Your AI stack is only as safe as
its weakest integration.
WonderSuite connects natively with the AI infrastructure, platforms, and frameworks your teams already use adding adversarial testing, runtime guardrails, and production evaluation without replacing your stack.
Partner with Alice to shape the future of trusted AI
We work with AI platforms, infrastructure providers, implementation specialists, and policy organisations to help enterprises build, launch, and scale trusted AI systems.
Integrate with UsFAQ: What buyers ask before they integrate.
Does WonderSuite work across multiple AI providers simultaneously?
Yes. WonderFence is model-agnostic and operates at the application layer, not inside any specific provider. It works across OpenAI, Anthropic, Llama, Databricks, and self-hosted models simultaneously. You get a single governance layer and unified policy enforcement across your entire AI portfolio, regardless of which models underpin each application.
We're concerned about latency. Will WonderSuite slow down our customer-facing financial AI?
WonderFence operates at under 100ms, purpose-built for high-traffic, latency-sensitive environments like payment agents and customer-facing banking applications. Protection doesn't come at the cost of customer experience.
What does it mean that WonderSuite is powered by Rabbit Hole?
Rabbit Hole™ is Alice's adversarial intelligence engine built on over a decade of global trust, safety, and security research, and informed by more than 10 billion analyzed deceptive, toxic, and manipulative samples. When you run WonderBuild or WonderCheck evaluations, the adversarial scenarios aren't synthetic they're derived from real-world misuse patterns. This is the difference between testing against how systems fail in theory versus how they actually get exploited in production.
How do I apply to become an ecosystem partner?
Alice partners with AI infrastructure, platform, implementation, and policy organisations. If you build AI systems and want to strengthen safety and governance or extend WonderSuite’s capabilities apply via “Integrate with Us.”


