Solutions / Library / AI & Machine Learning

Build and deploy AI-powered workflows, agents, and intelligent automation using modern LLMs and ML platforms.

Use cases in ai & machine learning

What teams actually automate here

Patterns drawn from 1.4M source workflows real customers run on Tray.ai.

AI Agent Development

Build and deploy AI agents and assistants using OpenAI, Anthropic, and AWS Bedrock.

Agent Builder Agent Gateway Tray MCP Observability
AI-Powered Data Analysis

Use LLMs to analyze data, generate insights, and create automated reporting with natural language.

Data integration Automation Agent Builder
Content Generation & Moderation

Generate marketing content, product descriptions, and customer communications using LLMs.

Automation API management Merlin Copilot
Intelligent Document Processing

Extract structured data from documents using AI-powered OCR and natural language processing.

Document processing Automation Data integration
RAG (Retrieval Augmented Generation)

Build AI applications that query knowledge bases to provide accurate, contextual responses.

Tray MCP Agent Builder Data integration

The platform behind it

Built on Tray.ai

Every workflow in this library runs on the Tray.ai platform. The capabilities utilized most across AI & Machine Learning are listed first.

Agent Builder

Build AI agents that act, not just chat.

Agent Gateway

The MCP Gateway that pays for itself.

Intelligent iPaaS

The iPaaS built for the AI era.

AI Governance

AI governance built in, not bolted together.

AI Development

Code or canvas. One platform.

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