Tata Consultancy Services
AI Observability Engineer
Skills
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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