Control user and model behavior in real time

Test

Discover failure modes before your users do

Control

Enforce behavior across inputs, outputs, and tools

Analyze

Understand how your users and AI behave over time

Improve

Tune prompts and models from live signals

“White Circle protects millions of AI interactions every day while helping us move faster.”

Igor Andriushchenko, CISOLovable
Read case study

Romain Huet/Head of DevExp

Justin Bleuel/PM of ChatGPT

James Dyett/ex-Head of Sales

Durk Kingma/ex-Cofounder of OpenAI

Zach Gleicher/Research PM

Thomas Wolf/Cofounder & CSO

Guillaume Lample/Cofounder & CSO

Paige Bailey/Head of DevExp

Petra Grutzik/PM of Gemini

Mehdi Ghissassi/ex-Head of Product

Karl Tuyls/ex-Research Director

Olivier Pomel/Cofounder & CEO

David Cramer/Cofounder & CPO

White Circle works for your entire AI lifecycle

Alert sent to #security rm -rf / flagged for review

Session terminated — rm -rf / never reached the shell

Your agent is trying to run  rm -rf /
Do you want to continue?

Define policies

Describe how AI and users should behave across safety, security, compliance, and reliability.

Adapt to every region

Apply different policies based on a user's location or jurisdiction.

Constrain behavior

Automatically block, rewrite, or escalate risky behavior in real time.

Audit decisions

See what happened, why it happened, and which policies were triggered.

See the bigger picture

Explore how everything fits together and collaborate with your team

Control every AI interaction

Monitor behavior, apply safeguards, and improve AI systems in real time.

input
input protectioninput protection
unsafe inputs blocking
jailbreak prevention
PII detection
insightsinsights
custom metrics
risk scoring
error rate analysis
user satisfaction scoring
optimizationoptimization
prompt engineering
dynamic model routing
memory management
context enrichment
model call
validationvalidation
output quality checking
reliability checking
instruction following verification
insightsinsights
model behavior analysis
custom metrics
anomaly detection
output protectionoutput protection
data leak prevention
hallucination detection
tool abuse prevention
token drain prevention
compliance checks
model call

Built for production AI

Real-time protection, analytics, and optimization for teams shipping AI at scale.

Go to Trust Center ↗

99.99%

Our API uptime

5mins

Time to integrate our API

150+

Supported languages
∞
Unlimited custom policies

Enterprise-grade security for your AI deployments

SOC 2 Type IIHIPAA

One control layer,

every industry

Research

The systems, methods, and experiments that shape how we build and safeguard AI products.

NeurIPS 2026Coming soon

RISE — red-teaming text-to-image models at production scale

Automated discovery of failure modes in image generation models.
Preprint · OptimizationComing soon

Hat-Muon: Communication-efficient distributed training methods

Making large-scale training more bandwidth-efficient.
InfrastructureComing soon

Custom kernels for Blackwell B300

New building blocks for model training on modern GPUs.
TrainingComing soon

Offline GRPO at scale

Making reinforcement learning more practical for production models.

Want to deploy AI agents safely?

Control AI behavior in real time with White Circle