Production AI Engineer - LLM, RAG & Cloud

Insight Global; Toronto; On-site; CAD 120,000 - 170,000; Full time

Job summary

Insight Global is seeking an AI Engineer to design and scale AI-powered solutions supporting media insights, advertising campaigns, data analytics, and business intelligence. You will take AI concepts through production, building LLM applications, RAG systems, and AI agents, while deploying in the cloud and shaping evaluation and monitoring frameworks.

The role emphasizes end-to-end AI lifecycle management, including development, deployment, evaluation, testing, and observability, with a focus

Qualifications

• 3-5 years of experience in ML/AI or software engineering.
• Hands-on in building LLM applications and AI agents.
• Experience with Retrieval-Augmented Generation (RAG) systems.
• Production deployment of AI/ML solutions.

Responsibilities

• Design and build production-ready AI/ML solutions.
• Develop LLM-powered applications, RAG systems, and AI agents.
• Build agentic AI workflows using LangGraph.
• Automate AI/ML workflows.
• Deploy AI in the cloud using GCP/Vertex AI.
• Develop evaluations, testing, monitoring for quality.
• Use Langfuse for observability and evaluation.
• Support end-to-end AI lifecycle.

Skills

Machine learning

AI engineering

Software engineering

Production-ready applications

Tools

LangGraph

Vertex AI

Langfuse

GCP

AWS

Job description

Insight Global is seeking an AI Engineer to design and scale AI-powered solutions supporting media insights, advertising campaigns, data analytics, and business intelligence. You will take AI concepts through production, building LLM applications, RAG systems, and AI agents, while deploying in the cloud and shaping evaluation and monitoring frameworks.

The role emphasizes end-to-end AI lifecycle management, including development, deployment, evaluation, testing, and observability, with a focus