Web AI Apps

Deploy the web app, backend, and AI as one product.

Morfics combines complete application delivery with managed AI inference and training. Your users see one fast product while Morfics connects the frontend, software backend, and the right compute underneath.

Frontend

Deploy Next.js or another web interface with previews and production releases.

Application backend

Run Flask, FastAPI, Node.js, authentication, business logic, and tool integrations.

AI runtime

Attach a model, agent, or inference API without maintaining a separate AI service.

Data and operations

Connect storage, databases, secrets, logs, metrics, and usage controls.

A complete AI application

Software on the processor. AI acceleration where it belongs.

A project can use the processor system for APIs, authentication, orchestration, and data access while programmable logic accelerates model execution. Non-hardware teams simply deploy the app; advanced teams can control the mapping.

Git-based deployments and revisions
Public or private AI endpoints
Model and hardware implementation selection
Future rollback, metrics, and scaling
Example architecture
1Next.js user interface
2Flask / FastAPI application service
3ONNX model or agent workflow
4FPGA pool / multi-FPGA / embedded accelerator runtime
Interactive application architecture

Understand every layer of a Web AI App.

Explore how the frontend, backend, model runtime, data, and accelerated compute work together as one product.

Web AI Apps

One managed stack, top to bottom

Select a layer to see what it does and how it deploys.

The Web AI App stack has six layers, from the Next.js frontend down to accelerated FPGA compute, all delivered as one managed deployment.

Next.js frontend

What users see

Responsibilities

  • Rendered UI & routing
  • Calls the app's own API routes
  • Streams model responses to the browser

Deployment behavior

Served from Morfics managed hosting alongside the backend — no separate frontend host to wire up.

Host a web AI app
Private early access

Web AI Apps are currently developed with selected partners.

There is no public signup or self-service pricing yet. Contact Morfics to discuss the application, model, backend, infrastructure, and acceleration needs.

Discuss an application

Bring a repository. Leave with an AI product.

The future deployment flow will connect source, model, runtime, observability, and accelerated hardware in one release.

Discuss a project