White Circle detects and fixes AI vulnerabilities automatically, keeping your system under control.
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Test and protect your AI automatically in just a few steps.
Automated AI stress-testing
Simulate real-world attacks to find jailbreaks, leaks, hallucinations, and compliance risks.
Fixed Automatically
Every detected vulnerability is patched on the spot. No manual work required.
Real-time Visibility
Track blocked and flagged interactions with full logs, metrics, and policy analytics.
Works Everywhere
Connect to any model or setup via API, SDK, or middleware.
Tests and protections. All in one place
We unify and automate essential AI tests — so you can protect your system faster.
Content Reliability
Check if your model gives incorrect answers — even when the prompt looks fine.
Tool Use
Stop AI from misusing tools — like bad inputs, unsafe actions, or made-up features.
Brand Identity
Test how your model speaks in your voice, respects tone, and avoids brand damage.
Confidentiality
Catch cases where your model reveals private data or leaks things it shouldn't disclose.
Unsafe Content
Block responses that are violent, offensive, or inappropriate — even when phrased politely.
Resource Abuse
Check if users can trick your model into using up tokens, compute, or other limited resources.
Prompt Attacks
Detect jailbreaks, prompt injections, and clever rewrites that bypass your policies.
Legal & Compliance
Test how your model responds to risky questions around law, rights, or regulated domains.
Other Tests
More tests are on the way. We’re on it.
Hallucination
Unauthorized Advice
Overconfident Output
Meaning Distortion
Faulty Reasoning
Inconsistent Output
Multi-step Drift
False Refusal
Temporal Inaccuracy
Toxicity
Sexual Content
Prompt Reflection
Confidential Data Leak
Misinformation
Implicit Harm
Moral Ambiguity
Jailbreaking
Emotional Manipulation
Cross-Session Leak
Sensitive Data Leak
Re-identification
Training Data Leak
Instruction Override
Data Poisoning
Invalid Tool Use
PII Leak
Structured Output Handling
Privacy Regulation Violation
Contractual Risk
Illegal Instructions
Mislabeled Output
Copyright Washing
Escaped Meta Instructions
Deepfakes
Output Injection
Tool Exposure
System Prompt Leak
Argument Injection
Dangerous Tool Use
Violence & Self-Harm
Jurisdictional Mismatch
Localization Mismatch
Inappropriate Humour
Bias
Brand Hijack
Style Inconsistency
Brand Policy Violation
Copyright Violation
Internal Contradiction
Prompt Injection
Identity Drift
Model Extraction
Looping Behavior
Tone Mismatch
Imagined Capabilities
Defamation
Token Flooding
Safety for Everyone
We keep your AI safe in all industries.
Finance
Healthcare
Education
E-com
Travel
Insurance
Creative AI
Legal
Gaming
HR
Government
Real Estate
Test, then Protect
White Circle automatically upgrades your protection so you can deploy it with confidence. Every test makes your protection smarter.
1
Test
Run stress-tests to reveal weak spots and edge case failures of your AI.
2
Protect
Turn your test results into real-time filters that guard production.
Why does my company need tests?
Every AI system carries risk — from data leaks to unsafe outputs to regulatory violations. We stress-test your model like an attacker would, then auto-fix the vulnerabilities, so you can stay safe without slowing down releases.
Which AI models and deployments do you support?
We’re model- and infra-agnostic. You can test individual models like GPT-4o, Claude, or Mistral, as well as full deployments — including routed setups, fallback chains, and RAG pipelines. We also support internal-only systems and those with sensitive data access.
Do you test LLMs only, or can you also test RAG, tools, or agents too?
We test any system with a language interface — including agents, tool-using setups, RAG flows, and model chains.
Can you run on-premises or in our private cloud?
Yes. We support full on-premises and VPC deployments for enterprises with strict data or compliance requirements.
What happens after a vulnerability is found — do you fix it too?
Yes. Findings from Test can be auto-patched through Protect — our policy-based engine that intercepts and blocks unsafe outputs in real time. You go from detection to protection in one click.
How can I integrate protection into my current stack?
Sure! Use our API or SDKs to plug Protect into any model pipeline — OpenAI, Claude, Mistral, open-source LLMs, RAG systems, or any other deployment.
Do you store model outputs or user inputs?
Logging is opt-in and fully configurable — with control over redaction and retention. User conversations are not stored unless you turn logging on.
Does protection affect latency or performance?
Minimal overhead — typically under 50ms. You can run it inline, asynchronously, or selectively apply it only to high-risk flows.
Need more help?
Reach out to us at [email protected] — we’ll get back to you as soon as possible.
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All systems operational
White Circle is compliant with current security standards. All data is secure and encrypted.
