Appnovation is a global, full-service digital partner that combines Strategy, Experience & Design, Engineering and Managed Services. We build digital solutions that deliver real impact today and serve as foundations for future growth. Technology is foundational to all of Appnovation’s offerings, from consulting to digital innovation, to digital product and service creation.

The technology department is focused on delivering software solutions that enable rich consumer experiences, from mobile and web applications to advanced analytics and machine learning, to content and engagement management service enablement platforms. Inherent throughout our tech capabilities is deep expertise in the Software Development Life Cycle, a drive for creativity, a passion for the craft, and collaboration with other disciplines - all foundational ingredients in successful digital experiences and client partnerships. As an AI / Agent Engineer — an “AI Builder” — you will join a highly motivated and experienced team at the core of every pod, building and evolving the agentic layer of our platform.

You will craft the MCP servers, tools, skills and graph-RAG pipelines that make documents intelligible to multiple large language models, and partner with product, data and QA to continuously raise answer quality and factual grounding. We are looking for people who bring a strong, solution-focused mindset, thrive amid fast-moving AI tooling, and get things done. Design and refine the graph-RAG pipeline that transforms documents into agent-friendly representations of facts, entities, and relationships.





Partner with QA on eval-driven improvements to answer quality and factual grounding. Collaborate closely with product, data, and QA in an agile/sprint model. Monitor deployed agents/models, troubleshoot issues, and iterate on performance.

Bachelor’s Degree in Computer Science, Engineering, or equivalent practical experience. ~5+ years of experience in software engineering, with 2+ years in AI/ML or LLM-based applications. ~ Solid Python, with hands-on experience in LLM application development and agentic patterns. ~ Direct experience building MCP servers, tools, and skills. ~ Experience with RAG and graph-RAG systems, vector databases, and embeddings. ~ Familiarity with graph data stores (Neo4j and/or Postgres/Supabase-based graph implementations). ~ Solid software engineering fundamentals: version control (Git), testing, and CI/CD. ~ You think about how to scale, automate and operate, not just how to build a solution to an immediate problem You set high standards for code quality, performance/scalability and security and seek continuous improvement You have solid analytical, problem solving and decision-making skills You have customer first mindset and a devotion to customer service You are responsive and thrive in a fast-paced diverse high-performance environment with rapidly changing business needs Diversity, Equity & Inclusion is not only something that we embrace - we celebrate it! Come join us at Appnovation, and learn more about how we stay true to our company values as we build better lives through better digital. Accommodations are available upon request throughout the recruitment process.

📌 AI / Agent Engineer (Toronto)
🏢 Appnovation Technologies
📍 Toronto