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What is Preamble?

Preamble introduces a democratic framework that enhances the safety and security of generative AI systems. Our all-encompassing platform, alongside an AI policy marketplace, empowers organizations, industry specialists, and various stakeholders to establish common values and implement generative AI safeguards that prioritize ethical standards, uphold security, adhere to regulations, and reduce potential risks. In addition to embedding values within AI systems, Preamble also offers AI red-team tools designed to perpetually refine and enhance safety measures. This holistic approach ensures that both ethical considerations and practical safeguards evolve in tandem with technological advancements.

What is Alice?

Alice is a leading AI safety and adversarial intelligence platform built to secure the rapidly evolving landscape of generative AI, agents, and emerging technologies. Rebranded from ActiveFence, Alice combines a decade of real-world adversarial research with the industry’s most comprehensive toxic and abuse dataset to protect platforms, applications, and foundation models at scale. Its proprietary Rabbit Hole intelligence engine continuously ingests and analyzes billions of manipulative, harmful, and abusive data samples, enabling proactive threat detection before incidents become public crises. Today, Alice safeguards more than 3 billion users worldwide and monitors over 1 billion daily AI-human interactions across 120+ languages. The company’s WonderSuite platform delivers end-to-end AI security, including WonderBuild for pre-deployment stress testing, WonderFence for dynamic runtime guardrails, and WonderCheck for ongoing automated red-teaming. These capabilities address emerging risks such as prompt injection, jailbreaks, application-level exploits, compliance failures, and unintended GenAI behavior. Alice allows organizations to customize policy alignment based on regulatory obligations and risk tolerance, ensuring trusted interactions across text, image, and multimodal systems. By strengthening governance frameworks and reducing reputational exposure, Alice helps enterprises and frontier model labs deploy AI responsibly and confidently. Trusted by leading global technology companies, Alice serves as a foundational layer of safety for more than half of the world’s online experiences.

Media

Media

Integrations Supported

Agora
ChatGPT
Claude
Cohere
IBM watsonx.data
Llama 2
OpenAI
Reddit
Samplead
Slack
Zendesk

Integrations Supported

Agora
ChatGPT
Claude
Cohere
IBM watsonx.data
Llama 2
OpenAI
Reddit
Samplead
Slack
Zendesk

API Availability

Has API

API Availability

Has API

Pricing Information

$100/month/user
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
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

Preamble

Date Founded

2021

Company Location

United States

Company Website

www.preamble.com

Company Facts

Organization Name

Alice

Date Founded

2018

Company Location

United States

Company Website

alice.io

Categories and Features

Content Moderation

Artificial Intelligence
Audio Moderation
Brand Moderation
Comment Moderation
Customizable Filters
Image Moderation
Moderation by Humans
Reporting / Analytics
Social Media Moderation
User-Generated Content (UGC) Moderation
Video Moderation

Categories and Features

Content Moderation

Artificial Intelligence
Audio Moderation
Brand Moderation
Comment Moderation
Customizable Filters
Image Moderation
Moderation by Humans
Reporting / Analytics
Social Media Moderation
User-Generated Content (UGC) Moderation
Video Moderation

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