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InvokeAI Review 2026 — Professional Open-Source AI Image Canvas
InvokeAI is a professional open-source Stable Diffusion platform. Unified Canvas for inpainting and compositing, node workflow editor, supports Flux.1 and SDXL.

Invoke provides a local web interface for text-to-image, image-to-image, inpainting, outpainting, model management, and repeatable node-based workflows. It includes a layered canvas, ControlNet support, batch generation, prompt tools, and gallery organization.
Artists, designers, developers, and technical users can run it on their own hardware or use third-party hosted GPU services. The former officially hosted Invoke.ai platform has shut down; external model providers and hosted GPU services may charge separately.
Features
- Layer-based Unified Canvas for drawing, editing, inpainting, and outpainting
- Visual node-based workflows for repeatable image-generation pipelines
- Model Manager for checkpoints, LoRAs, textual inversions, and ControlNets
- ControlNet guidance using depth maps, edges, poses, and other controls
- Batch generation, prompt wildcards, and high-resolution upscaling
- Local self-hosting with data, prompts, and creations stored on your hardware
- External model support through third-party image-generation APIs
- Apache 2.0 license
Use cases
- Generate images locally from text prompts
- Edit and extend images with the layered canvas
- Build repeatable generation pipelines with visual nodes
- Guide compositions with ControlNet inputs
- Organize generated images and videos in gallery boards
- Use hosted GPU services when local hardware is insufficient