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 Manager, Federal

Pryon · Washington, D.C.

About Pryon: 
We’re a team of AI, technology, and language experts whose DNA lives in Alexa, Siri, Watson, and virtually every human language technology product on the market. Now we’re building an industry-leading knowledge management and Retrieval-Augmented Generation (RAG) platform. Our proprietary, cutting-edge natural language processing capabilities transform unstructured data into meaningful experiences that increase productivity with unmatched accuracy and speed.

The Federal Solutions Manager position at Pryon offers a unique opportunity to leverage cutting-edge AI technology to address and solve the critical organizational challenges of both prospective and existing customers within the Federal sector. This role is instrumental in engaging with executive and leadership levels within US Government agencies and understanding their key challenges and goals. The ideal candidate will be able to think creatively on how to apply NLP, AI and ML techniques to knowledge management use cases, and will feel comfortable distilling and presenting technical solutions to both business and technical audiences. Successful candidates must possess strong structured thinking, communication skills, technical knowledge (ideally in the AI/ML/NLP space), as well as proven abilities to work jointly with software engineers, data scientists, and other subject matter experts.
The Federal Solutions Manager position at Pryon offers a unique opportunity to leverage cutting-edge AI technology to address and solve the critical organizational challenges of both prospective and existing customers within the Federal sector. This role is instrumental in engaging with executive and leadership levels within US Government agencies and understanding their key challenges and goals. The ideal candidate will be able to think creatively on how to apply NLP, AI and ML techniques to knowledge management use cases, and will feel comfortable distilling and presenting technical solutions to both business and technical audiences. Successful candidates must possess strong structured thinking, communication skills, technical knowledge (ideally in the AI/ML/NLP space), as well as proven abilities to work jointly with software engineers, data scientists, and other subject matter experts.
Benefits for Full Time Employees: 
- Remote first organization
- 100% Company paid Health/Dental/Vision benefits for you and your dependents
- Life Insurance, Short-term and Long-term Disability
- 401k
- Unlimited PTO

We are interested in every qualified candidate who is authorized to work in the United States. However, we are not able to sponsor or take over sponsorship of employment visas at this time.

Pryon will not consider race, religion, sex, sexual preference, or national origin in ways that violate the Nation's civil rights laws.

In This Role, You Will:

  • Develop compliant solutions for federal clients, adhering to regulations and security standards, ensuring seamless integration
  • Forge strategic relationships with business and technology leaders within US Government agencies to uncover high-impact use cases for the Pryon Platform 
  • Define the benefits of implementing the Pryon Platform to address specific business challenges faced by federal customers
  • Influence product development and strategy through direct customer interactions and feedback, ensuring alignment with federal requirements and priorities
  • Partner closely with Pryon's sales leadership to develop and implement effective account strategies targeted at the federal sector
  • Collaborate with Product Marketing, Engineering, and R&D teams to create market-relevant case studies and technical materials that resonate with federal customers
  • What You'll Need to Be Successful:

  • Required: Government-issued clearance (Secret; TS/SCI preferred) 
  • Experience in programming (ideally Python or JavaScript) with a focus on NLP, ML, AI, and data science
  • Knowledge of cloud-based architectures, particularly those compliant with federal security and data protection standards 
  • In-depth knowledge of the Federal Acquisition Regulation (FAR), Other Transaction Authority (OTA), Authority to Operate (ATO) requirements, and proficiency in navigating government contracting procedures
  • Insight into the competitive landscape in NLP and knowledge management platforms, especially within the context of federal applications
  • Strong public speaking skills and the ability to engage effectively with senior stakeholders in the government sector 
  • Advanced degree in Business Administration, Computer Science, Data Science, Engineering, or Statistics is highly advantageous
  • Bachelor’s degree in a STEM field from an accredited university
  • At least 4 years of professional experience, including 2 years in a role with significant exposure to management consulting, AI/ML, NLP, knowledge management, or cloud technologies
  • Entrepreneurial spirit, with a proven ability to thrive in a fast-paced, dynamic environment
  • Exceptional teamwork capabilities, with a knack for coordinating efforts across diverse functional teams
  • Experience or deep interest in working with AI/ML, NLP, knowledge management, or cloud computing technologies 
  • Self-starter with entrepreneurial drive and demonstrated ability to achieve stretch goals in a fast-paced, dynamic environment