ATS resume checker for AI Engineer roles
We are looking for an AI Engineer to build LLM-powered features and retrieval pipelines. You will design evaluation sets and guard against regressions, and control latency and inference cost in production. Required: hands-on experience with Prompt engineering, LLM integration, RAG pipelines, Vector databases, and working knowledge of OpenAI API, LangChain, Pinecone. Preferred: Azure AI Engineer Associate. Success in this role is measured by answer accuracy on eval set, token cost per request, latency.
Skills screened
- Prompt engineering
- LLM integration
- RAG pipelines
- Vector databases
- Evaluation harnesses
- Python
- API design
- Cost optimisation
Tools
- OpenAI API
- LangChain
- Pinecone
- Hugging Face
Qualifications
- Azure AI Engineer Associate
Questions
Which keywords should an AI Engineer resume include?
Pull them from the specific job description first. Across most AI Engineer postings the recurring terms are Prompt engineering, LLM integration, RAG pipelines, Vector databases, Evaluation harnesses, Python, plus tools such as OpenAI API, LangChain, Pinecone. ResumeScanner extracts the exact set from the JD you paste rather than relying on a generic list.
What match score is good for AI Engineer roles?
Anything above 75% usually means your resume covers the required skills and the seniority band. Below 60% there is normally a real gap — missing LLM integration or OpenAI API experience — not just a wording problem. We show the reasoning behind the score so you can tell the two apart.
How do I quantify AI Engineer experience?
Tie each bullet to one of answer accuracy on eval set, token cost per request, latency. Even approximate figures beat none: reviewers read them as evidence you tracked outcomes.
Do Azure AI Engineer Associate certifications matter for this role?
They rarely replace experience, but they break ties. When Azure AI Engineer Associate appears in a JD's preferred list, our checker flags it as a missing keyword if your resume does not mention it.
Should I use a different resume for each AI Engineer application?
Not a different resume — a re-aligned one. Titles vary (LLM Engineer, Generative AI Engineer) and so do required tools. Re-running the check per JD takes seconds and normally surfaces two or three swaps worth making.