Solutions: AI Workflows

Retail Shopping Advisor

Develop a RAG application powered by large language models that enables more natural, personalized shopping experiences.

Enhance Shopping Experiences With NVIDIA NIM Microservices

Develop a generative AI-powered shopping advisor that provides interactive customer experiences using retrieval-augmented generation (RAG)—a technique that connects large language models (LLMs) to a company’s enterprise data—and NVIDIA NIM™ microservices. This workflow example provides an advanced starting point for generating conversational, accurate, and precise responses tailored to consumer shopping.

Explore the Retail Shopping Advisor Workflow Example

The retail shopping advisor AI workflow example demonstrates how NIM microservices can be used to develop a solution that enables more natural, personalized online shopping experiences.

What’s in the Workflow?

  • NIM microservices for Llama 3 70B and NVIDIA NeMo™ Retriever embedding models
  • An end-to-end sample RAG pipeline that illustrates NVIDIA’s integration with LangChain and the GPU-accelerated Milvus vector database
  • Sample Jupyter Notebooks for helping you adapt this solution to your data and business
  • Easy and fast deployment of the complete workflow via Docker Compose on a single GPU
  • Optimized LLM inference performance and scaling through NVIDIA NIM
  • The flexibility to leverage other models from the NVIDIA API catalog or self-hosted models

The retail shopping advisor workflow provides an end-to-end reference solution, easily adaptable to your business.

Create Enhanced Online Shopping Experiences

Deliver Accurate Responses

Use an LLM to generate responses based on your company’s product catalog.

Generate Answers at Scale

Simplify the orchestration of scaling retrieval-augmented generation pods on Kubernetes in production.

Deploy Anywhere

Deploy the entire workflow on your preferred on-premises or cloud platform.

Accelerate the Development of AI Solutions

AI workflows accelerate the path to AI outcomes. The retail shopping advisor workflow gives developers a reference solution to start building applications that can enhance online shopping experiences.

Reduce Development Time

Best-in-class AI software streamlines development and deployment of AI solutions.

Improve Accuracy and Performance

Frameworks and containers are performance-tuned and tested for NVIDIA GPUs.

Gain Confidence in AI Outcomes

NVIDIA AI Enterprise lets you move from pilot to production with the assurance of security, API stability, and support.

Get Started With Retrieval-Augmented Generation

Download It

Apply for a 90-day subscription to access the retail shopping advisor AI workflow for free through the NVIDIA NGC™ catalog.

Deploy in Production

Easily deploy your retail shopping advisor application into production with confidence with the security, support, and stability provided by NVIDIA AI Enterprise.

Elevate Your Generative AI Skills With NVIDIA Training

Take advantage of our comprehensive Generative AI/LLM learning path, covering fundamental to advanced topics, featuring hands-on training and delivered by NVIDIA experts. You can opt in for the flexibility of self-paced courses or enroll in instructor-led workshops to earn a certificate of competency. Showcase your expertise with a generative AI certification from NVIDIA.

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