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White Circle
White Circle is a real-time control layer for production AI. It lets teams test, control, analyze and improve how users and models behave. Teams define policies for safety, security, compliance and reliability, and can apply different ones by region or jurisdiction. White Circle enforces them across inputs, outputs and tool calls, blocking, rewriting or escalating risky behavior as it happens, and keeps an audit trail of what happened, why, and which policies fired. It covers the whole request p
- Authority
- 46 reach 5 · trust 5 · quality 21 · freshness 15
- Tier
- listed
- llms.txt
- https://whitecircle.com/llms.txt
- Sections
- 4
- Links
- 41
- Size
- 5401 bytes
- Popularity rank
- #900316
- Country
- — Publisher location unknown; CDN address excluded
- Country evidence
- No published address evidence collected yet
- For agents
- Documentation: developer or product docs worth reading, nothing to call
- First seen
- 2026-10-25T18:07:56.327Z
- Last checked
- 2026-10-26T06:29:06.748Z
- Badge
Their llms.txt
The beginning of the file, from our validated copy saved 2026-10-26T06:29:04.763Z. Cached copy · Source on whitecircle.com
# White Circle
White Circle is a real-time control layer for production AI. It lets teams test, control, analyze and improve how users and models behave. Teams define policies for safety, security, compliance and reliability, and can apply different ones by region or jurisdiction. White Circle enforces them across inputs, outputs and tool calls, blocking, rewriting or escalating risky behavior as it happens, and keeps an audit trail of what happened, why, and which policies fired. It covers the whole request pipeline. Before the model, it blocks unsafe inputs, stops jailbreaks and detects PII. Around the model call, it handles prompt optimization, dynamic model routing, memory management and context enrichment. On the output side, it checks quality and instruction following, and catches hallucinations, data leaks, tool abuse, token drain and compliance problems. The API takes about 5 minutes to integrate, supports 150+ languages and unlimited custom policies, has 99.99% uptime, and is SOC 2 Type II and HIPAA certified. Lovable uses it to protect millions of AI interactions every day.
## Main pages
- [Control user and model behavior in real time](https://whitecircle.com/index.md)
- [Come build with us.](https://whitecircle.com/careers.md)
- [How Lovable built a real-time AI control layer with White Circle](https://whitecircle.com/case-study/lovable.md)
- [We’re making AI safer.](https://whitecircle.com/company.md)
- [Cookie Policy](https://whitecircle.com/cookies.md)
- [Data Processing Agreement](https://whitecircle.com/dpa.md)
- [Philosophy](https://whitecircle.com/philosophy.md)
- [Privacy policy](https://whitecircle.com/privacy.md)
- [Terms of Service](https://whitecircle.com/terms.md)
## Research articles
- [CircleGuardBench: a new standard for evaluating AI moderation](https://whitecircle.com/research/circleguardbench.md)
- [GLM-4.7-Flash-Coder](https://whitecircle.com/research/glm-4-7-flash-coder.md)
- [Halo: Frontier-Lab Training for Everyone](https://whitecircle.com/research/halo.md)
- [KillBench: discovering hidden biases of LLMs](https://whitecircle.com/research/killbench.md)
- [RISE: Red-teaming via Iterative Strategy Evolution for Modern Text-to-Image Models](https://whitecircle.com/research/rise.md)
- [Breaking Frontier Image Models Without Frontier AI](https://whitecircle.com/research/breaking-frontier-image-models.md)
## Job descriptions
- [AI Red Team Engineer](https://whitecircle.com/careers/ai-red-team-engineer-d2c5f461-55d2-4c20-97a6-41a0fa0b51e9.md)
- [Brand & Visual Designer](https://whitecircle.com/careers/brand-visual-designer-ef2a1eff-5c42-4db5-ac1b-f0db8597f2bf.md)
- [Content Lead](https://whitecircle.com/careers/content-lead-a8efc466-d53a-449a-8701-f756184c5488.md)
- [Finance Lead](https://whitecircle.com/careers/finance-lead-ce46332e-641a-429e-b649-893283613158.md)
- [Founding Account Executive](https://whitecircle.com/careers/founding-account-executive-da7257e0-940f-474c-82af-81fe95b3dd67.md)
- [Founding Events L
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