Overview
Nightshade is an optimized prompt-specific poisoning attack that targets text-to-image generative models. The attack involves injecting poison samples into the training data, which can corrupt the model's ability to respond to individual prompts.
Prompt-Specific Poisoning
Nightshade involves injecting poison samples into the training data, which can corrupt the model's ability to respond to individual prompts.
Optimized for Potency
Nightshade poison samples are optimized for potency and can corrupt an Stable Diffusion SDXL prompt in <100 poison samples.
Bleeding Through to Related Concepts
Nightshade poison effects can bleed through to related concepts, and multiple attacks can be composed together in a single prompt.
Destabilizing General Features
Nightshade can destabilize general features in a text-to-image generative model, effectively disabling its ability to generate meaningful images.
Get started
- Open the official website and confirm the service is available in your region.
- Check the current plan, usage limits and terms for your intended use.
- Try a small task with sample data before committing to a paid plan.
Editorial note
Pricing checked: Sep 20, 2026. Official website is active. Please verify current pricing and terms directly on the official site.
Record updated: Sep 20, 2026
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