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 .

Solutions Architect

Kion · Remote

Kion is revolutionizing CloudOps and FinOps. We offer a unified approach, delivering multicloud, multi-org, and multi-account visibility and controls, empowering organizations to effectively manage their complex cloud environments from a single, centralized platform. At Kion, you’ll join a team that values collaboration, creativity, and building products that make a real impact for customers across industries.

We’re a fast-growing, Series A startup and we believe employees are our most precious resource. While we’re headquartered outside Baltimore, MD and Washington DC, we are committed to a 100% remote-first workforce. In addition, Kion offers excellent compensation and outstanding benefits!

If you're passionate about using your expert skills to bring transformational change to a customer’s cloud journey, you'd be a great addition to our team!

YOUR ROLE

The Solutions Architect is responsible for ensuring the successful installation, configuration, support, and technical integration of the Kion platform during evaluations and customer onboardings. This is a hands-on technical role focused on AWS, Azure, Google Cloud environments. Enabling smooth deployments, troubleshooting complex issues, and supporting secure, compliant installations, including those in air-gapped environments.

You’ll work closely with Solutions Engineers, Technical Account Managers, and Product/Engineering teams to deploy and validate customer environments, build custom workflows and demos, and ensure the technical success of every engagement.

Your mission, should you choose to accept it: Make Kion engagements effortless, reliable, and secure across customer environments.

Why this role matters: You’ll be the technical owner of getting Kion running in real customer environments - building the art of the possible and solving the hard infrastructure problems that stand between evaluation and adoption.

YOUR DAY-TO-DAY:

  • Install and configure the Kion platform within AWS, Azure, and Google Cloud environments.
  • Support both evaluation and production deployments and troubleshoot environment, network, and configuration issues during onboarding and evaluation.
  • Assist in building and maintaining custom demos, proof-of-concepts, and automation workflows.
  • Collaborate with Product and Engineering to surface customer feedback and recommend technical improvements.
  • Contribute to documentation, process improvements, and internal knowledge bases for installations and troubleshooting.
  • Partner with Solutions Engineers to validate technical success criteria and remove blockers during evaluations.

WHAT WE ARE EXPECTING FROM YOU (I.E., THE QUALIFICATIONS YOU MUST HAVE):

  • 5–7 years of experience in technical delivery, systems integration, or cloud deployment roles.
  • Strong understanding of AWS and Azure architectures, including IAM, policies, permissions, and resource configuration.
  • Practical experience with networking concepts (VPCs, VPNs, routing, firewalls) and authentication frameworks (SAML, LDAP, Active Directory, RBAC).
  • Familiarity with automation and scripting tools, such as Bash, Python, and PowerShell.
  • Familiarity with Infrastructure as Code tools, such as CloudFormation, ARM Templates, Terraform and Helm.
  • Familiarity with REST APIs or integrating enterprise systems and Linux command-line proficiency for troubleshooting and exposure to MySQL or similar relational databases.
  • Proven ability to collaborate across Sales, Engineering, and Customer Success teams.
  • Approachable confidence. Calm under pressure, thoughtful in approach, and trusted to represent Kion effectively with customers.

OUR WISH LIST (I.E., THE QUALIFICATIONS WE WOULD LIKE YOU TO HAVE):

  • Hands-on consulting experience. Particularly in roles solving complex customer problems or designing creative technical solutions

WHAT SUCCESS LOOKS LIKE:

  • Customer installations deploy smoothly with minimal engineering involvement
  • Onboarding timelines shorten through reusable workflows and automation
  • Evaluations convert at a higher rate because you help customers visualize “what’s possible” with Kion (custom workflows, demos, and technical guidance)
  • Solutions Engineers and Technical Account Managers trust you as THE technical unblocker

 

Pay Range
$145,000$160,000 USD

WHAT WE WILL PROVIDE IN RETURN:

  • Remote-first culture: Work anywhere in the U.S. with flexible hours.
  • Inclusive environment: We value diverse perspectives and believe great ideas come from everywhere.
  • Excellent compensation and high-quality benefits: including multiple medical plan options to fit your needs and budget, Unlimited PTO, and 3% of direct compensation contribution to your 401(k) (no match required).
  • Growth opportunities: Build cutting-edge cloud solutions with room to explore new technologies and career paths.
  • Mission-driven work: Help organizations simplify and secure their cloud operations at scale.

At Kion, we are focused on making people's lives in the cloud easier through innovative products built by passionate employees. If you want to help organizations spend less time managing and governing their cloud, and more time driving value in the cloud, you’ve come to the right place. Apply below and we’ll be in touch shortly!