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From GraphQL to PromptQL: A New Chapter Begins

Source: Hasura•September 27, 2026 at 09:12 AM

From GraphQL to PromptQL: A New Chapter Begins

A new chapter from the creators of Hasura—why we built PromptQL for the AI-native future of data.

PromptQL our first new data access product after GraphQL, is now in beta. You can see it at promptql.io.

Hasura GraphQL Engine (HGE) and Hasura Data Delivery Network (DDN) will continue to be hosted and maintained at hasura.io & GitHub.

We consider PromptQL to be the spiritual successor to GraphQL for the age of AI.

HGE and Hasura DDN automatically created CRUD GraphQL APIs with fine-grained authorization that enabled rapid application development.

PromptQL takes that a step further in 2 ways:

From magical CRUD APIs to magical CRUD + Business logic:

Instead of generating CRUD APIs on the fly, the PromptQL AI platform creates PromptQL programs on the fly. This subsumes CRUD use cases but also allows complex business logic to easily be written and shipped entirely in natural language. And just like our GraphQL engine, the entire experience is batteries included. Developers who need to consume that business logic don’t have to worry about performance, scalability, security or CI/CD of this business logic.

Instead of building apps for users to use their data, build AI for users to use their data:

PromptQL is geared for a world that we believe will soon be upon us, a world where users and business have GenAI systems do work for them. Whether its help them make decisions or execute workflows. Things that we built apps for, can now be done with AI, provided the AI can reliably and securely interact with data on the user’s behalf. PromptQL makes that possible. Users can use natural language to query data to help them make decisions or use natural language to run tasks or create automations for themselves.

Exciting times ahead!

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