Field Solutions Architect, Generative AI, Google Cloud

1 Month ago • 6 Years + • Artificial Intelligence

Job Summary

Job Description

This Field Solutions Architect role focuses on supporting Google Cloud Sales and Engineering teams in deploying Google Cloud's AI/ML and Generative AI technology to various customers. Responsibilities include advising customers on business process and objective alignment with AI solutions, architecting AI-driven systems encompassing data, AI, and infrastructure, demonstrating features and optimizing model performance, troubleshooting issues, building technical assets, and collaborating cross-functionally to influence Google Cloud strategy. The role requires working with customers to implement and optimize RAG models, leveraging accelerators, and analyzing cost-to-performance. The position involves working with internal teams to remove roadblocks and shape future offerings, requiring travel as needed.
Must have:
  • Bachelor's degree in CS/DS or equivalent
  • 6+ years in AI/ML (technical sales or software engineering)
  • Experience with Python and ML frameworks (TensorFlow, PyTorch)
  • Generative AI experience (user or developer)
  • Architecting data & ML pipelines
Good to have:
  • Full-stack ML engineering (RAG models)
  • Experience with search concepts (indexing, scoring, etc.)
  • Semantic search frameworks (LangChain, Faiss, Pinecone)
  • Understanding of nearest neighbor search

Job Details

Minimum qualifications:

  • Bachelor's degree in Computer Science, Data Science, or equivalent practical experience.
  • 6 years of experience working in AI/ML as a technical sales engineer or in software engineering.
  • Experience in Python and Machine learning frameworks (e.g., TensorFlow, PyTorch).
  • Experience in Generative AI as a user or a developer.

Preferred qualifications:

  • Experience in systems design, with the ability to architect and explain data pipelines, Machine Learning (ML) pipelines, and ML training and serving approaches.
  • Experience with full-stack ML engineering to seamlessly combine retrieval-based knowledge and generative text generation to implement and optimize RAG models using first-party and OSS models.
  • Experience with implementing search concepts, such as indexing, scoring, relevancy, faceting, and query rewriting and expansion.
  • Experience with semantic search frameworks and tools/databases such as LangChain, Faiss, and Pinecone.
  • Understanding of nearest neighbor search concepts.

About the job

In this role, you will support Google Cloud Sales and Engineering teams to incubate, pilot, and deploy Google Cloud’s Artificial Intelligence/Machine Learning and Generative AI (GenAI) technology with AI native customers, large enterprises, and early-stage AI startups. You will help customers innovate faster with solutions using Google Cloud’s flexible and open infrastructure including AI Accelerators (Tensor Processing Unit/Graphics Processing Unit).

You will identify, assess, and develop GenAI and Artificial Intelligence/Machine Learning applications by applying key industry tools, techniques, and methodologies to solve issues. You will help customers leverage accelerators within the overall cloud strategy by helping run benchmarks for existing models, finding opportunities to use accelerators for new models, developing migration paths, and helping to analyze cost to performance. You will work with internal Cloud AI teams to remove roadblocks and shape the future of our offerings.

Google Cloud accelerates every organization’s ability to digitally transform its business and industry. We deliver enterprise-grade solutions that leverage Google’s cutting-edge technology, and tools that help developers build more sustainably. Customers in more than 200 countries and territories turn to Google Cloud as their trusted partner to enable growth and solve their most critical business problems.

Responsibilities

  • Advise our customers by understanding the customer’s business process and objectives. Architect AI-drive, spanning Data, AI, and Infrastructure, and work with peers to include the full cloud stack into overall architecture.
  • Work with customers, demonstrate features, tune models, optimize model performance, profiling, and bench marking. Troubleshoot and find solutions to issues training/serving models in a large-scale environment.
  • Build repeatable technical assets such as scripts, templates, reference architectures to enable other customers and internal teams. Work cross-functionally to influence Google Cloud strategy and product direction at the intersection of infrastructure and AI/ML by advocating for enterprise customer requirements.
  • Coordinate regional field enablement with leadership and work with product and partner organizations on external enablement activities.
  • Travel as needed.

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