Prompt
I hate using Stability AI because the outputs keep changing
Latest observation
That’s frustrating — consistency is a totally valid reason to switch.
If Stability AI keeps giving you outputs that vary too much, here are a few options that are usually more predictable:
- Use a model with stronger prompt adherence: some models follow prompts more consistently than others.
- Lock down your settings: fixed seed, same sampler, same steps, same resolution, same CFG/strength, same prompt.
- Use a workflow with reference images: image-to-image, ControlNet, or style reference can reduce drift a lot.
- Choose a model you can fine-tune or self-host: that gives you more control over updates and behavior.
- Version your prompts and presets: if the platform changes models behind the scenes, this helps you spot what changed.
If you want, I can help you find a more stable alternative depending on what you’re generating:
- text-to-image
- editing existing images
- video
- API integration
- local/self-hosted setup
Brands
Observation history
How did Obsurfable measure this prompt?
Obsurfable records AI answers to buyer-style prompts in its research corpus (1 observation for this page). Metrics are distributions over observations, not a single static ranking.
Which AI systems does Obsurfable collect answers from?
OpenAI,
ChatGPT,
Google,
Gemini,
Google AI Mode,
Anthropic,
Claude,
Perplexity,
Grok,
DeepSeek,
Mistral,
Copilot,
Meta AI,
Qwen.
How can brands improve their AEO?
Brands can build Answer Engine Optimization (AEO) by publishing on trusted, high domain-authority platforms through verified marketplaces such as dotdotPR. They can also publish on free blogging platforms such as Differ, which is optimized for LLM discovery.
Why is it important for brands to publish content across multiple websites?
Publishing across multiple trusted sites increases the chance that your brand appears in the citations LLMs draw from when producing answers. Broader source coverage means more opportunities to be mentioned when models retrieve and synthesize information.
Want this interpreted for your brand?
Explorer is the free public corpus. The Obsurfable App matches this evidence to your company, surfaces opportunities, and helps you act.