AI Engineer (production / apps focus):Design and ship AI-powered product features (LLMs, RAG, agents, ML APIs) into ourexisting services, working closely with backend, frontend, and data science teams. Integrate off-the-shelf and inhouse models (LLMs, embeddings, ML APIs) into robustmicroservices and user facing flows. Design and implement RAG and workflow/agent pipelines: retrieval, contextassembly, tools integration, guardrails, and fallbacks. Own AI service reliability in production: latency, throughput, cost,observability, circuitbreakers, and rollback/versioning of models and prompts.

 Collaborate with Data Scientists who own model training/finetuning and evaluationdesign; productionize their outputs as stable APIs/workflows. Implement logging, feedback capture, and lightweight online evaluation hooks tomeasure quality of AI features over time. Ensure safety, security, and compliance for AI features: prompt injection defenses, PIIhandling, abuse/hallucination controls, and audit trail. Contribute to internal AI tooling: SDKs, templates,



and reusable components toaccelerate future AI use case.Skills required:AI Engineer role demands more than AI-based augmentation with in-depth understanding ofconcepts like--RAG-GenAI, LLM finetuning, Prompt engineering-Multi-Agent framework (langchain, langraph etc with hands on experience)-Eval generation and their importance-Tokens usage and optimisations.-Model/mcp gatewayIdeal profile: Solid software engineering in Python (and one of Node/Java/Go),REST/gRPC APIs, queues, and microservices on cloud infra. Handson experience shipping at least one AI powered product to production (e.g.,search, recommendations, chatbots, summarization, classification) Practical knowledge of LLM concepts: prompts, context engineering, embeddings,vector search, basic evaluation metrics, and latency/cost trade-offs. Solid understanding of integration patterns with third party AI providers (OpenAI,Anthropic, etc.) and vector DB Hand-on & good understanding of atleast one agentic framework like Langgraph.

📌 Artificial Intelligence Engineer (Mumbai)
🏢 Questhiring
📍 Mumbai