
AI Quality Assurance Expert
1 day ago
Leading Quality Assurance for Generative AI Solutions: An Exciting Opportunity to Drive Excellence
Key Responsibilities:- Design and implement comprehensive end-to-end QA strategies for applications leveraging Node.js, integrated with LLMs, retrieval-augmented generation (RAG), and Agentic AI workflows.
- Establish benchmarks and quality metrics for GenAI components including accuracy, coherence, relevance, stability, and safety.
- Develop structured evaluation datasheets for LLM behavior validation: test prompts, expected responses, classification criteria, and scoring rubrics.
- Perform data quality testing for RAG databases and ensure relevant, high-quality retrieval to minimize hallucinations and improve grounding.
- Conduct A/B testing across model versions, prompt designs, and system configurations to measure and compare output quality.
- Define methodologies and simulate non-deterministic behaviors using Agentic AI testing techniques.
- Closely collaborate with developers, product owners, and AI engineers to test prompt engineering pipelines, function-calling interfaces, and fallback logic.
- Build QA automation where applicable and integrate GenAI evaluations into CI/CD pipelines.
- Lead internal capability development by mentoring QA peers on GenAI testing practices and helping evolve the organization's AI quality standards.
- 6+ years of experience in software quality assurance, with at least 3+ years working in or around GenAI or LLM-based systems.
- Deep understanding of GenAI quality dimensions: response grounding, factual correctness, context awareness, and hallucination minimization.
- Experience creating and maintaining LLM evaluation datasets and designing test cases for dynamic prompt behavior.
- Hands-on experience with tools and techniques for testing retrieval pipelines, embedding quality, and vector similarity results in RAG architectures.
- Familiarity with non-deterministic testing strategies, agent loop evaluation, and multi-step LLM task validation.
- Comfortable working with APIs, logs, test scripts, and tracing tools to validate both system and AI behavior.
- Strong analytical thinking and a methodical approach to identifying bugs, regressions, and inconsistencies in AI outputs.
- Experience with GenAI tools/platforms like OpenAI, LangChain, Semantic Kernel, Hugging Face, Pinecone, or Weaviate.
- Exposure to evaluating LLMs in production settings, including safety nets, guardrails, and red-teaming approaches.
- Familiarity with prompt tuning, few-shot learning, and function/tool calling in LLMs.
- Basic scripting knowledge (Python, JavaScript, or TypeScript) for building test harnesses or validation utilities.
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