RC-REGULATORY COMPLIANCE-GxP AI Model Consultant-Manager

Ernst & Young Advisory Services Sdn Bhd; Hinoba-an; On-site; PHP 1,979,000 - 2,639,000; Full time

Job summary

EY GDS Consulting – Enterprise Risk (ER) Regulatory Compliance seeks a seasoned AI/GenAI Model Consultant to guide regulated AI deployments. Lead model integration, evaluation, and governance across the lifecycle in GxP environments.

The role demands collaboration with cross-functional teams, strong testing strategies, and a focus on data integrity and risk management within life sciences and pharma contexts.

Qualifications

• Bachelor’s or master’s degree in Life Sciences, Engineering, or related field.
• 8+ years of AI/ML, GenAI, software testing, validation, or quality engineering roles.
• Experience creating user stories, test scripts, validation plans, or AI solution prototypes.

Responsibilities

• Lead AI and Agentic AI engagements from strategy through implementation and value realization.
• Design and oversee development of AI solutions leveraging LLMs, AI Agents, Multi-Agent Systems, RAG, Knowledge Graphs, and AI Orchestration frameworks.
• Drive client workshops to identify AI use cases, define target operating models, and develop AI roadmaps.
• Manage cross-functional teams including AI Engineers, Data Scientists, Architects, and Business Consultants.
• Establish AI governance, observability, risk management, model monitoring, and responsible AI practices.

Skills

AI/ML concepts

GenAI workflows

LLMs

Agentic systems

Model evaluation

Education

Bachelor’s or Master’s degree in Life Sciences/Engineering

Tools

LangChain

LangGraph

Langfuse

Job description

Location: Noida

Other locations: Primary Location Only

Date: Sep 8, 2026

Requisition ID: 1731725

At EY, you’ll have the chance to build a career as unique as you are, with the global scale, support, inclusive culture and technology to become the best version of you. And we’re counting on your unique voice and perspective to help EY become even better, too. Join us and build an exceptional experience for yourself, and a better working world for all.

EY- GDS Consulting – Enterprise Risk (ER) – Regulatory Compliance –Manager – GxP AI/Model Consultant

As part of our EY-ER- Regulatory Compliance team, you will help the clients by understanding their business needs and delivering solutions in accordance with the EY guidelines & methodologies. As a Regulatory Compliance Manager actively establish, maintain and strengthen internal and external relationships. In line with our commitment to quality, you’ll consistently drive projects to completion with high quality deliverables, achieve operational efficiency, proactively identify and raise risks with the client as well as EY senior management team and lead internal initiatives.

The opportunity

We are seeking a highly experienced and detail-oriented AI Model Consultant with strong expertise in working alongside AI/ML models, Generative AI (GenAI) systems, and multi-agent workflows within GxP-regulated and quality-critical environments. The ideal candidate will work on defining flows, integrate APIs and ensure the reliability, fairness, robustness, and regulatory adherence of AI solutions while working alongside cross-functional teams in designing, testing, and maintaining production-ready, inspection-ready AI systems.

This role is responsible for leading AI model consultation and development activities across the full model lifecycle, including model integration, training, testing, deployment, and post-deployment monitoring, in alignment with GxP principles, risk-based validation, and data integrity expectations. The consultant will play a key role in developing Model based use cases, leveraging quality-by-design, and governance-by-design practices, enabling the safe, trustworthy, and explainable use of AI and agent-based solutions in regulated life sciences and pharmaceutical contexts.

Your key responsibilities

• Lead AI and Agentic AI engagements from strategy through implementation and value realization.
• Design and oversee development of AI solutions leveraging LLMs, AI Agents, Multi-Agent Systems, RAG, Knowledge Graphs, and AI Orchestration frameworks.
• Drive client workshops to identify AI use cases, define target operating models, and develop AI roadmaps.
• Manage cross-functional teams including AI Engineers, Data Scientists, Architects, and Business Consultants.
• Establish AI governance, observability, risk management, model monitoring, and responsible AI practices.
• Support business development activities including proposals, solutioning, thought leadership, and client presentations.
• Perform AI/ML model integration, evaluation and validation across development, training, testing, and deployment phases.
• Evaluate model performance using precision, recall, accuracy, F1-score, and confusion matrices.
• Gather and analyze business requirements and translate them into functional and technical solution designs.
• Configure, customize, and develop applications, workflows, data models, integrations, and reports based on business needs.
• Assess model behavior across datasets, edge cases, and failure scenarios to identify bias, drift, and instability.
• Demonstrate strong understanding of supervised and unsupervised learning models, including classification, regression, clustering, and anomaly detection.
• Conduct hands‑on evaluation of GenAI and LLM-based systems, including prompt behavior, response quality, and consistency.
• Design and execute testing strategies for AI agents and multi‑agent workflows, covering orchestration logic, tool invocation, and output validation.
• Hands‑on experience with APIs, scripting/programming, and system development lifecycle (SDLC).
• Use LangChain, LangGraph, and Langfuse for agent workflows, observability, traceability, and evaluation logging.
• Collaborate with data scientists and engineers to identify model improvement opportunities and risk mitigations.

Qualifications:

• Bachelor’s or master’s degree in Life Sciences, Engineering, or related field.
• 8+ years of experience in AI/ML, GenAI, software testing, validation, or quality engineering roles.
• Experience creating user stories, test scripts, validation plans, or AI solution prototypes.
• Exposure to cloud ecosystems such as Azure, AWS, or GCP.
• Consulting or client‑facing experience preferred.
• Excellent communication, documentation, and stakeholder management skills.

Must-Have Skills And Attributes

• Strong understanding of ML models, LLMs, GenAI workflows, agentic systems, and evaluation techniques.
• Strong foundation in machine learning concepts and model evaluation techniques.
• Hands‑on experience with: Precision, Recall, Confusion Matrix, ROC/AUC, Supervised and Unsupervised ML models
• Practical experience with LangChain, LangGraph, and Langfuse.
• Experience evaluating GenAI / LLM‑based applications and agents.
• Strong documentation, analytical, and stakeholder communication skills.
• Experience designing test cases, user stories, and acceptance criteria for AI/ML‑based systems.
• Ability to validate AI outputs, evaluate accuracy, detect bias, and assess model reliability under varied conditions.
• Hands‑on skills in building prototypes, test harnesses, and demo environments.
• Strong stakeholder management, analytical thinking, and structured communication skills.
• Familiarity with version control, prompt engineering fundamentals, and AI‑assisted testing tools is preferred.
• Understanding of data integrity principles and electronic records/e-signatures compliance
• Experience in client-facing roles, managing expectations and delivering solutions
• Strong communication and presentation skills
• Ability to troubleshoot application issues and recommend solutions
• Strong teamwork and collaboration mindset

Good-to-Have Skills And Attributes

• Exposure to business development activities and client engagement strategies
• Ability to create innovative insights and contribute to thought leadership
• Understanding of market trends and competitor landscape
• Experience in process optimization and operational efficiency initiatives
• Ability to align technology with business transformation goals
• High attention to detail and analytical thinking
• Adaptability to changing regulatory and business environments
• Strong problem-solving and decision-making abilities

What we look for

• A Team of people with commercial acumen, technical experience and enthusiasm to learn new things in this fast-moving environment with consulting skills.
• An opportunity to be a part of market-leading, multi-disciplinary team of 1400 + professionals, in the only integrated global transaction business worldwide.
• Opportunities to work with EY Consulting practices globally with leading businesses across a range of industries

What working at EY offers

At EY, we’re dedicated to helping our clients, from start-ups to Fortune 500 companies and the work we do with them is as varied as they are.

You get to work with inspiring and meaningful projects. Our focus is education and coaching alongside practical experience to ensure your personal development. We value our employees and you will be able to control your own development with an individual progression plan. You will quickly grow into a responsible role with challenging and stimulating assignments. Moreover, you will be part of an interdisciplinary environment that emphasizes high quality and knowledge exchange. Plus, we offer:

• Support, coaching and feedback from some of the most engaging colleagues around
• Opportunities to develop new skills and progress your career
• The freedom and flexibility to handle your role in a way that’s right for you

EY | Building a better working world

EY exists to build a better working world, helping to create long-term value for clients, people and society and build trust in the capital markets.

Enabled by data and technology, diverse EY teams in over 150 countries provide trust through assurance and help clients grow, transform and operate.

Working across assurance, consulting, law, strategy, tax and transactions, EY teams ask better questions to find new answers for the complex issues facing our world today.

EY refers to the global organization, and may refer to one or more, of the member firms of Ernst & Young Global Limited, each of which is a separate legal entity. Ernst & Young Global Limited, a UK company limited by guarantee, does not provide services to clients.