AI Architect

1 week ago

Bengaluru Karnataka India, Karnataka DMAIC Academy & Consultancy Full time

AI Architect

Role Summary

The AI Architect is responsible for designing the end-to-end architecture, frameworks that enable scalable, and high-performance AI systems both within the organization and for product teams. This role bridges machine learning, software engineering, and cloud infrastructure to create a cohesive enterprise AI ecosystem. The AI Architect defines reference architectures, accelerates solution teams, ensures compliance, and sets the technical direction for how AI is built, deployed, and governed.


Key Responsibilities

  • Design the AI architecture for the enterprise including inference layers, vector stores, data ingestion, orchestration, and monitoring.
  • Architect scalable LLM/RAG systems, agent frameworks, and generative AI services that can be reused across domains and business units.
  • Define standards for embeddings, vectorization, prompt orchestration, caching layers, and evaluation pipelines.
  • Establish patterns for developing, fine-tuning, and deploying ML/LLM models
  • Evaluate when to use foundation models, when to fine-tune, and when to build custom models.
  • Define and enforce AI architecture principles, security policies, and compliance (HIPAA, FDA, ISO).
  • Implement guardrails for privacy, PHI/PII protection, safe model usage, hallucination risk mitigation, audit logging, and explainability.
  • Partner with data engineering, IT security, cloud infrastructure, and product teams to ensure architectural alignment.
  • Participate in roadmap planning and technology selection for the AI/ML ecosystem.
  • Conduct build-vs-buy assessments for AI platforms, tokenization, data protection, vector databases, model hosting, and MLOps tools.


Required Qualifications

  • Bachelor’s or Master’s in Computer Science, Engineering, AI/ML, or related field; equivalent experience considered.
  • 5+ years of experience in ML/AI engineering, data engineering, platform engineering, or cloud architecture.
  • Strong proficiency in distributed systems, cloud architecture (Azure), and containerization (Kubernetes).
  • Hands-on experience designing and deploying ML/LLM systems in production.
  • Expertise with ML frameworks (PyTorch, TensorFlow), MLOps tools (MLflow, KServe, Kubeflow, Airflow), and vector databases.
  • Deep understanding of LLM/RAG patterns, embeddings, prompt engineering, caching layers, and model evaluation.


Preferred Qualifications

  • Experience with agent frameworks (LangChain, OpenAI Agents API).
  • Experience in highly regulated industries (healthcare, MedTech, pharma).
  • Experience with encryption, tokenization, PHI/PII protection, or secure ML workflows.

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