Key Responsibilities
AI Solution Design & Engineering
● Partner with product and business teams to translate banking problems (fraud, credit risk,
customer operations, compliance) into practical AI solutions.
● Determine when to apply traditional ML versus LLM/GenAI approaches, evaluating trade-offs
across accuracy, latency, cost, and regulatory constraints.
● Design and implement end-to-end AI systems including data pipelines, feature engineering,
model integration, and API-based services.
● Build and evolve agentic and RAG (Retrieval-Augmented Generation) architectures using
frameworks such as LangChain or LangGraph.
Production Engineering & Delivery
● Build production-ready AI services with robust error handling, fallback mechanisms, guardrails,
and observability (logging, metrics, tracing).
● Implement AI safety controls including input validation, prompt injection mitigation,
configurable policies, and kill-switch mechanisms.
● Optimise AI systems for performance, latency, and cost — particularly significant for high
volume banking workloads.




● Transition PoCs and prototypes into hardened production systems through refactoring, testing,
and rigorous deployment practices.
● Work with SQL, NoSQL, and vector databases (e.g., PostgreSQL, MongoDB, ChromaDB) to
support data-intensive AI applications.
ML & Generative AI
● Apply supervised and unsupervised ML techniques to banking use cases such as classification,
anomaly detection, and recommendation.
● Build and integrate LLM-based solutions using models such as OpenAI, Claude, Gemini, Llama, or
equivalent.
● Apply prompt engineering, evaluation techniques, and iterative optimisation to improve GenAI
output quality.
● Develop tool-based and agentic workflows, including multi-agent systems for complex, multi
step banking processes.
Collaboration & Communication
● Collaborate with platform, cloud, and infrastructure teams to ensure reliable deployment and
operations.
● Clearly articulate trade-offs (ML vs. LLM, build vs.

📌 AI ML Gen AI Engineer (Gurugram)
🏢 Horizon Industries International
📍 Gurugram