Introducing
A new rendering technology that lets AI build interfaces — on any platform, for any client, without limits.
Fluid Render is a rendering protocol built by Genn that gives AI the ability to describe interfaces — not just generate text. Using a universal, structured language, the AI specifies exactly what should appear on screen: components, layouts, interactions, hierarchy. Any client can then interpret that description and render it natively, in its own way.
The result is a living interface that the AI constructs in real time — adapting to context, data, and the user's needs. Not a template. Not a static layout. A genuinely intelligent surface.
The model receives a request and produces a structured, semantic description of the interface — components, content, hierarchy, and interactions.
The Python-powered core validates, normalizes, and enriches the description. Every element is checked for coherence and safety.
Web, mobile, desktop — each client interprets the same description natively. One source of truth. Infinite surfaces.
Works with any client — today's and tomorrow's. Write once at the AI layer. Render everywhere.
Built on Python — the language of AI. Full native compatibility with every major model, library, and pipeline.
Your design system, your components, your rules. Fluid Render adapts to your architecture — not the other way around.
User actions flow back to the AI. Stateful, bidirectional interactions — interfaces that evolve with the conversation.
Every description passes through a validation layer. Malformed or unsafe structures are caught at the protocol level.
Not tied to any AI provider. Works with OpenAI, Anthropic, Mistral, and open-source models.
| Capability | Fluid Render | Classic Generative UI | Custom built |
|---|---|---|---|
| Multi-client / cross-platform | Any client | React only | Case by case |
| Backend language | Python | TypeScript only | Varies |
| LLM agnostic | Any model | Partial | Partial |
| Protocol-level validation | Built-in | Manual | Manual |
| Stateful interactions | Native | Partial | Varies |
| Ecosystem lock-in | None | Specific ecosystem | Custom only |
This is just the beginning. Fluid Render opens a new category of applications that simply weren't possible before.
Analytics platforms where the AI builds the layout in real time based on data and user questions — no templates, no predefined views.
A single AI assistant that renders rich, native interfaces simultaneously on web, iOS, Android, and desktop — from one unified intelligence.
Enterprise tools that reshape their own UI based on user roles, context, and live data — without a single line of frontend code change.
Shopping experiences where the AI dynamically composes product pages, comparisons, and checkout flows based on natural conversation.
As AI agents grow more autonomous, they'll need to generate interfaces on the fly. Fluid Render is the protocol layer that makes this possible.
Fluid Render is available now for custom projects and integrations. Let's build something that didn't exist before.