Tech riderRev. 22 Sept 2026
Hotshot-XL
- 1Runs onself-hosted, Web
- 2Prompt to GIFYes
- 3GIF templatesNo
- 4Maximum GIF length1 seconds
4 lines stated Written from the maker's own pages: github.com

Overview
Hotshot-XL is ranked #21 of 22 in AI GIF makers on Specifiction. It runs on Self-hosted, Web.
Compared on AI GIF makers
- Prompt to GIF
- Yesgithub.com
- GIF templates
- Nogithub.com
- Maximum GIF length
- 1 secondsgithub.com
Facts
- Purpose
- Hotshot-XL is an AI text-to-GIF model designed to work alongside Stable Diffusion XL.github.com · 9 Oct 2026
- SDXL models
- It can generate GIFs with existing or newly fine-tuned SDXL models, including personalized SDXL LoRAs.github.com · 9 Oct 2026
- ControlNet
- It supports SDXL ControlNet for guiding GIF composition and layout, with one ControlNet model supported at a time.github.com · 9 Oct 2026
- Default output
- The model was trained to generate one-second GIFs at 8 FPS.github.com · 9 Oct 2026
- Aspect ratios
- It supports several trained aspect ratios, from 320×768 through 768×320, and recommends fine-tuning for reliable generation outside that range.github.com · 9 Oct 2026
- Variable duration
- Changing frame rate or duration is experimental, and the project warns that results may be unstable or jittery because training used one-second videos at 8 FPS.github.com · 9 Oct 2026
- Local use
- The project provides instructions to install dependencies, download model weights, and run inference locally.github.com · 9 Oct 2026
- Fine-tuning
- The repository includes a fine-tuning script for additional text and video pairs and recommends SDXL LoRAs for personalized subjects instead of fine-tuning Hotshot-XL.github.com · 9 Oct 2026
- Training integration
- The fine-tuning instructions describe sending validation GIFs to Weights & Biases.github.com · 9 Oct 2026
- License
- The GitHub repository lists an Apache-2.0 license, while the Hugging Face model page identifies the model license as Open RAIL++-M.huggingface.co · 9 Oct 2026
- Model limitations
- The model card says the model does not achieve perfect photorealism, cannot render legible text, struggles with compositional prompts, and may generate faces and people improperly.huggingface.co · 9 Oct 2026
- Model size
- The Hugging Face model page lists the model as having 3B parameters.huggingface.co · 9 Oct 2026
- Maker
- The model card identifies Natural Synthetics Inc. as the developer; the maker's About page shows copyright © 2023 Natural Synthetics Inc.huggingface.co · 9 Oct 2026
- What it does
- Hotshot-XL is an AI text-to-GIF model trained to work alongside Stable Diffusion XL.github.com · 9 Oct 2026
- GIF format
- The model was trained to generate one-second GIFs at 8 FPS.github.com · 9 Oct 2026
- Personalization
- It can generate GIFs with fine-tuned SDXL models and load user-provided SDXL LoRAs.github.com · 9 Oct 2026
- ControlNet limit
- The README says Hotshot-XL supports one ControlNet model at a time.github.com · 9 Oct 2026
- Variable length
- Changing frame rate or duration is experimental, and the README warns results may be unstable or jittery because training used one-second videos at 8 FPS.github.com · 9 Oct 2026
- Weights & Biases
- The README describes sending validation GIFs to Weights & Biases as an optional fine-tuning workflow.github.com · 9 Oct 2026
- Support and contributions
- The README invites users to raise issues or pull requests, and links to a Discord community.github.com · 9 Oct 2026
Best Hotshot-XL alternatives
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Where it ranks on Specifiction
- Best AI GIF Makers in 2026#21 of 22
Is Hotshot-XL yours?
Claim it for free: prove the domain, then correct facts, plans and screenshots. An editor reviews every change.
Sources
- github.com/hotshotco/Hotshot-XL· checked 9 Oct 2026
- huggingface.co/hotshotco/Hotshot-XL· checked 9 Oct 2026



