Check Your Resume Before You Apply

Most employers use software (an ATS) to read and rank resumes. See your score and fix it. Free, no signup to check.

Mistral AI
Technical Support Engineer, Enterprise
Singapore

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How it works

Key Takeaways

  • Automated hiring systems can screen or route resumes before human review; ResumeGeni treats ATS scoring as parser-readiness triage, not a hiring prediction (Harvard Business School & Accenture).
  • The most common ATS-readiness problems are missing keywords, incompatible formatting, incomplete fields, and incorrect file types
  • ResumeGeni scores parseability, structure, contact fields, content completeness, skills, and keyword signals, then explains the evidence behind the score

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 use that data in search, review, and matching workflows. Parsing gaps can make a qualified candidate harder to evaluate.

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 signalsJob-specific terms, skills, certificationsKeyword overlap can affect recruiter search visibility and resume-review workflows
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 extraction means important fields may need manual review

What ResumeGeni Checks Before Keyword Matching

Keyword matching only helps after the resume can be read cleanly. ResumeGeni starts with parser-readiness signals before it evaluates wording, skills, and role fit.

  • Readable text: whether the uploaded file exposes selectable text instead of only a scanned image.
  • Standard resume structure: whether contact, summary, work experience, education, and skills sections are easy to identify.
  • Field extraction: whether names, email addresses, phone numbers, employers, titles, dates, degrees, and skills can be mapped into stable fields.
  • Format risk: whether tables, columns, text boxes, decorative icons, headers, footers, or unusual bullets could interrupt parsing.
  • Evidence quality: whether experience bullets include scope, tools, metrics, and outcomes rather than generic duty lists.
  • Keyword coverage: whether relevant tools, certifications, industry terms, and role-specific phrases appear naturally in the resume.

What Your ATS Score Means

The score is a diagnostic signal, not a hiring guarantee. A high score means ResumeGeni can extract and evaluate the resume with fewer warnings. A low score means the resume likely needs structural fixes before keyword tuning matters.

Score RangeReadBest Next Action
90-100Strong parser readiness with few visible gapsTailor keywords and achievements to the target role
75-89Generally readable, but some sections or evidence may be weakFix warnings, add measurable achievements, and tighten skills
60-74Important content may be missing, vague, or hard to mapRepair structure before rewriting bullets
Below 60Parsing or completeness issues are likely holding the resume backMove to a cleaner format and rebuild core sections first

What To Fix First

Start with problems that prevent a system or recruiter from reading the resume. Save small wording changes for after the structure is clean.

PriorityFixReason
1Use a text-based PDF, DOCX, or plain text resumeImage-only files and corrupted exports cannot be reliably parsed
2Use one column and standard headingsPredictable structure improves section and field detection
3Put contact information in the body, not only the headerSome parsers ignore header and footer regions
4Replace vague duties with quantified achievementsSpecific outcomes help both recruiter review and scoring evidence
5Mirror role language truthfullyRelevant keywords help search and review without keyword stuffing

How To Use the Score Without Overfitting

The best use of an ATS score is triage. Fix problems that make the resume hard to parse or hard to evaluate, then stop when the document is clear. Do not chase a perfect score by adding keywords you cannot defend in an interview or by turning every bullet into a list of tools.

Checker signalGood correctionCorrection to avoid
Low parse confidenceMove to a single-column layout, standard headings, and selectable text.Adding more keywords before the resume can be read cleanly.
Weak evidence bulletsRewrite duties into scope, action, tool, and measurable outcome.Inflating impact numbers or copying sample bullets that do not match your work.
Missing role termsAdd truthful tools, certifications, patient loads, stack details, or workflows from your experience.Keyword stuffing a skills section with technologies you have not used.
Thin company fitCompare the resume with the target role and company application guide before applying.Submitting the same generic version to every employer.

Methodology And Limits

ResumeGeni checks format, extraction, content completeness, and keyword signals from the uploaded resume. It does not certify that every employer ATS will parse the file the same way, and it does not predict whether a recruiter will interview you.

For the scoring rubric, privacy notes, and limitations, read the ATS Resume Checker Methodology. For the broader source map behind ResumeGeni guidance, use the research hub and dated research data dashboard. For application context, use the exact company application guide or role guide that matches the job.

What the Checker Can Diagnose

Treat the ATS resume checker as a document-readiness diagnostic, not a hiring prediction. A useful check should tell you whether the resume text can be extracted, whether the major sections are recognizable, whether contact fields are present, whether bullets contain evidence, and whether role language appears naturally enough for a reviewer to understand the match.

Diagnostic areaWhat ResumeGeni looks forBest correction
Text extractionSelectable text, readable file structure, and parser confidence.Use a text-based PDF, DOCX, or pasted text version before changing wording.
Section recognitionStandard headings for contact, summary, experience, education, skills, projects, and certifications.Rename creative headings to conventional resume sections and keep content in the document body.
Evidence qualityBullets with scope, action, tools, and measurable outcomes rather than generic duties.Rewrite the most recent role first, then work backward through older experience.
Role alignmentTruthful keywords, credentials, systems, technologies, and responsibilities that match the target role.Compare the resume with a role guide and a real posting before adding or removing terms.

Pair the Score With a Role Guide

An ATS score is the starting point. After the resume is readable, compare it with the role you are targeting so your skills, bullets, and keywords match the actual posting without keyword stuffing.

Resume pathUse this guide when the checker flagsBest next page
ClinicalMissing license, certification, patient-load, unit, EHR, or care-outcome evidenceRN resume guide
TechnicalThin stack detail, unclear shipped features, missing testing, deployment, or performance evidenceFull-stack developer resume guide or Android developer resume guide
PortfolioCase studies, client scope, shipped work, project outcomes, or collaboration signals are too vagueProduct designer resume guide or Freelancer resume guide
People operationsHRIS, compliance, hiring, retention, employee-relations, or policy examples are missingHuman resources manager resume guide

Where This Checker Fits in the Application Path

Use the checker as a diagnostic gate between drafting and applying. It is strongest when the next action is specific: fix parsing risks, rewrite vague bullets, add missing role evidence, or compare the resume against a real posting. It is weaker when treated as a hiring predictor or a substitute for role judgment.

Signal from the checkerBest next pageReason
Formatting or parsing warningsATS compatibility methodologyReview the scoring categories and limits before changing the file structure.
Weak or generic experience bulletsResume guides by job titleFind role-specific examples and replace duties with evidence, scope, and outcomes.
Missing tools, systems, or certificationsSkills guides by job titleCheck which skills belong in the resume and which should appear only when truthful.
Company-specific application concernsCompany application guidesCompare employer context, ATS signals, and open-role language before final tailoring.

Sources Used For This Checker

ResumeGeni's checker combines product analysis with public resume-writing, occupational, and structured-data references. These sources inform parser-readiness guidance; they do not certify that any employer or ATS vendor will score a resume the same way.

Frequently Asked Questions

Is ResumeGeni free?
Yes. 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 parsed into structured fields such as contact information, experience, education, and skills. The score reflects how cleanly ResumeGeni can extract those fields plus format, content, and keyword signals.
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.

Preferred ATS Checker Resource Spine

Built by ResumeGeni. Methodology, sources, and limitations are documented above. Last updated .

Technical Support Engineer, Enterprise

Mistral AI · Singapore

About Mistral 

 
At Mistral AI, we are a tight-knit, nimble team dedicated to bringing cutting-edge AI technology to the world. Our mission is to make AI ubiquitous, open, and aligned with European values of privacy and compliance. We are creative, low-ego, team-spirited, and passionate about AI innovation. Our teams are distributed across France, the UK, the USA, and Singapore, and we hire talented individuals who thrive in collaborative, fast-paced environments.
 
We believe in the power of AI to simplify tasks, save time, and enhance learning and creativity. Our technology is designed to integrate seamlessly into daily working life.
 
We democratize AI through high-performance, optimized, open-source and cutting-edge models, products and solutions. Our comprehensive AI platform is designed to meet enterprise as well as personal needs. Our offerings include Le Chat, AI Studio, Mistral Code and Mistral Compute — a suite that brings frontier intelligence to end-users.
 
We are a dynamic, collaborative team passionate about AI and its potential to transform society. Our diverse workforce thrives in competitive environments and is committed to driving innovation. Our teams are distributed between France, USA, UK, Germany and Singapore. We are creative, low-ego and team-spirited.
 
Join us to be part of a pioneering company shaping the future of AI. Together, we can make a meaningful impact. See more about our culture on https://mistral.ai/careers
 

Role Summary 

We are hiring our first Technical Support Engineer in APAC to build and lead our technical support presence in the region. This is a high-impact role for a deeply technical individual (L2/L3) who can independently tackle complex, escalated issues and become the go-to technical resource for our fastest-growing market.

As the foundational hire for APAC, you will:

  • Own the end-to-end technical support for enterprise and strategic customers in the region.

  • Debug, reproduce, and resolve advanced issues (APIs, model behavior, latency, fine-tuning, infrastructure).

  • Bridge the gap between customers, engineering, and product teams to drive regional success.

  • Shape support processes tailored to APAC’s unique needs (time zones, languages, use cases).

This role reports to the Lead Customer Support and requires autonomy, technical depth, and a proactive mindset to scale support in a high-volume, high-stakes environment.

Location: Singapore-based (hybrid/remote with occasional on-site collaboration).
 
Key Responsibilities
 

🔧 Deep Technical Troubleshooting (L2/L3):

  • Investigate and resolve complex, escalated issues (e.g., API failures, model hallucinations, latency spikes, fine-tuning misbehaviors, infrastructure bottlenecks).

  • Reproduce and debug customer issues, including code-level analysis (Python, API calls, logs).

  • Own the full lifecycle of critical tickets: triage, root-cause analysis, resolution, and post-mortem.

🚀 APAC Regional Ownership:

  • Serve as the primary technical contact for APAC customers, including enterprise accounts.

  • Prioritize and manage high-volume support requests during APAC business hours (SGT, UTC+8).

  • Advocate for APAC needs in product/engineering discussions (e.g., regional infrastructure, localization).

📚 Knowledge & Scalability:

  • Create and maintain advanced technical documentation (runbooks, debugging guides, API best practices).

  • Train and mentor future APAC hires as the team grows.

  • Automate repetitive tasks (scripts, tools) to improve efficiency.

🤝 Cross-Functional Collaboration:

  • Work closely with Engineering, Product, and Solutions teams to escalate, track, and resolve deep technical issues.

  • Translate customer pain points into actionable feedback for roadmaps.

  • Assist Sales/Pre-Sales with technical deep dives for APAC prospects.

📊 Proactive Improvement:

  • Identify recurring issues and drive permanent fixes (e.g., docs, product changes, or tooling)
  • Monitor and alert on regional service health (latency, errors, outages).

Who you are

Required:

  • Bachelor’s or Master’s in Computer Science, Engineering, or related technical field (or equivalent experience).

  • 5+ years in technical support, DevOps, or SRE roles (SaaS, AI/ML, or cloud platforms preferred).

  • Hands-on debugging skills: Proficient with APIs, logs, tracing (e.g., OpenTelemetry), and performance profiling.

  • Coding ability: Comfortable writing Python, Bash, or similar for debugging/automation.

  • Deep understanding of:

    • Cloud infrastructure (AWS/GCP/Azure).

    • Distributed systems (latency, scalability, microservices).

    • AI/ML concepts (fine-tuning, inference, model limitations).

  • Experience with support tools: Intercom, Zendesk, Jira, or similar.

  • Fluent English (written/verbal) with exceptional communication skills for technical audiences.

  • Self-starter mindset: Ability to work independently in a remote, fast-paced environment.

Nice to Have:

  • Experience with LLMs, generative AI, or MLOps.

  • Familiarity with Kubernetes, Docker, or CI/CD pipelines.
  • Additional APAC languages (Mandarin, Japanese, Korean).

Recruitment Process

  1. HR Screen (30 min)

  2. Hiring Manager Interview (45 min) – Technical + behavioral

  3. Take-Home Assignment (debugging scenario + customer case study)

  4. Technical Deep Dive (60 min) – Live debugging with Engineering
  5. Value Talk / Culture Fit (30 min)

Why Join Mistral AI?

Impact: Directly contribute to the success of enterprise AI deployments and shape the future of on-premise support.
Growth: Opportunities for career advancement in support leadership, technical specialization, or customer success.
Innovation: Work with cutting-edge AI technology in a dynamic, mission-driven company.
Team: Join a passionate, diverse, and low-ego team that values collaboration and continuous learning.
Work Environment: Hybrid flexibility (Paris office) with a focus on work-life balance and professional development.
 

What we offer 

💰 Competitive cash salary and equity
🥕 Daily lunch vouchers : Swile meal vouchers with 10,83€ per worked day, incl 60% offered by company
🥎 Sport : Enjoy discounted access to gyms and fitness studios through our Wellpass partnership
🚴 Transportation : Monthly contribution to a mobility pass via Betterway
🧑‍⚕️ Health : Full health insurance for you and your family
🍼 Parental : Generous parental leave policy
🌎 Visa sponsorship
🤝 Coaching: we offer BetterUp coaching on a voluntary basis
 
By applying, you agree to our Applicant Privacy Policy.

About Mistral 

 
At Mistral AI, we are a tight-knit, nimble team dedicated to bringing cutting-edge AI technology to the world. Our mission is to make AI ubiquitous, open, and aligned with European values of privacy and compliance. We are creative, low-ego, team-spirited, and passionate about AI innovation. Our teams are distributed across France, the UK, the USA, and Singapore, and we hire talented individuals who thrive in collaborative, fast-paced environments.
 
We believe in the power of AI to simplify tasks, save time, and enhance learning and creativity. Our technology is designed to integrate seamlessly into daily working life.
 
We democratize AI through high-performance, optimized, open-source and cutting-edge models, products and solutions. Our comprehensive AI platform is designed to meet enterprise as well as personal needs. Our offerings include Le Chat, AI Studio, Mistral Code and Mistral Compute — a suite that brings frontier intelligence to end-users.
 
We are a dynamic, collaborative team passionate about AI and its potential to transform society. Our diverse workforce thrives in competitive environments and is committed to driving innovation. Our teams are distributed between France, USA, UK, Germany and Singapore. We are creative, low-ego and team-spirited.
 
Join us to be part of a pioneering company shaping the future of AI. Together, we can make a meaningful impact. See more about our culture on https://mistral.ai/careers
 

Role Summary 

We are hiring our first Technical Support Engineer in APAC to build and lead our technical support presence in the region. This is a high-impact role for a deeply technical individual (L2/L3) who can independently tackle complex, escalated issues and become the go-to technical resource for our fastest-growing market.

As the foundational hire for APAC, you will:

  • Own the end-to-end technical support for enterprise and strategic customers in the region.

  • Debug, reproduce, and resolve advanced issues (APIs, model behavior, latency, fine-tuning, infrastructure).

  • Bridge the gap between customers, engineering, and product teams to drive regional success.

  • Shape support processes tailored to APAC’s unique needs (time zones, languages, use cases)