Scale GenAI Without Compromising Customer Security or Regulatory Controls.
Mitigate regulatory and model risk exposure introduced by GenAI systems, 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 attempts before they reach your model. Build the audit evidence your supervisory teams require into every interaction from day one.
Fraud Detection & Financial Crime
Stress-test your fraud detection systems against real-world manipulation patterns before adversaries find the gaps. Understand exactly how your models behave under pressure before they encounter it in production.
Agentic AI Workflows
Test financial agents against structuring attacks, impersonation attempts, and multi-step exploitation chains before they reach customers. Then, monitor continuously in production so drift and regressions don't become compliance exposures.
Wealth Management & Investment AI
Keep AI-generated recommendations and market commentary within defined regulatory boundaries across every interaction and channel. Maintain centralized visibility across all deployments so nothing operates outside policy.
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 global trust and safety research and billions of real-world deceptive and manipulative samples, instead of only synthetic data, so that you so you can launch financial AI with confidence that your system has been tested against the threats it will actually face, not the ones someone imagined in a lab.
One Platform For Every Stage of the AI Lifecycle
Built For Industry Regulations and Frameworks.
ECOA | Equal Credit Opportunity Act
Upload your institution's fair lending policies directly into WonderSuite and test your credit AI against them before deployment. Monitor for behavioral drift in production so your ECOA obligations are met as models evolve, not just when they launch.
SEC & FINRA Record Keeping / Supervision
Upload your supervisory and recordkeeping policies directly into WonderSuite and enforce them across every client-facing AI interaction in real time. Give SEC and FINRA examiners audit trails that reflect your institution's specific compliance standards, not generic platform defaults.
Basel III Model Risk Management
Maintain a validated, audit-ready model inventory for every AI system your institution runs. Upload your risk appetite framework directly into WonderSuite and stress-test models against it so your operational resilience documentation holds up when capital adequacy is on the line.
SR 11-7 | Supervisory Letter 11-7
Produce examination-ready model validation evidence, demonstrate continuous monitoring across every model update, and give your audit committee a governance trail built to SR 11-7 requirements — without any additional configuration.
Your Frameworks and Policies
Upload any internal or regulatory policy directly into WonderSuite and enforce it across your full AI lifecycle, giving your institution the flexibility to maintain compliance with virtually any framework or regulation.
Why Financial Institutions Choose Alice
AI in finance carries obligations that generic safety tools weren't built to meet. WonderSuite gives your institution the controls, evidence, and lifecycle coverage that regulators, examiners, and audit committees actually expect. Here are some other reasons why Alice is right for you.
Model Risk Management
Support SR 11-7, NIST AI RMF, ISO 42001, and EU AI Act requirements with continuous monitoring, policy enforcement, and evidentiary logging across the full AI lifecycle.
Policy Enforcement at the Boundary
Prevent unauthorized advice, suitability breaches, hallucinations, and cross-border regulatory exposure across every GenAI customer interaction.
Flexible Deployment
Meet compliance, data residency, and security requirements without slowing innovation. Deploy on-premises or in the cloud, whichever your institution requires.
Data and Systems Security
Build GenAI applications and agents that prevent data leakage from prompt injection attacks before sensitive information reaches your models.
PII & Regulatory Control Enforcement
Detect and redact sensitive financial data in real time, with audit trails aligned to supervisory and data residency requirements.
Pre-Deployment Validation
Conduct structured red teaming and policy testing prior to launch, with ongoing runtime enforcement in production so governance doesn't stop at go-live.
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