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 .

Senior AI Software Engineer

Solo.io · Remote US

Who we are.

Solo empowers teams to build and scale their AI infrastructure using cloud-native tech. Most companies have shifted from asking 'How can we make AI useful?' and are instead now asking 'How do we take our AI projects to production?'. A recent MIT study reveals a shocking 95% of GenAI projects never make it there or fail to deliver positive ROI. At Solo, our AI initiatives are helping teams bridge that gap from pilot to production.

With our roots in critical cloud infrastructure (gateways, proxies, service mesh) trusted by Fortune 500s, Solo is uniquely positioned to lead AI's next wave. As a nimble startup, we innovate faster, our engineers contribute to high-impact OSS (we're a top CNCF contributor) and solve real scalability challenges.

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 Cloud Computing, Linux, Containers, Kubernetes, Service Mesh, APIs, AI, Security, Networking, Microservice Applications and Infrastructure Modernization.

About the role.

This role will have opportunities to contribute to both our cloud networking stack and our AI products, as the line between the two is beginning to fade. Dive into OSS projects like kagent (kagent.dev) for Kubernetes-based AI orchestration, agentgateway (agentgateway.dev) which redefines proxies for AI workflows, and kgateway (kgateway.dev), our CNCF project handling billions of API calls. All of these projects integrate seamlessly with Istio’s Ambient Mesh (ambientmesh.io), a sidecar-less mesh pioneered by Solo to make service meshes easy and resource-efficient - driving a massive surge in adoption. You will have chances to work with customers, contribute to open source, and shape the future of AI infrastructure. 

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 customer feedback in order to promote adoption and simplify usability of complex technology.

This is a remote role for applicants based in the US. Unfortunately we are unable to sponsor work visas for this role at this time.

Job Description:

  • Deliver high-quality solutions to the complex technical problems our customers are facing.
  • Manage and optimize our APIs within the ever-evolving landscape of cloud-native environments, maintaining a seamless user experience.
  • Transform ambiguous requirements into actionable tasks, focusing on high-impact deliverables that provide the most value for our users.
  • Challenge the status quo by proposing ambitious and innovative solutions, driving our product forward.
  • Introduce and uphold best practices to ensure the health and maintainability of our codebase.
  • Act as a mentor and guide, offering constructive feedback during code and design reviews to foster growth within the team.
  • Participate in the hiring process, helping identify and recruit top talent so that our engineering team can continue to scale successfully.

Job Requirements:

  • 5+ years of experience as a software engineer
  • 2+ years working with Containers, Kubernetes, and Golang
  • Experienced in building server side software in production and recognizes the challenges, complexities and tradeoffs to be made when building and deploying new systems to production.

Bonus Experience

  • Istio or other service mesh platforms
  • Worked directly on a proxy before, such as Envoy Proxy
  • Having built k8s controllers and operators
  • Worked with Agentic frameworks and protocols such as, ADK, MCP, A2A
  • Experience working with GlooShot
  • Implemented or used the kubernetes gateway API

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.

 

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.