AI/ML

Stable Diffusion Product Plan

Open-source image generation model with ControlNet, inpainting, img2img, and community fine-tunes.

Use this Product Plan

Open the editable plan instantly, or carry its requirements into a generated system Architecture.

Text-to-image generation

Image-to-image transformation

Inpainting and outpainting

ControlNet (pose, depth, edge)

SDXL (high resolution)

LoRA fine-tuning

Negative prompts

Batch generation

ComfyUI workflow

API access

As a creator, I can generate images from text prompts

As an artist, I can use ControlNet for precise composition

As a developer, I can run locally or via API

As a community member, I can share and use custom LoRA models

As a developer, I can build workflows with ComfyUI

PythonPyTorchCUDADiffusersFastAPIS3RedisDockerNVIDIA GPUs

Category	Requirement	Target
Performance	Generation	< 5s for 512x512 on consumer GPU (RTX 3060+)
Scalability	Community	10K+ LoRA models on CivitAI, HuggingFace
Availability	Open source	Runs locally: no cloud dependency
Security	Content	NSFW safety checker, watermarking (invisible)

MVPText-to-Image

Diffusion modelText promptsNegative promptsSeed control

v1.0Control

img2imgInpaintingControlNetLoRA fine-tuningSDXL (high-res)

v2.0Ecosystem

ComfyUI workflowsVideo (Stable Video)3D (TripoSR)API (Stability AI)Turbo/Lightning (fast)

Community models: > 100K on CivitAI

Daily generations (local + API): > 50M

Open-source contributors: > 5K

API revenue: > $50M ARR

Real-time ride-sharing platform with driver matching, GPS tracking, surge pricing, and payments.

Video streaming platform with personalized recommendations, adaptive bitrate streaming, and content management.

Team messaging platform with channels, direct messages, file sharing, integrations, and real-time search.

Open the editable Product Plan first, then carry it into Architecture and Plan & Ship when it is ready.