Forward Deployed AI Engineer

Jobtailor

Montreal (administrative region)

On-site

CAD 120,000 - 160,000

Full time

14 days+

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Job summary

Jobtailor in Canada is seeking an experienced AI Engineer/GenAI Delivery specialist to co-create production AI solutions for complex client use cases. You will work with business and technical stakeholders to design, prototype, and implement scalable GenAI architectures, including RAG workflows and AI agents.

The role emphasizes hands-on delivery, client collaboration, and adherence to enterprise deployment standards across cloud platforms such as Azure, AWS, or GCP.

Qualifications

  • Typically 5-10 years of relevant experience in AI Engineering, Machine Learning, Software Engineering, Data Engineering, or technical consulting

Responsibilities

  • Co-create solutions with business and technical stakeholders through workshops, rapid iterations, and hands-on delivery
  • Locate, qualify, and secure access to data required for each use case, working directly with the Data Engineer
  • Translate use cases into production-ready GenAI and agentic AI solutions, including RAG architectures, intelligent assistants, and AI-enabled workflows
  • Prototype, test, deploy, monitor, and improve solutions in real client environments using feedback from users and domain experts
  • Collaborate with Data Engineers, Software Engineers, Foundations Architects, Governance experts, Business Value Advisors, and Service Delivery Managers
  • Balance speed, quality, cost, security, and maintainability while making technical and delivery trade-offs
  • Define success criteria including adoption, performance, reliability, risk, cost, and measurable business value
  • Ensure solutions are documented, governed, and transferable so clients can operate them with confidence
  • Turn successful delivery into reusable patterns, accelerators, and building blocks for future engagements

Skills

AI Engineering
GenAI Solutions Delivery
Python Development
API Integration
Enterprise Deployment
LLMs
RAG Architectures
MLOps
Data Engineering

Tools

Azure
AWS
GCP
Docker
Git
CI/CD
LangChain
LlamaIndex
LangGraph
Semantic Kernel

Job description


  • Co-create solutions with business and technical stakeholders through workshops, rapid iterations, and hands-on delivery

  • Locate, qualify, and secure access to data required for each use case, working directly with the Data Engineer

  • Translate use cases into production-ready GenAI and agentic AI solutions, including RAG architectures, intelligent assistants, and AI-enabled workflows

  • Prototype, test, deploy, monitor, and improve solutions in real client environments using feedback from users and domain experts

  • Collaborate with Data Engineers, Software Engineers, Foundations Architects, Governance experts, Business Value Advisors, and Service Delivery Managers

  • Balance speed, quality, cost, security, and maintainability while making technical and delivery trade-offs

  • Define success criteria including adoption, performance, reliability, risk, cost, and measurable business value

  • Ensure solutions are documented, governed, and transferable so clients can operate them with confidence

  • Turn successful delivery into reusable patterns, accelerators, and building blocks for future engagements


Requirements


  • Typically 5-10 years of relevant experience in AI Engineering, Machine Learning, Software Engineering, Data Engineering, or technical consulting

  • Hands-on experience delivering AI, GenAI, or software solutions into production

  • Experience working directly with clients or in complex stakeholder environments

  • Evidence of turning complex use cases into adopted measurable solutions

  • A degree in Computer Science, Engineering, Artificial Intelligence, Data Science, or a related field, or equivalent practical experience

  • Strong Python development skills

  • API integration experience and solid software-engineering practices

  • Hands-on experience with LLMs and GenAI, including RAG, embeddings, vector search, AI agents, and agentic workflows

  • Familiarity with AI frameworks such as LangChain, LlamaIndex, LangGraph, Semantic Kernel, AutoGen, or similar

  • Experience integrating and deploying AI solutions within enterprise environments and on Azure, AWS, or GCP

  • Working knowledge of Docker, Git, CI/CD, MLOps/LLMOps, monitoring, security, data privacy, governance, and responsible AI principles


Core Competencies

Demonstrates expertise in delivering AI and GenAI solutions, with strong capabilities in Python development, API integration, and enterprise deployment on platforms like Azure, AWS, or GCP. Proven ability to collaborate with diverse stakeholders and translate complex use cases into measurable, production-ready solutions.


Highest-signal resume keywords


  • AI Engineering

  • GenAI Solutions Delivery

  • Python Development

  • API Integration

  • Enterprise Deployment


ATS Optimization Keywords

Hard Skills


  • AI Engineering

  • Machine Learning

  • Software Engineering

  • Data Engineering

  • Python Development

  • API Integration

  • LLMs

  • GenAI

  • RAG Architectures

  • MLOps


Soft Skills


  • Collaboration

  • Stakeholder Engagement

  • Problem Solving

  • Adaptability

  • Communication


Industry Keywords


  • Data Privacy

  • Governance

  • Responsible AI

  • AI Frameworks

  • Enterprise Environments


Tools & Technologies


  • Azure

  • AWS

  • GCP

  • Docker

  • Git

  • CI/CD

  • LangChain

  • LlamaIndex

  • LangGraph

  • Semantic Kernel

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