Tata Consultancy Services

Lead Applied AI Engineer

Tata Consultancy Services$120K — $140K *
Information Technology
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • 5+ years of experience in AI system architecture and development
  • Strong expertise in Generative AI and AI agent frameworks
  • Proven track record of production-grade AI solution deployment
  • Familiarity with responsible AI principles and governance
  • Experience leading engineering teams and mentoring engineers
  • Solid understanding of data architecture, particularly with structured and unstructured data
  • Knowledge of performance optimization strategies for AI systems.

Responsibilities

  • Architect end-to-end AI systems including retrieval-augmented generation and agent orchestration
  • Define enterprise AI engineering standards and optimize performance
  • Lead the deployment of AI solutions with a focus on reliability and monitoring
  • Design scalable data ingestion frameworks and ensure data quality
  • Establish evaluation frameworks for continuous improvement of AI systems
  • Collaborate with infrastructure teams to ensure AI workload readiness
  • Mentor engineering teams and promote best practices in AI development.

Benefits

  • Discretionary annual incentive
  • Comprehensive medical coverage including dental and vision
  • Generous parental leave policies
  • Various insurance options including identity theft protection
  • Training and certification reimbursement
  • Flexible time off policies including vacation and sick leave
  • Legal and financial assistance programs including 401K and student loan refinancing.
Full Job Description
We are seeking an accomplished Lead Applied AI Engineer to architect and deliver advanced AI systems that seamlessly integrate Generative AI capabilities, AI agents, and modern enterprise platforms.

This role is responsible for designing, building, deploying, and scaling production-grade AI solutions that support large-scale business operations while maintaining high standards of security, reliability, governance, and responsible AI practices.

The Lead Applied AI Engineer will define technical standards, lead enterprise AI adoption, establish engineering best practices, and mentor engineering teams. This position operates at the intersection of AI innovation, enterprise architecture, platform engineering, and responsible AI governance.

Key Responsibilities

AI Solution Architecture
• Architect comprehensive end-to-end AI systems including:

o Advanced RAG (Retrieval-Augmented Generation) pipelines

o Multi-stage retrieval and re-ranking architectures

o Agent orchestration frameworks coordinating multiple specialized agents

o Multi-model AI integrations leveraging model-specific strengths
• Design solutions with modularity, extensibility, scalability, and operational excellence to support evolving business requirements.

AI Engineering Standards & Optimization
• Define enterprise standards for:

o Prompt engineering

o Prompt templates and versioning

o Testing methodologies

o Evaluation frameworks
• Establish performance optimization strategies covering:

o Model selection criteria

o Caching patterns

o Resource utilization

o Cost optimization

Production Deployment & Reliability
• Lead deployment of AI solutions into production environments with:

o Comprehensive observability

o Logging and tracing

o Reliability engineering practices

o Graceful degradation mechanisms

o Circuit breaker implementation

o Real-time monitoring dashboards

o Automated alerting

o Incident response procedures
• Ensure AI services meet stringent service-level objectives and enterprise reliability expectations.

Data & Retrieval Architecture
• Design scalable data ingestion frameworks that process:

o Structured data sources

o Unstructured documents

o Real-time event streams
• Develop:

o Vector database architectures

o Hybrid search capabilities

o Data preprocessing pipelines

o Data quality monitoring frameworks
• Ensure high-quality inputs for AI systems through cleansing, enrichment, and governance processes.

AI Evaluation & Continuous Improvement
• Establish quantitative evaluation frameworks for AI systems.
• Implement:

o A/B testing capabilities

o Performance benchmarking

o User feedback analysis

o Telemetry-based optimization
• Drive continuous improvements across:

o Prompts

o Retrieval strategies

o Agent workflows

o Model configurations

Platform & Infrastructure Collaboration
• Partner with platform and infrastructure teams to ensure readiness for AI workloads, including:

o GPU infrastructure

o Model serving platforms

o Feature stores

o Scalable data storage

o Networking infrastructure
• Define requirements for enterprise AI platform capabilities and integration patterns.

Technical Leadership & Mentoring
• Mentor engineers through:

o Architecture reviews

o Design guidance

o Code reviews

o Career development support
• Promote engineering excellence through:

o Best-practice documentation

o Technical training

o Communities of practice
• Foster a culture of responsible and ethical AI development.

Responsible AI & Compliance
• Ensure AI solutions adhere to enterprise governance and compliance requirements.
• Maintain documentation of:

o System behavior

o Decision logic

o Evaluation methodologies
• Apply responsible AI principles including:

o Fairness

o Transparency

o Accountability

o Bias mitigation
• Support compliance with applicable regulatory and industry requirements.

Salary Range: $120,000 -$140,000 year

TCS Employee Benefits Summary:

Discretionary Annual Incentive.

Comprehensive Medical Coverage: Medical & Health, Dental & Vision, Disability Planning & Insurance, Pet Insurance Plans.

Family Support: Maternal & Parental Leaves.

Insurance Options: Auto & Home Insurance, Identity Theft Protection.

Convenience & Professional Growth: Commuter Benefits & Certification & amp; Training Reimbursement.

Time Off: Vacation, Time Off, Sick Leave & Holidays.

Legal & Financial Assistance: Legal Assistance, 401K Plan, Performance Bonus, College Fund, Student Loan Refinancing.

#LI-SP1

About Tata Consultancy Services

Tata Consultancy Services (TCS) is an Indian multinational information technology (IT) services and consulting company, headquartered in Mumbai, Maharashtra, India. It is a subsidiary of Tata Group and operates in 149 locations across 46 countries. TCS is the largest Indian company by market capitalization and is ranked 11th on the Forbes Global 2000 list of the world's biggest public companies. TCS is also the second-largest IT services company in the world by revenue and the largest employer of women in India. The company provides services in areas including IT, consulting, and business solutions.
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