Scale AI Without Compromising Customer Security or Regulatory Controls.
Mitigate AI risk from pre-deployment through production in one platform.
Financial AI Risks Don't Announce Themselves.
The stakes differ across lending, customer service, fraud detection, and wealth management. So do the controls required. WonderSuite adapts to each.
Customer-Facing Chatbots
Enforce compliance boundaries in real time and block prompt injection before it reaches your model. Build audit evidence from day one.
Fraud Detection & Financial Crime
Stress-test against real-world manipulation patterns before adversaries find the gaps.
Agentic AI Workflows
Test agents against structuring attacks and exploitation chains. Monitor so drift doesn't become exposure.
Wealth Management & Investment AI
Keep AI recommendations within regulatory boundaries across every channel.
We've Seen the Worst so Your Customers Don't Have to.
Rabbit Hole is the adversarial engine behind WonderSuite. Built on a decade of adversarial research and 10B+ real-world samples alongside synthetic data to align red teaming with threats your financial AI will actually face.
Your AI Can Be Exploited Before You Know It.
One Platform For Every Stage of the AI Lifecycle
Why Financial Institutions Choose Alice
The controls, evidence, and lifecycle coverage regulators and audit committees expect.
Model Risk Management
Purpose-built for the controls, evidence, and lifecycle coverage MRM frameworks require.
Sub-100ms Runtime Enforcement
Guardrails fast enough for production financial AI without adding latency to customer interactions.
On-Prem or Cloud
Deploys wherever your data residency and infrastructure requirements demand.
Questions Finance Teams Ask Us
How does WonderSuite handle agentic AI systems that take actions rather than just answer questions?
Agentic systems introduce risks that static guardrails weren't designed for. Multi-step vulnerabilities, tool compromise, and context manipulation across conversation turns require a different approach. WonderSuite tests agents against the full spectrum of these attack vectors in simulation before deployment and monitors them continuously in production.
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.
Our AI operates across multiple regions and languages. Can WonderSuite handle that?
WonderSuite covers 120+ languages with native speaker-level nuance, including regional and cultural context. Misclassification from multilingual gaps is one of the most common failure points in global financial AI deployments. WonderSuite is built to close them.
How does WonderSuite address fraud and financial crime risks in agentic workflows?
Financial agents are vulnerable to structuring patterns, impersonation, and multi-step exploitation that bypass individual transaction checks. WonderSuite tests for these vectors in realistic simulated environments and enforces zero-trust verification policies at runtime so fraud risk is addressed at the system level, not just the input level.
Implement Real-Time AI Governance.
See how WonderSuite brings together clinical stress testing, real-time PII protection, and production evaluation.
See WonderSuite in Action