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 Engineer (all genders)

Wongdoody · Belgrade, SE

WongDoody creates human experiences at 22 studios across 4 continents. We believe the future can be molded. And by shaping human experiences through creativity and tech, we work to build a future we believe in. 

For us, this starts with our own culture. We strive to create an inclusive environment where every human can bring their whole self to work. Our clients are brands we believe in, from global big players to local heroes to startups we love. With each of our partners, we embark on a journey of co-creation, pushing the boundaries of what's possible and exploring the space where creativity and tech meet. 

Our team of fun, welcoming, values-driven, and collaborative problem solvers has one focus at the heart of everything we do: human experience. Human experiences are the touchpoints where brands connect with customers. And we transform businesses by creating engaging, inspiring moments using strategy, creativity, data and technology - all backed by the global technological power of Infosys. 

Experience, Tech & AI 

We are a cross-unit and cross-location AI, tech and experience team. With more than 50 developers, AI & Full Stack engineers, UX designers and consultants working directly with other WongDoody teams, we are team players and specialists - oth in frontend and backend. As part of Infosys, we belong to a leading global technology company with access to solutions and extensive know-how in the fields of commerce, marketing automation and AI, among others.  

Now we’re looking for an AI Engineer who connects creativity, technology, and intelligence to bring agentic and visual AI experiences to life. 

Our local benefits 

  • Flexible working hours and 100% overtime compensation
  • Work where it works for you. At home or in the office, or any mix you like 
  • Working for strong brands and clients we believe in 
  • 26 days vacation per year 
  • Nice people in welcoming teams 

What you can expect 

  • Design and engineer agentic and multimodal AI systems that bring together creativity, data, and automation 
  • Develop end-to-end GenAI workflows that integrate LLMs, visual AI systems (via ComfyUI), and existing enterprise stacks 
  • Connect and orchestrate visual generation interfaces with backend systems and APIs for marketing, design, and content production use cases 
  • Prototype, validate, and scale AI-driven experiences from concept to production (together with designers, strategists, and engineers)
  • Define AI engineering standards for prompting, evaluation, observability, and ethical guardrails across WongDoody’s creative technology practice 
  • Provision and set up on-premises servers and cloud solutions for usage with GenAI tools 
  • Collaborate in cross-functional, agile teams and help evolve WongDoody’s AI-first innovation culture 

What we'd love to see 

  • A passion for creative technology, curiosity for emerging AI tools, and the ability to turn ideas into working prototypes  
  • Analytical and structured mindset with the ability to make complexity simple 
  • End-to-end architecture from prototyping to production (including CI/CD, logging, analytics, and scaling) 
  • Strong experience in software engineering (Python and/or TypeScript) 
  • Practical knowledge of LLM frameworks,tools and protocols (LangChain, LangGraph, n8n, MCP, A2A, Bedrock, or similar) including agentic architectures 
  • Experience in integrating visual AI tools such as ComfyUI, Stable Diffusion, Google Imagen, or Adobe Firefly into broader workflow systems 
  • Proven experience integrating text-based AI APIs like ChatGPT, Claude, Gemini, or Llama into end-to-end workflow solutions 
  • Familiarity with prompting techniques, RAG pipelines, and AI workflow orchestration including guidance/guardrails, observability (P95, cost/request), evaluation pipelines 
  • Understanding of real-time communication protocols (Websocket / gRPC / PubSub event handling) and API integration across data and creative environments 
  • Competence in infrastructure setup (Docker, Terraform, cloud platforms like GCP, AWS, or Azure), understanding the resources cost factor and ability to optimize it 
  • Open-source engagement or hands-on experimentation with AI agents, visual frameworks, or orchestration systems 
  • Excellent English communication skills (German is a plus) 
  • Nice to have: Experience with IBM watsonx / Watson AI or related enterprise AI ecosystems  

Your impact 

You’ll shape the future of AI agent experiences, create standards, and transform complex systems into meaningful, measurable experiences - for users, brands, and products. 

We care about your personality and professional skills. We don't care about your gender, age, nationality, or appearance and are open to working with everyone.  

Please note: This is a job ad by WongDoody doo based in Serbia. Through our website or other sources, you may find job ads published by one of our WongDoody sister companies around the globe with whom we act jointly under the band “WongDoody”. For each job offer, only the entity responsible which has published the ad. Contact persons, required information and applicable terms may differ.