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What is White Circle?

White Circle functions as a holistic AI management platform, integrating visibility, safety, and performance improvement for AI systems by uniting testing, protection, oversight, and optimization into a single, coherent layer. Acting as a centralized hub, it bridges the gap between AI models and their users, diligently examining each input and output in real-time to ensure compliance with established safety, security, and quality standards. The platform features automated stress-testing capabilities that simulate demanding prompts and potential real-world attack scenarios, allowing teams to uncover vulnerabilities such as hallucinations, prompt injections, data breaches, and policy violations before deployment. Moreover, it includes a protective framework that enforces custom regulations through low-latency guardrails, which can swiftly block, rewrite, or flag unsafe outputs while also preventing the misuse of tools, unauthorized actions, or the risk of revealing sensitive information. In addition to these features, White Circle emphasizes user education on AI safety, creating a more informed and responsible interaction with technology. Through its extensive functionalities, White Circle not only bolsters the reliability of AI systems but also cultivates user trust, establishing a more secure operational landscape.

What is Vivgrid?

Vivgrid is a multifaceted development platform designed specifically for AI agents, emphasizing essential features like observability, debugging, safety, and a strong global deployment system. It ensures complete visibility into the activities of agents by meticulously logging prompts, memory accesses, tool interactions, and reasoning steps, which helps developers pinpoint and rectify any potential failures or anomalies in behavior. In addition, the platform supports the rigorous testing and implementation of safety measures, such as refusal protocols and content filters, while promoting human oversight prior to the deployment phase. Moreover, Vivgrid adeptly manages the coordination of multi-agent systems that utilize stateful memory, efficiently assigning tasks across various agent workflows as needed. On the deployment side, it leverages a worldwide distributed inference network to provide low-latency performance, consistently achieving response times below 50 milliseconds, and supplying real-time data on latency, costs, and usage metrics. By combining debugging, evaluation, safety, and deployment into a unified framework, Vivgrid seeks to simplify the delivery of resilient AI systems, eliminating the reliance on various separate components for observability, infrastructure, and orchestration. This integrated strategy not only enhances developer efficiency but also allows teams to concentrate on driving innovation rather than grappling with the challenges of system integration. Ultimately, Vivgrid represents a significant advancement in the development landscape for AI technologies.

Media

Media

Integrations Supported

Cerebras
ChatGPT
Claude
Cursor
DeepSeek R1
DeepSeek-V3
GPT-4.1
Gemini 2.5 Flash
Gemini 2.5 Pro
Gemini 3 Deep Think
Gemini 3 Pro
Gemini 3.1 Flash-Lite
Gemini 3.1 Pro
GitHub Copilot
Groq

Integrations Supported

Cerebras
ChatGPT
Claude
Cursor
DeepSeek R1
DeepSeek-V3
GPT-4.1
Gemini 2.5 Flash
Gemini 2.5 Pro
Gemini 3 Deep Think
Gemini 3 Pro
Gemini 3.1 Flash-Lite
Gemini 3.1 Pro
GitHub Copilot
Groq

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Trial Offered?
Free Version

Pricing Information

$25 per month
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

White Circle

Date Founded

2025

Company Location

France

Company Website

whitecircle.ai/

Company Facts

Organization Name

Vivgrid

Company Location

United States

Company Website

www.vivgrid.com

Categories and Features

Categories and Features

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