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 .

Staff Gen AI Developer

Varicent · Mexico City, Mexico

 

At Varicent, we’re not just transforming the Sales Performance Management (SPM) market—we’re redefining how organizations achieve revenue success. Our cutting-edge SaaS solutions empower revenue leaders globally to design smarter go-to-market strategies, maximize seller performance, and unlock untapped potential. Varicent stands at the forefront of innovation, celebrated as a market leader in the 2025 Forrester Wave Report for SPM2023 Ventana Research Revenue Performance Management (RPM) Value IndexGartner Peer Insights2024 Gartner SPM Market Guide, and G2. Our solutions are trusted by a diverse range of global industry leaders like T-Mobile, ServiceNow, Wawanesa Bank, Shaw Industries, Moody's, Stryker and hundreds more. Here’s why you’ll thrive at Varicent:
  • Innovate with Purpose: Build impactful solutions for customers worldwide.
  • Join Excellence: Work in a diverse, collaborative, and innovative team.
  • Shape the Future: Lead in redefining revenue optimization.
  • Grow Together: Unlock your potential in a supportive environment.
Join us at Varicent—where your talent and ambition meet limitless opportunities for success!

 

We’re building production GenAI features and looking for a staff software developer with strong engineering skills and a passion for building scalable AI systems. You’ll contribute to the design and delivery of GenAI features, collaborate closely with technical leads and senior stakeholders, and play a key role in maintaining technical quality and scalability across a feature area.

Own AI-enabled components end-to-end and deliver measurable improvements in quality and reliability. You operate independently, drive design decisions within your area, and help set strong engineering standards through reviews and mentorship.

🔧 What you’ll do

  • Own delivery for significant features or systems: clarify requirements, design the solution, execute, ship, and iterate.
  • Build and maintain reliable services and workflows that support AI features in production.
  • Define how quality is measured for your area (success metrics, test strategy, evaluation approach) and automate it wherever possible.
  • Run structured experiments, interpret results, and translate learnings into product improvements.
  • Improve operational readiness: deployment automation, monitoring/alerting, incident follow-up, and performance/cost optimizations.
  • Mentor teammates through design feedback, code reviews, and practical guidance.

🎯GenAI expectations

  • Solid working knowledge of how modern AI applications are built and evaluated (you may not be a specialist, but you understand the core concepts and trade-offs).
  • Strong learning speed: can evaluate new models/tools, assess feasibility, and recommend a path forward based on evidence and ROI.
  • Builds solutions that are safe and compliant by design (privacy, data handling, safeguards), partnering with Legal/Security as needed

Required skills & knowledge

  • 6+ years in software engineering.
  • 3+ years building and shipping production software in product teams.
  • Bachelor’s in computer science, Engineering, or related field.
  • Strong software engineering fundamentals and system design.
  • Hands-on coding in Python and/or TypeScript (or similar), APIs/services, data pipelines.
  • Cloud experience, CI/CD, automated testing, observability; engineers own quality without dedicated QA.
  • Experimentation mindset: define metrics, build evals, iterate quickly; willingness to learn GenAI rapidly.

🧩 Nice to Have

  • GenAI/LLM: prompt engineering, retrieval/RAG, function/tool-calling, evaluation pipelines, fine-tuning/LoRA, embeddings/vector search.
  • LLMOps: experiment tracking, prompt/version control, cost/latency optimization.
  • Tools: serverless AWS, LangChain/LangGraph, OpenAI/Anthropic/Azure OpenAI; vector DBs (Pinecone/FAISS/Milvus).
  • External contributions (open source, blogs, talks).

 

🔨 How we work

  • We balance exploration with delivery: test ideas quickly, then productionize what works.
  • “Done” means quality goals are met; then we keep improving accuracy, cost, and performance.
  • The team owns systems end-to-end (build, release, reliability).

🗒️ Note: 

  • This role requires employees to work within Eastern Standard Time (EST) business hours. While we are open to candidates from outside the EST time zone, please be prepared to adjust your working hours to align with this time zone. Flexibility will be essential to ensure seamless collaboration with the team and stakeholders.
  • This position is fully remoteoffering you the flexibility to work from anywhere. We embrace a results-driven work culture, focusing on performance and collaboration over location. As part of our team, you’ll have the opportunity to build a work-life balance that suits you, while staying connected with a diverse, global team through virtual tools and regular online communication. Whether you're working from home, a co-working space, or another location of your choice, we’re committed to supporting you with the resources and autonomy needed to succeed in a remote environment. 

🍎 Benefits 

  • Market Leading Compensation Package.
  • Wellness Programs to Support Health and Wellbeing.
  • Working with the latest tools and technologies in a fast-paced environment.
  • Remote Work Flexibility.
  • Comprehensive Employee Insurance Coverage: Medical, Dental, Vision, Life Insurance.
  • Annual Time Off: Time off is provided in accordance with applicable legislative requirements.