AI Engineer Lead, Application Development
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AI Engineer Lead, Application Development
Location
Toronto, ON, Canada
Experience
Senior
Posted
Jul 10, 2026
Apply by
July 18, 2026
Applicants
0
Early applicantEasy applyFull-timeWork from Office
Job Description
We are hiring an AI Engineer Lead, Application Development
Reporting To:
AVP, Application Development
Full-Time/Part- Time:
Full-time
Posting Date:
July 8, 2026
Closing Date:
July 17, 2026
Hours of Work:
8:30 a.m. – 5:00 p.m.
Grade:
Office Location:
16.4
Toronto, ON
Great location! Steps away from the main public transit station
What we offer:
Highly competitive compensation package which includes, base salary, bonus, benefits, and career advancement opportunities!
*Eligibility for benefits is dependent on the terms of employment
The Opportunity :
The AI Engineering Lead is responsible for the architecture, engineering standards, and production readiness of AI Factory solutions that enhance mortgage workflows, productivity, decision quality, and user experience.
This role provides hands on technical leadership for agentic workflows, document and policy intelligence, retrieval augmented generation, deterministic automation, model evaluation, observability, and secure integration with core mortgage systems. The Lead ensures FN’s workflow logic, business rules, calculations, and integration contracts remain independent from external model providers and platforms.
How you will contribute::
Lead target architecture for AI enabled workflow automation, using Databricks as the governed data, evaluation, registry, and monitoring backbone and Azure as the enterprise foundation for identity, security, connectivity, hosting, and controls.
Define reusable solution patterns for DocumentAI, PolicyAI, retrieval-augmented generation, agent/tool integration, multi-agent orchestration, deterministic rules engines, calculation services, human review queues, exception handling, audit evidence, and controlled write-back to core systems.
Guide designs using Lakeflow, Delta Lake bronze, silver, and gold layers, Unity Catalog, Vector Search, MLflow tracing and evaluation, model and prompt registries, Databricks Model Serving, Azure AI Document Intelligence, Azure OpenAI Service, Service Bus, API Management, Key Vault, Entra ID, Azure Monitor, and Log Analytics.
Set engineering standards for Python, SQL, .NET, TypeScript, FastAPI, React or Blazor integration surfaces, Git based delivery, CI/CD, automated testing, Terraform, data quality checks, model evaluation, prompt governance, observability, cost monitoring, and release controls.
Establish production readiness gates for AI use cases, including UAT, representative test suites, confidence thresholds, guardrails, privacy safeguards, access control, audit logging, rollback planning, kill switches, incident response, runbooks, and operational support.
Challenge vendor designs, reduce throwaway work, and ensure code, prompts, data contracts, tests, documentation, and runbooks can be owned, operated, and extended by First National.
Coach engineers and partner teams on applied AI architecture, LLMOps, secure AI delivery, production support, and reusable patterns that can scale beyond the first residential underwriting use cases.
The experience you need:
Bachelor’s degree in computer science, engineering or a related discipline.
8 plus years of progressive technology experience, including software engineering, solution architecture, data engineering, machine learning engineering, or platform engineering.
Experience designing and delivering production AI or generative AI capabilities, including agents, RAG, document intelligence, model serving, prompt lifecycle management, evaluation harnesses, observability, and human in the loop controls.
Strong practical experience with Microsoft Azure, Databricks or comparable data and AI platforms, Python, SQL, APIs, CI/CD, infrastructure as code, GitHub or Azure DevOps, and modern secure software delivery practices.
Working knowledge of MLflow, Unity Catalog, Lakeflow, Delta Lake, Vector Search, Azure AI Document Intelligence, Azure OpenAI Service, Azure Service Bus, API Management, Key Vault, Entra ID, Azure Monitor, and FinOps is strongly preferred.
Ability to translate architecture choices into product, risk, cost, privacy, operational, and value tradeoffs for senior stakeholders.
Experience in financial services, mortgage lending, lending operations, servicing, broker channels, third party partnerships, or regulated technology environments is preferred.
Relationships:
External Customers : Engages implementation partners, cloud providers, data and AI platform providers, and specialist vendors to support solution quality, production readiness, and knowledge transfer.
Internal Customers: Partners with Product, Engineering, Data, Security, Risk, Compliance, business operations, and technology governance teams to deliver controlled AI capabilities with measurable value.
Working Environment and Physical Demands Analysis:
Office environment
Periods of high volume with tight timelines
Long periods of stationary position/sitting
Prolonged periods of repetitive movement (i.e. using a keyboard and mouse)
Long periods of time in viewing a computer screen
Multi-tasking may include speaking to customers on a telephone call while looking up information on a computer program.
Why join First National?
Competitive Compensation
Comprehensive benefits program (i.e., Health Spending Account, Maternity and Parental Leave Top Up)
Extensive training programs to set our employees up for success
Modern office environment conducive to collaboration
Supportive teamwork culture
Opportunities to give back to the communities and work through events focused on a variety of charities
Ongoing social events throughout the year
The team you’ll join:
Founded in 1988, First National is one of Canada’s largest non-bank lenders. We provide residential mortgages exclusively through the mortgage broker channel and we are Canada’s largest commercial mortgage lender.
First National has been consistently recognized as a great place to work and we are proud that our employee engagement feedback is higher than our industry partners.
We would like to thank all applications for their interest in this existing vacancy, but only candidates selected for an interview will be contacted.
Artificial Intelligence is not used in our recruitment or hiring process for this role.
First National is proud to be an equal opportunity employer and is committed to diversity and inclusion regardless of race, color, religion, national origin, age, gender identity, physical or mental disability, sexual orientation and any other category protected by law.
First National supports requests for accommodation from applicants with disabilities; please contact Human Resources at accessibility@firstnational.ca should you need an accommodation at any point in the recruitment process.
#FNLOON
Key Responsibilities
- Lead target architecture for AI-enabled workflow automation using Databricks and Azure.
- Define reusable solution patterns for DocumentAI, PolicyAI, RAG, and agent integration.
- Guide designs using Lakeflow, Delta Lake, Unity Catalog, and MLflow.
- Set engineering standards for Python, SQL, .NET, TypeScript, FastAPI, and React/Blazor.
- Establish production readiness gates including UAT, confidence thresholds, and guardrails.
- Coach engineers and partner teams on applied AI architecture and LLMOps.
- Engage with external customers and internal teams to support solution quality and knowledge transfer.
Requirements
- Bachelor's degree in computer science
- engineering
- or a related discipline
Skills Required
PythonSQLMicrosoft AzureDatabricksCI/CDInfrastructure as CodeGitHubAzure DevOpsAPIsMachine Learning EngineeringGenerative AIAgentsRAGDocument IntelligenceModel ServingPrompt Lifecycle ManagementEvaluation HarnessesObservabilityHuman in the Loop ControlsLLMOpsSecure AI DeliveryTerraformGitAutomated TestingData Quality ChecksModel EvaluationPrompt GovernanceCost MonitoringRelease ControlsUATGuardrailsPrivacy SafeguardsAccess ControlAudit LoggingRollback PlanningIncident ResponseRunbooksOperational SupportTechnical LeadershipCommunicationProblem SolvingCollaborationStakeholder ManagementFinancial Services ExperienceMortgage Lending ExperienceLending Operations ExperienceServicing ExperienceBroker Channels ExperienceThird Party Partnerships ExperienceRegulated Technology Environments
Benefits
- Competitive compensation package
- Bonus
- Health Spending Account
- Maternity and Parental Leave Top Up
- Extensive training programs
- Modern office environment
- Supportive teamwork culture
- Community involvement opportunities
- Ongoing social events
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