ATS-friendly resume guides by role
The keywords recruiters search for, weak vs strong bullet examples, and the interview questions each resume will trigger — for AI & ML jobs and the roles Indian job seekers apply to most.
🤖 AI & machine learning roles
The fastest-growing jobs — what recruiters screen for in AI resumes.
AI Engineer resume
LLM apps, RAG, APIs and evaluation — the AI engineer keywords ATS filters on.
Keywords & examples →
Machine Learning Engineer resume
Training, deploying and monitoring models — ML engineer keywords and bullets.
Keywords & examples →
Generative AI Engineer resume
LLMs, fine-tuning, agents and guardrails — GenAI resume keywords that work.
Keywords & examples →
Prompt Engineer resume
Prompt design, evaluation and LLM workflows — how to show measurable results.
Keywords & examples →
MLOps Engineer resume
CI/CD for models, feature stores, monitoring — MLOps resume keywords.
Keywords & examples →
Data Engineer resume
Spark, Airflow, cloud warehouses — the data pipelines that power AI.
Keywords & examples →
Computer Vision Engineer resume
Detection, segmentation, edge deployment — CV resume keywords and bullets.
Keywords & examples →
NLP Engineer resume
Text classification, transformers, Indic languages — NLP resume keywords.
Keywords & examples →
AI Product Manager resume
Shipping AI features, evaluation and responsible AI — AI PM resume tips.
Keywords & examples →
AI / ML Research Scientist resume
Papers, experiments and novel models — research resume keywords.
Keywords & examples →
Data Scientist resume
ML, Python and model impact — keywords and bullets that pass ATS.
Keywords & examples →
Software & tech roles
Developers, QA, DevOps and freshers.
Software Engineer resume
Backend, frontend or full-stack — the keywords and bullets ATS filters look for.
Keywords & examples →
Java Developer resume
Spring Boot, microservices and the Java keywords recruiters filter on.
Keywords & examples →
Python Developer resume
Django, FastAPI, automation and the Python skills ATS scans for.
Keywords & examples →
Frontend Developer resume
React, TypeScript, performance — and how to show impact on a resume.
Keywords & examples →
Full Stack Developer resume
MERN, Next.js and end-to-end ownership — keywords and bullet examples.
Keywords & examples →
QA / Test Automation Engineer resume
Selenium, Playwright, API testing — keywords and automation bullets.
Keywords & examples →
DevOps Engineer resume
AWS, Kubernetes, Terraform, CI/CD — the keywords and bullets that work.
Keywords & examples →
Fresher / Campus Placement resume
No experience? Projects, internships and skills that pass ATS for freshers.
Keywords & examples →
Product, data & business roles
Analysts and product managers.
Data Analyst resume
SQL, Excel, Power BI — what ATS filters want and how to quantify insights.
Keywords & examples →
Business Analyst resume
Requirements, SQL, stakeholder impact — what ATS and hiring managers want.
Keywords & examples →
Product Manager resume
Outcomes, metrics and launches — how PM resumes get shortlisted.
Keywords & examples →
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