Applied AI Engineer – GenAI Systems

Manulife/John Hancock; Toronto; Hybrid; CAD 94,000 - 144,000; Full time

Benefits offered by this job

Health benefits

Dental benefits

Vision benefits

Pension plan

Paid time off

Job summary

Manulife/John Hancock is hiring two Applied AI Engineers to turn ambiguous business problems into clear GenAI-enabled workflows. You’ll build reliable models, governance-ready evaluations, and production-ready pipelines with Data, ML, and Software teams.

A strong product outlook helps translate insights into business value. The role emphasizes end-to-end delivery, monitoring, and risk-aware design within a hybrid work model at our Toronto location.

Qualifications

• 4–7 years of applied data science / ML with production delivery.
• Strong Python + SQL and software engineering practices.
• Experience with modern DS/ML tooling and model development at scale.
• Ability to create clear solution architecture and data flow diagrams.

Responsibilities

• Own end-to-end GenAI + ML solution design from problem to deployment.
• Create design artifacts for governance and runtime sequencing.
• Trade-offs: accuracy vs explainability, cost vs performance.
• Build ML models for Finance & Actuarial use cases and GenAI capabilities.
• Develop retrieval-based and structured summarization GenAI components.
• Collaborate with Data/ML/Software teams to productionize pipelines and monitoring.

Skills

End-to-end production ML delivery

GenAI/ML solution design

Strong Python + SQL

Communication & collaboration

Tools

Git

Unit/integration testing

Databricks/Spark

PyTorch/TensorFlow

Job description

Manulife is making a significant investment in Advanced Analytics and GenAI to transform how Finance, Treasury, and Actuarial teams make decisions! Our AI team builds practical, governed solutions that move from idea to implementation and are adopted in real business workflows. We’re hiring two Applied AI Engineers with strong modeling skills, solution development experience, and a product outlook. They will build AI and GenAI capabilities that integrate into real business workflows. These solutions must be reliable for engineers to implement, easy for collaborators to understand and use, and clear for governance teams to review with evidence, testing, and controls. If you enjoy turning ambiguous business problems into clear system designs, strong evaluations, and reliable production outcomes, this role is for you!

Position Responsibilities

• Own end-to-end solution design (GenAI + ML) Translate business problems into a clear solution approach: user workflow, data flow, model approach, evaluation plan, and operational controls.
• Create lightweight, high-quality design artifacts (e.g., system context, runtime sequence, agent/tool map, data lineage, decision log) that make build and governance straightforward.
• Make smart design trade-offs: accuracy vs explainability, cost vs performance, speed vs robustness.
• Build strong models and GenAI components for Finance & Actuarial use cases. Develop ML solutions such as forecasting, classification, NLP, optimization, anomaly detection, and scenario analysis.
• Build GenAI capabilities such as retrieval-based solutions (RAG), structured summarization, transaction understanding, variance explanations, and tool-using workflows (where applicable).
• Engineer features from structured + unstructured data and ensure solutions remain stable as data evolves.
• Set a high bar for evaluation and evidence. Define performance expectations with collaborators and implement backtesting / out-of-time testing and error analysis.
• For GenAI, design practical evaluation: scenario coverage, edge cases, human review rubrics, quality scoring, and regression testing.
• Document model limitations clearly and build guardrails for safe use.
• Partner closely to productionize and operate solutions. Collaborate with Data Engineering, ML Engineering, and Software teams to productionize: data pipelines, model packaging, CI/CD, deployment, and monitoring.
• Implement monitoring for data quality, drift, performance deterioration, and operational failures; define remediation actions when thresholds breach.
• Contribute to runbooks and support adoption and UAT with business users.
• Work in a governed environment. Produce the documentation and evidence required for model risk review (assumptions, validation results, monitoring plan, UAT evidence, and approvals).
• Ensure privacy/security expectations are met through data minimization, appropriate access controls, and safe handling of sensitive information.
• Raise team capability. Mentor junior scientists through design reviews, code reviews, and evaluation practices. Help standardize “how we build” (templates, checklists, examples) so delivery becomes faster and more consistent.

Required Qualifications

• 4–7 years of experience in applied data science / machine learning, with demonstrated end-to-end delivery into production (beyond notebooks), including support for UAT and post-launch iteration.
• Strong Python + SQL, with solid software engineering practices: Git-based workflows, code reviews, unit/integration testing, logging, readable code structure, and basic performance tuning.
• Hands-on experience with modern DS/ML tooling (e.g., scikit-learn, PyTorch/TensorFlow, Spark/Databricks or similar), including feature engineering and model development at scale.
• Demonstrated ability to build and communicate solution architecture. Create clear diagrams and concise specs that include data flow, runtime flow, interfaces, failure modes, and operational controls.
• Align collaborators on trade-offs and scope.
• Experience building and evaluating GenAI solutions, including at least one of: RAG, structured summarization/extraction, classification with LLMs, tool/function calling, or agentic workflows (multi-step orchestration with tools/data stores).
• Strong evaluation skills across ML and GenAI: backtesting/holdouts, metric selection, error analysis, and quality evaluation frameworks for GenAI (scenario coverage, edge cases, human review rubrics, regression tests).
• Understanding of production readiness: monitoring for data quality and drift, performance deterioration, cost/latency considerations for GenAI, and practical remediation approaches.
• Strong communication and collaborator management: ability to explain outputs, limitations, uncertainty, and build decisions in plain language and drive adoption in business workflows.

Preferred / Nice to have

• Hands-on GenAI experience across multiple patterns: RAG, prompt orchestration, structured outputs, tool/function calling, agentic workflows (multi-step reasoning with tools), and practical evaluation approaches.
• Experience designing GenAI systems beyond the model: retrieval design, grounding strategies, prompt/version management, caching, and cost/latency trade-offs.
• Experience with cloud-based data/ML stacks and production patterns: model registry, CI/CD, monitoring, APIs/microservices, and automation for retraining or refresh cycles.
• Familiarity with modern GenAI engineering components such as vector databases, embedding strategies, semantic search, and orchestration frameworks (e.g., Semantic Kernel / LangChain-style frameworks).
• Experience working in Finance, Treasury, Insurance, IFRS-17, or Actuarial environments and/or within model governance practices (documentation, validation evidence, monitoring plans).
• Experience implementing GenAI guardrails: hallucination/accuracy controls, safe output formatting, data minimization, access controls, and human review workflows.
• Strong solution design influence: ability to mentor peers through design reviews, code reviews, and evaluation practices (without formal people leadership).

When you join our team

We’ll empower you to learn and grow the career you want. We’ll recognize and support you in a flexible environment where well-being and inclusion are more than just words. As part of our global team, we’ll support you in shaping the future you want to see. #LI-Hybrid The role being advertised is an existing vacancy. About Manulife and John Hancock

About Manulife and John Hancock

Manulife Financial Corporation is a leading international financial services provider, helping people make their decisions easier and lives better. To learn more about us, visit https://www.manulife.com/en/about/our-story.html.

Equal Opportunity Employer

At Manulife/John Hancock, we embrace our diversity. We strive to attract, develop and retain a workforce that is as diverse as the customers we serve and to foster an inclusive work environment that embraces the strength of cultures and individuals. We are committed to fair recruitment, retention, advancement and compensation, and we administer all of our practices and programs without discrimination on the basis of race, ancestry, place of origin, colour, ethnic origin, citizenship, religion or religious beliefs, creed, sex (including pregnancy and pregnancy-related conditions), sexual orientation, genetic characteristics, veteran status, gender identity, gender expression, age, marital status, family status, disability, or any other ground protected by applicable law. It is our priority to remove barriers to provide equal access to employment. A Human Resources representative will work with applicants who request a reasonable accommodation during the application process. All information shared during the accommodation request process will be stored and used in a manner that is consistent with applicable laws and Manulife/John Hancock policies. To request a reasonable accommodation in the application process, contact [e-mail].

Salary, Location and Benefits

Referenced Salary Location Toronto, OntarioWorking Arrangement Hybrid Salary range is expected to be between $94,430.00 CAD - $144,430.00 CAD. Employees also have the opportunity to participate in incentive programs and earn incentive compensation tied to business and individual performance. The actual salary will vary depending on local market conditions, geography and relevant job-related factors such as knowledge, skills, qualifications, experience, and education/training. If you are applying for this role outside of the primary location, please contact [e-mail] for the salary range for your location.

Manulife offers eligible employees a wide array of customizable benefits, including health, dental, mental health, vision, short- and long-term disability, life and AD&D insurance coverage, adoption/surrogacy and wellness benefits, and employee/family assistance plans. We also offer eligible employees various retirement savings plans (including pension and a global share ownership plan with employer matching contributions) and financial education and counseling resources. Our generous paid time off program in Canada includes holidays, vacation, personal, and sick days, and we offer the full range of statutory leaves of absence. If you are applying for this role in the U.S., please contact [e-mail] for more information about U.S.-specific paid time off provisions.

Company Mission and Recognition

We use data and analytics technologies, such as artificial intelligence (AI), and automated processing tools, to analyze and process the information you provide to us or third parties in the application process. For more information, please refer to our personal information collection statement. We're Manulife. And we’re on a mission to make decisions easier and lives better. Better is what drives us. It’s what inspires us to find new ways to support customers and colleagues in living longer and healthier lives. It’s the reason we’re dedicated to investing in digital innovation and industry-leading AI, and accelerating a sustainable and economically inclusive future. Joining us means you’ll be empowered to learn and grow your career. We’ll recognize and support you in a flexible environment where well-being and inclusion are more than just words. And as part of our global team, you’ll help shape the future you want to see – and discover that better can take you anywhere you want to go. We’re proud of our accomplishments and recognition. Recent awards include: 2026 Gallup Exceptional Workplace Award Winner Manulife Named one of Forbes World’s Best Employers 2025 Financial Times World’s Best Employers Asia-Pacific 2026 We’ve been recognized as one of Canada’s Top 100 Employers 2026 #1 Life Insurer for AI Maturity by Evident 2026 To receive our latest job opportunities directly to your inbox, create an account or sign in and navigate to the ‘Job Alerts’ section located in the top right corner of the page. From there, you can sign up to receive job alerts. Our ambition is to be the number one choice for customers. Learn more at https://www.manulife.com/.