Familiarity with vector database mechanics: similarity search thresholds, embedding drift, near-duplicate documents, and sparse vs. dense embeddings. * Practical experience with LangChain and/or ...
Familiarity with vector database mechanics: similarity search thresholds, embedding drift, near-duplicate documents, and sparse vs. dense embeddings. * Practical experience with LangChain and/or ...
Familiarity with vector database mechanics: similarity search thresholds, embedding drift, near-duplicate documents, and sparse vs. dense embeddings. * Practical experience with LangChain and/or ...
Quick apply
Familiarity with vector database mechanics: similarity search thresholds, embedding drift, near-duplicate documents, and sparse vs. dense embeddings. * Practical experience with LangChain and/or ...
Valnet Auto | Senior Backend Developer
Montreal, QC · On-site
Medical
Dental
Vision
Vector Database * LLM Prompting * Good understanding of SEO practices, Google Analytics, and Google PageSpeed Benefits * Full health insurance plan (including medical, dental, and vision) * Daily on ...
Quick apply
Valnet Auto | Senior Backend Developer
Montreal, QC · On-site
Medical
Dental
Vision
Vector Database * LLM Prompting * Good understanding of SEO practices, Google Analytics, and Google PageSpeed Benefits * Full health insurance plan (including medical, dental, and vision) * Daily on ...
Valnet Auto | Backend Team Lead
Montreal, QC · On-site
Medical
Dental
Vision
Vector Database * LLM Prompting * Good understanding of SEO practices, Google Analytics, and Google PageSpeed Benefits * Full health insurance plan (including medical, dental, and vision) * Daily on ...
Quick apply
Valnet Auto | Backend Team Lead
Montreal, QC · On-site
Medical
Dental
Vision
Vector Database * LLM Prompting * Good understanding of SEO practices, Google Analytics, and Google PageSpeed Benefits * Full health insurance plan (including medical, dental, and vision) * Daily on ...
Software Engineer, ML Infrastructure
Montreal, QC · Remote
$155K - $190K/yr
Experience optimizing large scale vector databases Compensation Range: $155K - $190K
Quick apply
Software Engineer, ML Infrastructure
Montreal, QC · Remote
$155K - $190K/yr
Experience optimizing large scale vector databases Compensation Range: $155K - $190K
Senior Backend & AI Foundation Expert
Montreal, QC · On-site +1
Medical
Dental
Drive key AI initiatives, including vector database migration, semantic search, and MCP server integration. * Build Backend Systems: Develop and maintain high-performance services using Java Spring ...
Senior Backend & AI Foundation Expert
Montreal, QC · On-site +1
Medical
Dental
Drive key AI initiatives, including vector database migration, semantic search, and MCP server integration. * Build Backend Systems: Develop and maintain high-performance services using Java Spring ...
Developpeur.se, Developpement d'applications IA / AI Applications Developer
Medical
Dental
Life
Retirement
PTO
Developper des fonctionnalites backend (Python/FastAPI, APIs, integrations de bases de donnees ou vector databases). * Contribuer a l'integration de modeles d'IA (LLM, agents, RAG pipelines)
Developpeur.se, Developpement d'applications IA / AI Applications Developer
Medical
Dental
Life
Retirement
PTO
Developper des fonctionnalites backend (Python/FastAPI, APIs, integrations de bases de donnees ou vector databases). * Contribuer a l'integration de modeles d'IA (LLM, agents, RAG pipelines)
Développeur.se, Développement d'applications IA / AI Applications Developer
Montreal, QC · On-site
Medical
Dental
Life
Retirement
PTO
Développer des fonctionnalités backend (Python/FastAPI, APIs, intégrations de bases de données ou vector databases). * Contribuer à l'intégration de modèles d'IA (LLM, agents, RAG pipelines)
Quick apply
Développeur.se, Développement d'applications IA / AI Applications Developer
Montreal, QC · On-site
Medical
Dental
Life
Retirement
PTO
Développer des fonctionnalités backend (Python/FastAPI, APIs, intégrations de bases de données ou vector databases). * Contribuer à l'intégration de modèles d'IA (LLM, agents, RAG pipelines)
Senior Developer (AI / ML)
Montreal, QC · On-site +1
Develop scalable AI pipelines using vector databases and modern retrieval techniques. * Apply Operations Research and optimization to solve supply chain problems. * Partner with engineering and ...
Senior Developer (AI / ML)
Montreal, QC · On-site +1
Develop scalable AI pipelines using vector databases and modern retrieval techniques. * Apply Operations Research and optimization to solve supply chain problems. * Partner with engineering and ...
Senior ML Research Developer
Medical
Retirement
PTO
Familiarity with data infrastructures and platforms (e.g., vector databases). * A track record of contributing to high-quality research projects in deep learning. What we offer * The opportunity to ...
Senior ML Research Developer
Medical
Retirement
PTO
Familiarity with data infrastructures and platforms (e.g., vector databases). * A track record of contributing to high-quality research projects in deep learning. What we offer * The opportunity to ...
Familiarity with vector databases and ANN search * Synthetic Data: Experience with GANs or diffusion models for data augmentation * Mobile/Edge Experience: CoreML, LiteRT, and/or TFLite * Familiarity ...
Familiarity with vector databases and ANN search * Synthetic Data: Experience with GANs or diffusion models for data augmentation * Mobile/Edge Experience: CoreML, LiteRT, and/or TFLite * Familiarity ...
MongoDB, Postgres, Vector databases, SQL Server o Scripting languages: Bash, Python o CI/CD: Github Actions, Azure Pipelines o Containers & Orchestration: Docker, Kubernetes, Helm o Cloud platforms:
MongoDB, Postgres, Vector databases, SQL Server o Scripting languages: Bash, Python o CI/CD: Github Actions, Azure Pipelines o Containers & Orchestration: Docker, Kubernetes, Helm o Cloud platforms:
AI Solutions Engineer
Montreal, QC · Hybrid
Hands-on RAG experience, document processing, vector databases/search, and retrieval evaluation (precision/recall, grounding quality) * Experience with agent frameworks (e.g., LangChain, LlamaIndex ...
AI Solutions Engineer
Montreal, QC · Hybrid
Hands-on RAG experience, document processing, vector databases/search, and retrieval evaluation (precision/recall, grounding quality) * Experience with agent frameworks (e.g., LangChain, LlamaIndex ...
Senior Distributed ML Engineer
Medical
Retirement
PTO
Familiarity with data infrastructures and platforms (e.g., vector databases). * A track record of contributing to high-quality research projects in deep learning. The title of Engineer is used for ...
Senior Distributed ML Engineer
Medical
Retirement
PTO
Familiarity with data infrastructures and platforms (e.g., vector databases). * A track record of contributing to high-quality research projects in deep learning. The title of Engineer is used for ...
Familiarity with Terraform, AWS Bedrock, OpenSearch serverless or other vector databases, LiteLLM or other LLM inference gateways * Exposure to machine learning workflows or agentic workflows
Quick apply
Familiarity with Terraform, AWS Bedrock, OpenSearch serverless or other vector databases, LiteLLM or other LLM inference gateways * Exposure to machine learning workflows or agentic workflows
Experience with vector databases (e.g., Milvus, Faiss) and approximate nearest neighbor (ANN) search algorithms. * Familiarity with privacy, security, and compliance in biometric systems. * Mobile ...
Experience with vector databases (e.g., Milvus, Faiss) and approximate nearest neighbor (ANN) search algorithms. * Familiarity with privacy, security, and compliance in biometric systems. * Mobile ...
Familiarity with Terraform, AWS Bedrock, OpenSearch serverless or other vector databases, LiteLLM or other LLM inference gateways * Exposure to machine learning workflows or agentic workflows
Familiarity with Terraform, AWS Bedrock, OpenSearch serverless or other vector databases, LiteLLM or other LLM inference gateways * Exposure to machine learning workflows or agentic workflows
Experience with vector databases (e.g., Milvus, Faiss) and approximate nearest neighbor (ANN) search algorithms. * Familiarity with privacy, security, and compliance in biometric systems. * Mobile ...
Experience with vector databases (e.g., Milvus, Faiss) and approximate nearest neighbor (ANN) search algorithms. * Familiarity with privacy, security, and compliance in biometric systems. * Mobile ...
Agentic Engineer, Innovation
Medical
Dental
Vision
Life
Retirement
PTO
Familiarity with Azure, AKS, PostgreSQL, Key Vault, graph and vector databases, agent orchestration, automated red teaming, LLM-as-a-Judge evaluation, Akka SDK patterns, Java syntax, or financial ...
New
Agentic Engineer, Innovation
Medical
Dental
Vision
Life
Retirement
PTO
Familiarity with Azure, AKS, PostgreSQL, Key Vault, graph and vector databases, agent orchestration, automated red teaming, LLM-as-a-Judge evaluation, Akka SDK patterns, Java syntax, or financial ...
New
Senior ML Data Platform Developer
Medical
Retirement
PTO
Familiarity with data infrastructures and platforms (e.g., vector databases). What we offer * The chance to contribute meaningfully to a globally critical initiative * Comprehensive health benefits ...
Senior ML Data Platform Developer
Medical
Retirement
PTO
Familiarity with data infrastructures and platforms (e.g., vector databases). What we offer * The chance to contribute meaningfully to a globally critical initiative * Comprehensive health benefits ...
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Contractor
Re-posted 6 days ago
Job description
QA Lead - AI Systems & Models Testing
Quality Assurance Artificial Intelligence Contract Position
Contract
Montreal, QC
AI / ML Testing
LLM / RAG / LangChain
ABOUT THE ROLE
We are seeking an experienced QA Lead with deep expertise in AI systems testing to join our team on a contract basis in Montreal, Quebec. This role sits at the intersection of quality engineering and artificial intelligence, requiring hands-on proficiency in LLM behavior analysis, RAG pipeline validation, and modern AI orchestration frameworks. You will own the end-to-end test strategy for complex AI products and help define quality standards in a rapidly evolving space.
MUST-HAVE SKILLS
- Proven QA leadership experience designing and executing test strategies for AI/ML systems or LLM-powered applications.
- Strong understanding of LLM internals: tokenization, embeddings, attention mechanisms, and inference behavior to anticipate and diagnose failure modes.
- Hands-on experience with prompt engineering - constructing effective prompts, detecting hallucinations, and evaluating outputs across accuracy, tone, coherence, and bias dimensions.
- Experience testing RAG pipelines and knowledge base integrations, including validation of data quality and retrieval accuracy as they impact model outputs.
- Familiarity with vector database mechanics: similarity search thresholds, embedding drift, near-duplicate documents, and sparse vs. dense embeddings.
- Practical experience with LangChain and/or LangGraph - able to read chain/graph construction code, identify failure points, and write test harnesses.
- Ability to validate MCP (Model Context Protocol) integration points, including tool availability and error-handling scenarios.
- Proficiency applying generative AI evaluation metrics and establishing quality thresholds appropriate for production AI systems.
- Excellent written and verbal communication in English; bilingualism (English/French) is a plus for the Montreal market.
NICE-TO-HAVE SKILLS
- Experience with bias detection and safety testing frameworks for AI systems.
- Exposure to performance and scalability testing of vector databases under high load.
- Familiarity with CI/CD pipelines for ML model deployment and automated regression testing.
- Knowledge of responsible AI principles and AI governance frameworks.
- Contributions to or experience with open-source AI testing or evaluation tooling (e.g., DeepEval, Ragas, PromptFlow).
- Background in data engineering or data quality practices relevant to AI pipeline inputs.
- Cloud platform experience (AWS, Azure, or GCP) in the context of deploying or testing AI workloads.
KEY RESPONSIBILITIES
- Lead design and execution of comprehensive test strategies across AI systems, including prompt evaluation, output quality assessment, and bias/safety analysis.
- Develop and maintain test harnesses for LangChain and LangGraph-based applications; review chain and graph construction code to proactively surface integration risks.
- Validate RAG pipeline integrity - data ingestion, chunking, retrieval accuracy, and embedding consistency - and define edge-case coverage for vector database interactions.
- Establish and track generative AI quality metrics and thresholds; report on model output quality across multiple evaluation dimensions.
- Collaborate with ML engineers, data scientists, and product teams to embed quality practices throughout the AI development lifecycle.
- Document test findings clearly for both technical and non-technical stakeholders.
Contract position based in Montreal, Quebec, Canada On-site / Hybrid
Employment Type: CONTRACTOR