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.