{"id":2360799,"url":"https://alion.io/job/first-national-financial-lp-ai-engineer","title":"AI Engineer","company":{"id":1050374,"name":"First National Financial LP","domain":"firstnational.ca","url":"https://alion.io/company/firstnational-ca","size_band":"5000+","is_staffing_agency":false,"employer_type":"direct","is_intermediary":false,"listed_via":null,"ats_vendor":"Dayforce","truth_index":null},"role":"AI/ML","role_family":"AI/ML","seniority":"senior","employment_type":null,"work_mode":"on_site","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"structured","locations":["Toronto, Canada"],"countries":["CA"],"hiring_countries":[],"hiring_countries_total":0,"salary":null,"salary_estimate":{"min_usd":78000,"max_usd":136000,"period":"year","method":"role_seniority_country_remote_cell","sample_n":65},"experience_years_min":5,"visa_sponsorship":false,"relocation_package":false,"has_equity":false,"technologies":[{"name":"Agentic Workflows","optional":false},{"name":"AI Agents","optional":false},{"name":"Azure","optional":false},{"name":"CI/CD","optional":false},{"name":"Databricks","optional":false},{"name":"FastAPI","optional":false},{"name":"Function Calling","optional":false},{"name":"Git","optional":false},{"name":"Human-in-the-Loop","optional":false},{"name":"LLM Evaluation","optional":false},{"name":"LLM Guardrails","optional":false},{"name":"Machine Learning","optional":false},{"name":"MLFlow","optional":false},{"name":"OpenAI","optional":false},{"name":"Python","optional":false},{"name":"RAG","optional":false},{"name":"Red Teaming","optional":false},{"name":"SQL","optional":false}],"status":"live","first_seen_at":"2026-09-22T04:00:00Z","employer_posted_date":"2026-10-21","last_verified_at":"2026-10-21T19:43:12Z","board_verified":true,"closed_at":null,"days_open":29,"trust":{"level":"ok","repost_count":null,"flags":[],"days_open":29},"description":"We are hiring an AI Engineer, Application Development!\nReporting To:\nAssistant Vice President IT, Application Development\nFull-Time/Part- Time:\nFull-time\nPosting Date:\nOctober 21, 2026 \nClosing Date:\nNovember 23, 2026 \nHours of Work:\n8:30 a.m. – 5:00 p.m.\nGrade:\nOffice Location: \n14.4\nToronto\nGreat location! Steps away from the main public transit station\nWhat we offer:\nHighly competitive compensation package which includes, base salary, bonus, benefits, and career advancement opportunities! \n*Eligibility for benefits is dependent on the terms of employment\n\nThe Opportunity:\nThe AI Engineer reports to the AI Engineering Lead and works within First National’s Residential Underwriting Product Squad, accountable for designing, building, testing, and improving AI enabled mortgage workflows that enhance productivity, decision quality, policy adherence, and user experience. \n\nThis is a hands on engineering role focused on agentic workflows, document and policy intelligence, retrieval augmented generation, deterministic rules and calculations, tool integration, human in the loop review, and measurable model quality. \n\nHow you will contribute:\nDesign and build AI enabled workflows for residential mortgage use cases, including document extraction, policy interpretation, retrieval augmented generation, summarization, tool calling, deterministic decision logic, calculations, exception handling, and human in the loop review. \nTranslate First National business rules, underwriting policies, process steps, and edge cases into modular prompts, agents, retrieval pipelines, tools, services, and testable acceptance logic, in partnership with the Residential Underwriting Business SME and the Merlin Product Owner. \nBuild on shared AI Factory services and approved patterns across Databricks and Azure, including governed data, Vector Search, model and prompt registries, evaluation harnesses, APIs, identity, logging, monitoring, and controlled access to model providers, and raise platform gaps to the AI Engineering Lead and the Technical Product Manager rather than building parallel platform components. \nDevelop production quality code using Python, SQL, FastAPI, Git based workflows, automated tests, CI/CD, and modern engineering practices, and integrate AI services with Merlin, core mortgage systems, document repositories, data sources, and user facing applications through the interfaces and data contracts owned by the AI Data and Integration Engineer. \nCreate representative use case test cases and evaluation datasets to the methodology, acceptance thresholds, and quality standards set by the AI Quality and Evaluation Lead, and work with IT QA to analyze failure patterns and improve grounding, policy adherence, confidence, precision, recall, and exception routing. \nImplement safeguards for privacy, security, auditability, model and prompt versioning, observability, feedback capture, rollback, and cost control, following First National engineering and production readiness standards. \nSupport UAT, parallel runs, defect triage, production releases, incident analysis, and ongoing monitoring, and rapidly address edge cases identified through user feedback, evaluations, and operational telemetry. \nRefactor partner delivered or prototype components into modular, documented, maintainable services, and contribute reusable prompts, tools, retrieval patterns, and lessons learned back to the AI Factory component catalog.\n\nThe experience you need:\nBachelor’s degree in computer science, engineering, data science, mathematics or a related discipline. \n5 plus years of progressive software engineering, machine learning engineering, data engineering, applied AI, or related technology experience. \nHands on experience building production AI or generative AI solutions, including RAG, agentic workflows, document intelligence, prompt and tool design, model serving, evaluation, observability, and human in the loop controls. \nStrong practical experience with Python, SQL, APIs, automated testing, Git based delivery, CI/CD, and cloud services. Experience with Microsoft Azure, Databricks, MLflow, Vector Search, Azure OpenAI Service, or comparable platforms is strongly preferred. \nAbility to combine probabilistic AI techniques with deterministic rules, calculations, validations, and workflow controls to meet business, policy, audit, and operational requirements. \nWorking knowledge of retrieval quality, prompt testing, confidence scoring, error analysis, model and prompt drift, guardrails, red teaming, privacy, security, and cost optimization. \nExperience collaborating with product owners, domain experts, full stack engineers, QA, security, data, and platform teams through design, UAT, production release, monitoring, and continuous improvement. \nExperience in financial services, mortgage lending, lending operations, servicing, broker channels, third party partnerships, or regulated technology environments is preferred. \n\nRelationships:\nExternal: Engages implementation partners, cloud providers, data and AI platform providers, and specialist vendors on solution delivery, code and prompt quality, production readiness, and knowledge transfer to First National. \nInternal: Works day to day within an AI Product or AI Platform Squad. \n\nWorking Environment and Physical Demands Analysis:\nOffice environment\nPeriods of high volume with tight timelines\nLong periods of stationary position/sitting\nProlonged periods of repetitive movement (i.e. using a keyboard and mouse)\nLong periods of time in viewing a computer screen\nMulti-tasking may include speaking to customers on a telephone call while looking up information on a computer program.\n\nWhy join First National?\nCompetitive Compensation \nComprehensive benefits program (i.e., Health Spending Account, Maternity and Parental Leave Top Up)\nExtensive training programs to set our employees up for success \nModern office environment conducive to collaboration\nSupportive teamwork culture \nOpportunities to give back to the communities and work through events focused on a variety of charities \nOngoing social events throughout the year\n\nThe team you’ll join: \nFounded 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. \nFirst 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. \n\nWe would like to thank all applications for their interest in this existing vacancy, but only candidates selected for an interview will be contacted. \n\nArtificial Intelligence is not used in our recruitment or hiring process for this role.\nFirst 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.\n\nFirst National supports requests for accommodation from applicants with disabilities; please contact Human Resources at  should you need an accommodation at any point in the recruitment process.","description_format":"text","description_chars":7268,"description_truncated":false,"requirements":{"experience_years_min":5,"management_years_min":null,"team_size_min":null,"manages_managers":false,"education":{"level":"bachelor","optional":false},"security_clearance":false,"languages":[]},"benefits":["Parental leave"],"hiring_locations":[],"hiring_excludes":[],"relocation_offered":false,"industries":["Mortgage Lending & Brokers"],"lifecycle":[{"event":"open","at":"2026-10-12T15:49:13Z"}],"visa":[],"liveness":{"score":39,"band":"fade","label":"Fading","p_open":1,"p_active":0.71,"p_room":0.55,"age_days":29,"expected_fill_days":23,"reasons":["conf:1","velocity","win:tail"],"computed_at":"2026-10-21T05:46:15Z"},"pay":null,"html_url":"https://alion.io/job/first-national-financial-lp-ai-engineer","json_url":"https://alion.io/job/first-national-financial-lp-ai-engineer.json","meta":{"generated_at":"2026-10-21T21:46:22Z","cache_seconds":300,"methodology":"https://alion.io/methodology","terms":"https://alion.io/terms","contact":"https://alion.io/contact","api":"https://alion.io/developers","about":"Alion is a live layer of people, companies and AI agents: who they are, whether they are real and active right now, what they do and how to work with them, readable by people and by agents and paid per call.","catalog":"https://alion.io/catalog.json","usage":{"tier":"crawler_verified","counted_by":"address","units_charged":1,"used_today":31002,"day_limit":null,"remaining_today":null,"minute_limit":300,"resets_at":"2026-10-22T00:00:00Z"}},"offers":[{"id":"company.slices","title":"One company in depth, by slice","status":"live","price":{"credits":0.02,"usd":0.002,"plus_per_slice":{"credits":0.05,"usd":0.005}},"unit":"per company, plus each slice with data","note":"the employer in depth","call":{"mcp_tool":"get_company","arguments":{"id":1050374},"rest":"https://alion.io/mcp/rest/get_company?id=1050374"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Ffirst-national-financial-lp-ai-engineer"},{"id":"market.stats","title":"A market slice: pay, demand and time to fill","status":"live","price":{"credits":1,"usd":0.1},"unit":"per slice","note":"pay, demand and time to fill for this role and place","call":{"mcp_tool":"market_stats"},"human":"https://alion.io/catalog?offer=market.stats&for=job%2Ffirst-national-financial-lp-ai-engineer"},{"id":"job.search","title":"Open jobs by role, technology, place, pay and visa","status":"live","price":{"credits":0.02,"usd":0.002},"unit":"per posting in a list","note":"similar open postings","call":{"mcp_tool":"search_jobs"},"human":"https://alion.io/catalog?offer=job.search&for=job%2Ffirst-national-financial-lp-ai-engineer"},{"id":"company.verify","title":"Is this company real and active right now","status":"pilot","price":null,"unit":"per company","request":{"url":"https://alion.io/catalog/request","method":"POST","body":"{\"offer\": \"company.verify\", \"for\": \"job/first-national-financial-lp-ai-engineer\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Ffirst-national-financial-lp-ai-engineer"}]}