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Workflow basics

What Is a Node-Based AI Workflow?

Learn how nodes, connections, and branches turn image and video generation into a reusable process, with a practical first-workflow example.

By Nova Creative · September 15, 2026 · 3 min read

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Understand the three building blocksBuild a small first graphExample: a mug launchWhen a graph helps

A node-based AI workflow is a set of connected steps you can see on a canvas. One node holds a brief, another generates an image, and another uses that image to make a video. Connections show what each step receives. The useful part is being able to inspect and reuse those decisions when the brief changes.

Understand the three building blocks

A node performs a task or stores an input. A connection passes an output to a compatible input. A branch creates an alternative path, such as sending one brief to two image generators. Our guide to branching creative variations explains how to organize those alternatives. These concepts let you separate the creative instruction from the model that executes it.

Think of a simple product campaign: a text brief describes a ceramic mug; an image step produces a still; a video step animates the selected still. If the mug becomes blue, the brief changes while the overall structure can remain useful. You still need to review the new outputs because a saved graph does not guarantee identical results.

Build a small first graph

See the Nova Creative workflow canvas for examples of connected creative steps before building your first graph.

  • Write one brief containing the subject, setting, composition, and intended use.
  • Connect that brief to one image-generation step with compatible inputs.
  • Generate a small sample and inspect it before adding more stages.
  • If the still works, pass it to an image-to-video step that supports reference images.
  • Save the workflow with a name that describes its purpose.

Start with one path. A canvas with twenty experimental branches is harder to debug than a three-step graph whose inputs you understand. Add alternatives only when they answer a specific question, such as whether a second model preserves the product silhouette better.

Example: a mug launch

An illustrative brief is: “A blue ceramic mug on a warm grey studio surface, handle visible on the right, soft side lighting, empty space above the mug for a headline.” Review the handle, rim, shadows, and available headline space. Then try a restrained motion instruction: “Slow camera move toward the mug; keep the object stationary.”

Place final prices and campaign text in a design tool where they remain editable. Generated lettering may need correction. If product accuracy is essential, use an approved product photograph as a reference where the selected model supports it, and compare every output against that photograph.

When a graph helps

Use a workflow when you repeatedly run similar jobs, compare alternatives, or hand a process to someone else. A single prompt may be sufficient for a one-off sketch. The graph earns its place when the structure saves you from reconstructing the same steps next week.

Nova Creative opens a starter pipeline from the app link below. Inspect the example, replace its brief, and check the selected model's inputs and pricing before running generation. Sign-in or provider setup may be required. Treat the graph as a reusable process with a human review step, rather than a promise of automatic approval.

Put the workflow into practice

Open the starter pipeline in Nova Creative, adapt the brief, and review the selected model's inputs before your first run.

Open the starter workflow

SEE IT IN ACTION

Explore the product behind the guide

Explore the Nova Creative canvas

See how connected generation steps, model choices, and editable creative workflows fit together.

Explore workflow →

Build workflows with ChatGPT and Codex

Explore how Nova Creative connects AI assistants to its workflow canvas through MCP.

Explore workflow →

Related guides

Workflow basics

How to Build a Reusable AI Image Workflow

Separate fixed art direction from changing inputs, test a small image workflow, and save a process you can reuse for the next creative brief.

Read guide →

Model comparison

How to Compare AI Image Models Fairly

Use a shared brief, equal test budgets, and a simple review sheet to compare AI image models for your actual creative task.

Read guide →

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