founded in 2017 by Idit Levine. In 2021, Solo was valued at $1B. Solo’s customers are some of the largest in the world, spanning all geographies and industries. Solo’s team has deep expertise in AI, Cloud Computing, Linux, Containers, Kubernetes, Service Mesh, APIs, Security, Microservice Applications, Application Modernization, GraphQL, and eBPF.

About the role.

This role will have opportunities to advocate for both our cloud networking stack and our AI projects (Istio, kgateway, kagent, agentgateway, agentregistry), as the line between the two is beginning to fade. Become part of the our open source project community, active on community slack/discord, writing technical contents/blogs/workshops/webinars and speaking about these projects at conferences or meetups. You will have chances to work with end users and customers(answer their questions, solve their problems, write case stories), contribute to open source, and help shape the future of networking and AI infrastructure along with product and engineering to bridge the gap between Solo and community needs.

You will work with the latest cloud and container technologies like Kubernetes, Envoy, and Istio - as well as with AI tooling, protocols and standards like MCP, A2A and more! You will review end user and customer feedback in order to promote adoption and simplify usability of complex technology.

This role may require 10-30% travel to speak at conferences or meetups.

Unfortunately we are unable to sponsor work visas for this role at this time. While this is a remote role for applicants based in the US, Canada and UK, we may consider candidates in other regions with a proven, high-impact track record as technical leaders and influencers within the open source ecosystem.

Job Description:

  • Represent our open-source projects and the company externally through technical blogs, white papers, webinars, workshops, podcasts, newsletters, and conference talks focused on cloud network connectivity and agentic AI–native infrastructure.
  • Engage with the open-source community, industry partners, and standards bodies to help drive our open-source projects forward. Amplify the voice of our projects within the ecosystem by delivering a delightful end-user experience and collaborating with users to produce case studies, blogs, and conference presentations.
  • Serve as a bridge between end-user and customer needs, industry trends, and project and product development.
  • Act as a trusted technical advisor to prospects and customers, guiding adoption, best practices, and integration strategies. Develop and publish best-practice patterns for end users, prospects, and customers.
  • Collaborate closely with product and engineering teams to improve our open-source projects and commercial offerings, influencing the roadmap through real-world customer feedback and market insights.

Job Requirements:

  • 2+ years of experience as a software engineer
  • 6+ years of experience creating technical content, such as blogs, workshops, YouTube videos, and conference talks
  • 5+ years of experience using social platforms such as LinkedIn, X and Bluesky to create engaging technical marketing content
  • Hands-on experience working with open-source communities
  • Experience with a broad range of open-source projects and standards, such as Kubernetes, Istio, NetworkPolicy, Agentic frameworks/infrastructure, MCP, and AI agents
  • Strong ability to learn quickly and adapt to rapid change
  • Solid understanding and hands-on experience of cloud networking, connectivity, security, MCP, and agentic AI systems

Bonus Experience:

  • Experience with Istio or other service mesh platforms
  • Prior work on proxies or gateways such as Envoy Proxy
  • Familiarity with the Kubernetes Gateway API
  • Experience with agentic frameworks and protocols such as ADK, MCP, or A2A

What you’ll love about Solo.

At Solo, our culture is all about hiring great people, creating a fun and fast-paced work culture, and letting our teams work with our customers to successfully solve their challenges.

Solo works collaboratively with our customers, partners and open source communities to deliver technology innovation, technology solutions, architectural best-practices, and hands-on education. Solo uses a unique engagement model with our customers that allows us to quickly make them successful, and continue to work closely with them as their production environments grow.

 

Applicants must be authorized to work in the US, UK, or Canada now and in the future as Solo is unable to provide visa sponsorship.

 

Solo is an Equal Opportunity Employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, or protected veteran status and will not be discriminated against on the basis of disability.