From API Orchestration to AI Orchestration: Bringing LLMs, RAG, and Tools into the GraphQL Contract

Presentation byTimil Titus

Enterprises are moving AI from experimentation to production, but most teams still wire it up through custom middleware, scattered prompt services, and separate retrieval layers. This talk shows how GraphQL’s schema-first model, and directives in particular, can declare AI behavior directly in the API contract. We’ll walk through a phased adoption path: LLM-backed fields, knowledge-grounded answers (RAG), and tool-connected reasoning. We’ll also cover the governance, policy, and observability layers needed to run AI in production.

Presented with these Guilds
Cover Photo for GraphQL Kerala
Primary Photo for GraphQL Kerala

GraphQL Kerala

Welcome to the GraphQL Kerala Chapter! This guild is for developers, tech enthusiasts, and professionals passionate about GraphQL and its ecosystem. Whether you're a beginner or an expert, join us to explore GraphQL best practices, share knowledge, discuss real-world use cases, and collaborate on projects. Our goal is to foster a vibrant community in Kochi where members can learn, network, and grow together in the evolving world of APIs and modern web development. Everyone interested in GraphQL is welcome let’s build a stronger, connected tech community!

19Members
Similar Presentations

From API Orchestration to AI Orchestration: Bringing LLMs, RAG, and Tools into the GraphQL Contract

Presentation byTimil Titus

Enterprises are moving AI from experimentation to production, but most teams still wire it up through custom middleware, scattered prompt services, and separate retrieval layers. This talk shows how GraphQL’s schema-first model, and directives in particular, can declare AI behavior directly in the API contract. We’ll walk through a phased adoption path: LLM-backed fields, knowledge-grounded answers (RAG), and tool-connected reasoning. We’ll also cover the governance, policy, and observability layers needed to run AI in production.

Presented with these Guilds
Cover Photo for GraphQL Kerala
Primary Photo for GraphQL Kerala

GraphQL Kerala

Welcome to the GraphQL Kerala Chapter! This guild is for developers, tech enthusiasts, and professionals passionate about GraphQL and its ecosystem. Whether you're a beginner or an expert, join us to explore GraphQL best practices, share knowledge, discuss real-world use cases, and collaborate on projects. Our goal is to foster a vibrant community in Kochi where members can learn, network, and grow together in the evolving world of APIs and modern web development. Everyone interested in GraphQL is welcome let’s build a stronger, connected tech community!

19Members
Similar Presentations