CONFIGURE
Set up your brand and models
Create a project for your domain and choose available models and test conditions. Connect your own OpenRouter key for the online experience, or manage model accounts in your own environment when self-hosting.
OPEN SOURCE / APACHE-2.0
Explore domain understanding, answers from multiple models, competitor observations and evidence reports in one open-source project. Try it online or self-host using the repository instructions.
CONFIGURE
Create a project for your domain and choose available models and test conditions. Connect your own OpenRouter key for the online experience, or manage model accounts in your own environment when self-hosting.
OBSERVE
See how models describe the brand and which keywords and competitors they mention. Your settings and analysis records are saved in the project.
VERIFY
Review original answers, citations, test times and available cost information. Keep the same questions for ongoing monitoring to make changes and anomalies easier to check.
The project is licensed under Apache-2.0. Follow the license and project notices when using, modifying or distributing it. The software license and model providers’ terms apply separately.
Provide compatible model service accounts, a runtime environment and persistent storage. The deployment owner pays for model calls, servers and third-party services.
Self-hosting requires you to manage upgrades, backups, keys and access. The current open-source workbench is intended for trusted users. Public commercial use needs additional authentication, data isolation and spending controls.
Teams with engineering resources that want to control their data or customize workflows can consider self-hosting. Teams that prioritize quick setup, collaboration and enterprise support can compare hosted platforms.
Self-hosting and service purchases are independent. Order human testing for real answers in specific situations, or choose an SEO/GEO article package for writing, publishing and brand reach.
Maintained by niubigeo · Updated . Check each provider’s website for current features and plans.