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AI Observability Engineer

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Onsite

AI Observability Engineer

Tata Consultancy Services

AI Observability Engineer

Skills

Data EngineeringData ScienceMachine LearningAICompliance

2 months ago

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Important information


Contract type:

Permanent

Location:

Bengaluru, Karnataka, India

Work mode:

Onsite

Published on:

8 August 2026

What they need


Role & responsibilities

AI Model Monitoring & Observability

  • Design and implement observability frameworks for AI/ML and GenAI applications.
  • Monitor model performance, prediction quality, latency, throughput, and availability.
  • Track model drift, data drift, concept drift, and performance degradation.
  • Establish AI-centric KPIs, SLAs, and SLOs.

Generative AI Observability

  • Monitor LLM applications for:

  • Hallucinations

  • Response quality

  • Prompt effectiveness

  • Toxicity detection

  • Cost and token consumption

  • Retrieval quality in RAG systems

MLOps & Governance

  • Collaborate with data scientists and ML engineers to deploy monitoring solutions.
  • Ensure compliance with Responsible AI and governance policies.

Incident Management

  • Investigate AI service outages and model failures.
  • Perform root cause analysis (RCA).

Preferred candidate profile

  • Bachelor's or Master's degree in Computer Science, Data Science, Engineering, or related field.
  • 5+ years in Data Engineering, AI/ML, MLOps, or Platform Engineering.
  • 2+ years working with GenAI/LLM solutions.
  • Experience supporting production AI applications.

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