AI quickstarts

Explore a variety of innovative AI use cases from our community. These simple, focused examples have been designed for fast and easy deployment on the Red Hat AI platform.

This content is authored by Red Hat experts, but has not yet been tested on every supported configuration.

Centralize company knowledge with an Enterprise RAG Chatbot

Use retrieval-augmented generation (RAG) to enhance large language models with specialized data sources for more accurate and context-aware responses.

Adopt and scale AI

Build an AI-powered virtual agent

Build and deploy a conversational AI virtual agent on Red Hat OpenShift AI to automate customer interactions and provide instant support.

Adopt and scale AI

Streamline AML Investigation Workflows with RAG and NVIDIA

Build anti-money laundering investigation workflows with RAG and NVIDIA models on Red Hat AI, with built-in inference, governance, observability, and more.

Banking and securities

Accelerate Ansible troubleshooting with intelligent log analysis

Act on suggestions from an AI agent that identifies Ansible errors, routes them to the right experts, and offers guided remediation steps for faster resolution.

Adopt and scale AI

Accelerate Retail AI analytics with data governance controls

Enhance retail discovery with an AI assistant that activates governance for loyalty analytics using secure, policy-aware natural language queries.

Retail

Secure Model Inference with F5 AI Guardrails

Guard AI applications against prompt attacks and sensitive data leakage with enterprise-grade LLM protection using F5 AI Guardrails on Red Hat® OpenShift® AI.

Banking and securities

Secure Model Inference with F5 Distributed Cloud API Security

Secure AI-powered financial services applications against injection attacks, shadow APIs, and abuse while safeguarding sensitive financial data.

Banking and securities

Deploy a privacy-focused AI assistant

Build a healthcare AI assistant that ensures your large language model has multiple layers of protection, including PII detection and content moderation.

Healthcare

Automate IT processes with Self-Service Agents - Laptop Refresh

Transform IT service delivery using AI to lower support effort, improve compliance, and increase throughput.

Adopt and scale AI

Add Guardrails to the Lemonade Stand Assistant

Deploy an AI-powered customer service assistant with built-in safety guardrails to ensure family-friendly, compliant interactions for your business.

Retail

Serve a lightweight HR assistant

Replace hours spent searching policy documents with higher-value relational work.

Banking and securities

Audit AI apps to meet compliance goals

Deploy a financial audit system with insights into the performance, cost, and usage of your large language models in real time.

Banking and securities

Accelerate enterprise software development with NVIDIA and MaaS

Optimize private app development using NVIDIA Nemotron models through Models-as-a-Service on your own multi-tenant infrastructure in Red Hat AI.

Adopt and scale AI

Automate mortgage lending with multi-agent AI

Red Hat AI reference application demonstrating agentic AI orchestration across the mortgage lending lifecycle, from prospect inquiry to underwriting approval.

Banking and securities

Summarize and analyze your observability data

Create an interactive dashboard to analyze AI model performance and OpenShift cluster metrics using Prometheus.

Adopt and scale AI

Transform product discovery with AI recommendations

Integrate AI-driven product recommendations, automated review summarization, and enhanced search capabilities into an e-commerce storefront.

Retail

Deploy AI-powered spending alerts with anomaly detection

Detect fraud and unusual spending in real time with AI-powered alerts using natural language rules to improve security and customer trust.

Banking and securities
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