#698 - AI/ML Engineer (Architect)

BlueCloud Services, Inc.; United States; Remote; USD 180,000 - 240,000; Full time

Job summary

BlueCloud Services, Inc. is seeking an experienced AI/ML Engineer/Architect to lead enterprise-grade AI solutions on Snowflake Cortex.

You will design, develop, and deploy Generative AI applications, focusing on Agentic AI, RAG pipelines, and secure governance for complex business use cases across Sales, Marketing, Product, and Executives. The role requires deep hands-on expertise with Snowflake Cortex native features, Cortex Agents, CoWork, and AI functions, plus strong architectural thinking

Qualifications

• 8+ years in AI/ML, Data Engineering, or Data Platforms.
• Minimum 2+ years building production-grade Generative AI or LLM apps.
• Experience delivering enterprise AI solutions on Snowflake.
• Hands-on experience designing, developing, deploying, and evaluating Agentic AI apps.

Responsibilities

• Design and implement enterprise-scale Generative AI solutions using Snowflake Cortex.
• Define AI architecture, retrieval strategies, embedding models, and semantic search patterns.
• Build scalable, secure, and governed AI applications following enterprise best practices.
• Develop AI apps using Cortex Complete, Cortex Search, Cortex Analyst, Cortex Agents, Cortex AI Functions, and CoWork.
• Leverage Snowflake native AI capabilities to build intelligent assistants and copilots.
• Design and optimize RAG pipelines with hybrid search, indexing, and context optimization.
• Create autonomous AI agents with Cortex Agents and Planner–Tool–Executor–Refiner workflows.
• Integrate AI agents with SQL, APIs, and business workflows; monitor performance.

Skills

AI/ML

Data Engineering

Snowflake Cortex

Generative AI

Agentic AI

Architectural thinking

Tools

Snowflake Cortex Complete

Cortex Analyst

Cortex Agents

CoWork

RAG

Job description

BlueCloud is a Snowflake Elite Partner and the 2026 CoCo Catalyst Snowflake Partner of the Year. We help enterprise organizations move from fragmented legacy systems to unified, AI-ready Snowflake platforms — delivering data migration, engineering, governance, BI & analytics, and AI/ML solutions 40–50% faster than traditional approaches.

With 450+ Snowflake consultants, 200+ enterprise transformations under our belt, and a 100% Snowflake focus, we combine advisory-led thinking with AI-powered accelerators to turn months of work into weeks of results. Our clients span Financial Services, Healthcare & Life Sciences, Retail, Manufacturing, Energy, and more — and the outcomes speak for themselves: 97% faster reports, 40% fraud reduction, $1.5M in client savings, and 10× client growth.

We don’t just strategize — we execute.

Role Overview

We are seeking an experienced AI/ML Engineer / AI Architectwith deep expertise in Snowflake Cortexand Generative AIto lead the design and implementation of enterprise-grade conversational AI solutions.

The ideal candidate will architect intelligent applications using Snowflake Cortex, Cortex Analyst, Cortex Agents, CoWork, Retrieval-Augmented Generation (RAG), and Agentic AI frameworks. Hands-on experience designing, developing, and deploying Agentic AI applications is mandatory.This role requires experience building secure, scalable, production-ready AI solutions that transform enterprise data into actionable business insights for Sales, Marketing, Product, and Executive stakeholders.

Key Responsibilities

AI Solution Architecture

• Design and implement enterprise-scale Generative AI solutions using Snowflake Cortex native capabilities.
• Define AI architecture, knowledge retrieval strategies, embedding models, chunking techniques, and semantic search patterns.
• Build scalable, secure, and governed AI applications following enterprise best practices.

Snowflake Cortex Development

• Develop AI applications using Cortex Complete, Cortex Search, Cortex Analyst, Cortex Agents, Cortex AI Functions, and CoWork.
• Leverage Snowflake native AI capabilities to build intelligent assistants and business copilots.

Retrieval-Augmented Generation (RAG)

• Design and optimize advanced RAG pipelines.
• Implement hybrid search combining semantic and keyword retrieval.
• Develop chunking, indexing, re-ranking, and context optimization strategies to maximize response quality.

Agentic AI Development

• Design, develop, and deploy autonomous AI agents using Cortex Agents.
• Build Planner–Tool–Executor–Refiner workflows capable of solving complex, multi-step business problems.
• Integrate AI agents with enterprise tools, SQL, APIs, and business workflows.
• Evaluate, optimize, and monitor agent performance for accuracy, reliability, and business outcomes.

Prompt Engineering & AI Optimization

• Develop reusable prompt libraries and system prompts.
• Optimize prompts for accuracy, consistency, latency, and business relevance.
• Utilize Snowflake AI functions for summarization, classification, translation, sentiment analysis, and information extraction.

AI Evaluation & Responsible AI

• Design and implement AI evaluation frameworks using LLM-as-a-Judgemethodologies.
• Measure faithfulness, relevancy, groundedness, toxicity, hallucination, response quality, and Agentic AI performance.
• Implement Cortex Guardrailsand Responsible AI practices to ensure secure, trustworthy, and compliant AI responses.

Production Deployment & Governance

• Deploy AI applications across development, testing, and production environments.
• Implement CI/CD pipelines and deployment automation for Snowflake AI solutions.
• Ensure governance, monitoring, observability, access controls, and lifecycle management of AI applications.

Performance & Cost Optimization

• Optimize inference performance, latency, and Snowflake credit consumption.
• Monitor AI workloads and implement strategies for efficient compute utilization.
• Design cost-effective AI architectures without compromising user experience.

Required Skills & Experience

Experience

• 8+ years of experience in AI/ML, Data Engineering, or Data Platforms.
• Minimum 2+ years building production-grade Generative AI or LLM-based applications.
• Experience delivering enterprise AI solutions on Snowflake.
• Hands-on experience designing, developing, deploying, and evaluating Agentic AI applications is required.

Snowflake Cortex Expertise (Must Have)

Strong hands-on experience with Snowflake Cortex Native AI Features, including Cortex Complete, Cortex Search, Cortex Analyst, Cortex Agents, CoWork, Snowflake AI Functions, Snowpark, and Snowflake Intelligence (preferred).

Generative AI

Strong expertise in Retrieval-Augmented Generation (RAG), Prompt Engineering, Vector Embeddings, Semantic Search, Hybrid Search, Re-ranking, Context Window Optimization, Chunking Strategies, and Agentic AI Frameworks.

AI Evaluation & Responsible AI (Must Have)

Hands-on experience implementing AI Evaluation Frameworks, LLM-as-a-Judge, Response Evaluation Metrics, Hallucination Detection, Groundedness Evaluation, Cortex Guardrails, Agentic AI evaluation, Responsible AI practices, and AI Quality Monitoring.

Deployment & Governance (Must Have)

Experience with production deployment of AI applications, AI governance and security, model lifecycle management, CI/CD pipelines, monitoring and observability, performance tuning, cost optimization, and Snowflake credit management.

Technical Skills

Advanced SQL, Python, Snowpark (Python), Python UDFs, REST APIs, Git, CI/CD, and Streamlit (preferred).

Data & AI Engineering

Experience working with structured and unstructured data, PDFs, documents, meeting transcripts, knowledge bases, and enterprise document repositories.

Strong understanding of vector databases, embedding models, cosine similarity, high-dimensional indexing, and enterprise search architectures.

What We’re Looking For

We’re looking for someone who combines deep technical expertise with strong architectural thinking and a passion for building production-ready AI solutions. The ideal candidate thrives in a fast-paced consulting environment, can engage directly with enterprise customers, and has proven experience delivering secure, scalable, and cost-optimized Generative AI applications on Snowflake.

Mandatory Skills

• Strong knowledge of Snowflake Cortex native capabilities, including Cortex Analyst, Cortex Agents, CoWork, Cortex Search, Cortex AI Functions, and Snowflake Intelligence.
• Hands-on experience designing, developing, deploying, and evaluating Agentic AI applications using Cortex Agents or similar agent frameworks is mandatory.
• Hands-on experience with AI evaluation frameworks, Cortex Guardrails, production deployment, AI governance, security, monitoring, and Snowflake AI cost optimization.
• Demonstrated ability to architect, build, deploy, and support enterprise-grade Generative AI applications on the Snowflake platform.

We are looking for someone who is experienced in building lasting relationships and is passionate about making meaningful contributions to our team. Don’t be mistaken, this is a challenging career path but also highly rewarding. Are you up for the challenge?