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 .

Advanced Capabilities Software Engineer

Tenet3 · Dayton, Ohio

*This position will be full-time at client site*

Who We Are

Tenet3® is a digital knowledge management company based in Dayton, Ohio. We have deep roots in cybersecurity, system trustworthiness, and software/hardware assurance. We develop software products involving advanced machine learning and property graph representations to enhance human cognition. Tenet3 is a recognized leader in creating novel solutions for managing knowledge about complex systems. Our capabilities put data in context so that teams can generate meaningful insights. We leverage our knowledge management platform, MeTRA®, and sophisticated AI/ML tooling to rapidly build digital knowledge graphs using open data standards that make them accessible and useable across the lifecycle. Tenet3 is growing by applying our knowledge management platform to systems assurance, cybersecurity, and engineering change analyses. We provide solutions in cybersecurity systems modeling and analysis, software vulnerability assessments, microelectronics quantifiable assurance, and related cloud-scale machine learning and data processing challenges. These solutions are delivered through software and services to government and commercial customers requiring our highly technical skills and capabilities.

Why Work Here

At Tenet3, our employee’s contributions are highly visible, valued, and rewarded. Be part of a team that supports both your personal and professional growth. Our team thrives in a collaborative, growth-oriented environment where we’re continuously pushing the boundaries of what’s possible. If you’re looking to work in a place that combines cutting-edge technology with a strong sense of culture and team spirit, and amazing benefits, then we are the place for you!

The Role

We are seeking a Software Engineer to support a primary client on-site in Ohio while contributing to internal platform development. This role is designed for a developer with 3 years of experience who can work independently and contribute creative technical solutions. The ideal candidate will have a foundational background in software engineering and a demonstrated interest in the evolving Generative AI ecosystem.

Essential Responsibilities

  • Serve as the primary on-site technical point of contact for a key client, ensuring core requirements and operational needs are met.
  • Identify gaps and autonomously suggest new work, creative solutions, or architectural improvements for both client and internal platform projects.
  • Design and implement AI-driven applications, specifically focusing on LLM Agents, multi-agent architectures, and Model Context Protocol (MCP).
  • Build and maintain Model Context Protocol (MCP) servers and clients to bridge AI models with secure data sources.
  • Manage the containerization of services using Docker and oversee their integration into cloud-based environments.
  • Stay current with the Python AI ecosystem (e.g., LangGraph, PydanticAI) to prototype and recommend modern frameworks for production use.

Required Skills & Qualifications

  • Active Top Secret Clearance or the ability to obtain a Top Secret Clearance
  • 3+ years of professional full-stack software development experience
  • Proficiency in Python and hands-on experience with AI frameworks such as LangChain, LangGraph, Hindsight, or AutoGen
  • Working knowledge of cloud services (AWS, Azure, or GCP).
  • Familiarity with Docker for containerization
  • Knowledge of LLM Agent creation, multi-agent orchestration, and advanced prompting techniques
  • Ability to clearly present technical concepts and suggest new project initiatives to both clients and internal stakeholders
  • Bachelor’s degree in computer science, engineering, or related degree.

Benefits

At Tenet3, we offer a comprehensive benefits package designed to support both your personal and professional well-being:

  • Generous Paid Time Off: Including PTO, sick days, and floating holidays to help you recharge.
  • Comprehensive Health Coverage: 100% paid medical, vision, and dental insurance for you and your family.
  • Retirement Plan: 401(k) with company match
  • Educational Support: Reimbursement for higher education, conferences, and self-study programs to support your continued learning.
  • Disability & Life Insurance: Short-term and long-term disability, along with life insurance.
  • Flexible Work Hours: Flex time to accommodate your work-life balance.


Tenet3 provides equal employment opportunities to all employees and applicants for employment. Equal employment opportunity applies to all terms and conditions of employment, including hiring, placement, promotion, termination, layoff, recall, transfer, leave of absence, compensation, and training.