Workflow Preservation

Every Workflow, Automatically Captured

Numonic extracts and preserves the complete workflow graph from every AI-generated image. Every node, every connection, every parameter—automatically saved and searchable.

  • Complete Graph Extraction
  • Node-Level Detail
  • One-Click Reproduction

The Reproducibility Problem

“How Did I Make This?”

You created the perfect image. Three months later, you need to recreate it. But the workflow is gone. The nodes were modified. The exact configuration is lost forever.

Modified Workflows

ComfyUI workflows evolve constantly. By the time you need to reproduce something, the original configuration is overwritten.

Manual Documentation

Writing down every parameter, node connection, and setting? Nobody has time for that—and it's error-prone.

Scattered Files

Workflow JSONs saved alongside outputs? They get out of sync, deleted, or forgotten.

Automatic Workflow Extraction

Numonic reads the workflow directly from your PNG metadata—no manual saving required

How It Works

  1. 1

    ComfyUI Embeds Workflows

    Every PNG from ComfyUI contains the complete workflow in its metadata chunks.

  2. 2

    Numonic Extracts Everything

    Our extractors parse the workflow graph, prompt data, and all node configurations.

  3. 3

    Stored With Your Asset

    The workflow is permanently linked to the image—always accessible, always searchable.

workflow.json
{
  "nodes": [
    {
      "id": 1,
      "type": "KSampler",
      "params": {
        "seed": 42,
        "steps": 30,
        "cfg": 7.5,
        "sampler": "euler_a"
      }
    },
    {
      "id": 2,
      "type": "CheckpointLoader",
      "params": {
        "model": "sdxl_base.safetensors",
        "hash": "31e35c80fc..."
      }
    }
  ],
  "connections": [...],
  "version": "0.3.6"
}

Complete Workflow Intelligence

Not just storage—full understanding of your creative process

Graph Visualization

View the complete node graph for any asset. See connections, data flow, and processing pipeline at a glance.

Node-Level Detail

Every node type, every parameter, every input and output connection—captured and indexed for search.

Workflow Comparison

Compare workflows between variations. See exactly what changed between two generations.

Model & LoRA Tracking

Know which checkpoint, which LoRAs, which embeddings were used—with model hashes for verification.

One-Click Export

Export the workflow JSON directly from any asset. Load it into ComfyUI and reproduce the exact result.

Searchable Nodes

Search by node type, model name, or any parameter. Find all images using a specific sampler or LoRA.

Never Lose a Workflow Again

Start capturing your workflows automatically. Every image becomes a reproducible process.

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