Ai/ml Architecture Jobs in Toronto, Ontario, Canada
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Toronto, Ontario, Canada
About the role
Role: AI/ML architecture Location: Toronto, ON Duration: Long Term Contract
Job Description:
The ideal candidate will have strong expertise in AI/ML architecture, LLM ecosystems, automation frameworks, enterprise integration, and responsible AI principles, with the ability to translate business use cases into scalable AI-enabled solutions. Key Responsibilities
- Agentic AI Architecture & Strategy Define the target-state architecture for agentic AI platforms and solutions across enterprise use cases Design frameworks for multi-agent orchestration, reasoning workflows, memory, tool usage, and decision loops Establish reusable architecture patterns for autonomous and semi-autonomous AI agents Drive alignment between business priorities, AI capabilities, and enterprise architecture standards
- Solution Design & Integration Architect AI agent solutions integrated with: Enterprise applications Workflow automation platforms Knowledge management systems APIs, databases, and collaboration platforms Design scalable, modular, and resilient integration patterns for AI agents operating across hybrid environments Enable interoperability between LLMs, vector stores, orchestration layers, and enterprise systems
- Governance, Risk & Responsible AI Establish guardrails for responsible AI adoption, including transparency, explainability, fairness, and accountability Define governance controls for: Agent permissions Decision approval workflows Human-in-the-loop oversight Data access and usage boundaries Ensure AI agent design aligns with security, privacy, legal, and compliance requirements
- Platform Engineering & Operationalization Work with engineering teams to operationalize AI agent frameworks using modern tooling and platforms Drive architecture for: Prompt orchestration Agent memory and context handling Model routing and optimization Monitoring, observability, and performance tuning Establish deployment patterns for production-grade AI ecosystems
- Stakeholder Leadership Partner with business, product, engineering, data, and security teams to identify and prioritize high-value AI use cases Act as a subject matter expert for agentic AI architecture decisions, standards, and roadmaps Provide executive-level guidance on AI-enabled transformation opportunities Required Qualifications 10+ years of experience in solution architecture, enterprise architecture, AI/ML, or emerging technology roles Strong expertise in: Generative AI / LLM ecosystems Agentic AI frameworks and orchestration models API-led enterprise architecture Cloud-native platforms (Azure, AWS, GCP) Experience designing and integrating AI solutions into enterprise environments Deep understanding of: AI workflow orchestration Knowledge retrieval / RAG architectures Automation and decisioning platforms Ability to translate complex business requirements into scalable technical architecture Preferred Qualifications Experience with: LLMOps / MLOps / AIOps Multi-agent systems Workflow automation platforms Enterprise integration architecture Familiarity with regulatory expectations around AI governance, privacy, and risk management Experience in highly regulated industries such as banking, insurance, healthcare, or public sector Preferred Certifications Azure AI Engineer / AWS Machine Learning / Google Professional ML Engineer TOGAF / SABSA CISSP / CISM (nice to have) Relevant AI governance or cloud certifications
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About Apptoza Inc.
Apptoza is a boutique IT service provider, offering a comprehensive range of IT services and solutions. We take pride in delivering excellence in IT consulting to businesses of all sizes, from large enterprises to mid-sized and small businesses.
Founded by a team of seasoned IT professionals, Apptoza provides the expertise and leadership necessary to drive successful IT projects and help companies achieve their strategic goals. Whether you require full-scale IT project execution, application management services, or short-term consulting, our solutions are designed to enhance efficiency across systems, processes, and teams.
As a one-stop IT solutions provider, we offer end-to-end expertise in IT applications. Our consultants have an average of 10+ years of experience, delivering IT implementations across North America, Europe, and Asia. With deep industry knowledge, strong business acumen, and exceptional communication skills, we ensure tailored solutions that align with your unique business needs.
With a global team based in the USA, Canada, and India, we provide flexible, high-quality, and cost-effective IT project implementations. Our customized delivery models—blending on-site, near-site, and off-site services—ensure optimal outcomes for our clients.
At Apptoza, our success is built on a client-first philosophy. We believe that delivering outstanding service and long-term collaboration sets us apart from the competition. Our commitment to excellence and innovation fosters strong, lasting partnerships with our clients.
At Apptoza, your success is our priority.