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Alice - Youth AI safety

Youth Safety in AI Program

Draw on multidisciplinary experts across child development, policy, and technology to build holistic and tangible youth safety solutions.

The Stakes

AI Safety Risks Can Impact Minors Physically, Psychologically, and Emotionally

Alice’s AI-assisted tagging and intelligence clustering systems sustain a living taxonomy of hundreds of risk and impact factors in real time

01

AI Output

Harden child-facing chatbots against content safety failures and manipulation vectors before they go live. The inputs children provide may not match what your team anticipated in development.

02

Architecture and Features

Build detection for grooming patterns and exploitation attempts into your platform before launch. Conversational AI gives bad actors new vectors to operate at scale. WonderSuite's controls are designed for that reality from the ground up.

03

Governance

Test child-facing AI agents against jailbreak attacks, data exfiltration attempts, and multi-step manipulation chains before they reach children. Monitor continuously as regulatory requirements evolve.

Rabbit Hole - The Intelligence Core

Multidisciplinary Expertise, Scaled Solutions

Built on a decade of global trust and safety research, billions of real-world adversarial samples, Alice brings real-time online youth discourse from thousands of cross-ecosystem sources, its threat intelligence experience, an advisory panel of globally renowned practitioners, and industry and academia to identify youth safety in AI risks holistically.

10+
YEARS RESEARCH
10B+
SAMPLES ANALYZED
100+
LANGUAGES

Why AI Platforms and Services Partner with Alice.

Alice’s proprietary and expert-validated taxonomy of risks is translated to scenario and prompt design, rigorous automated and manual testing, and the identification of policy gaps. We provide end-to-end solutions to ensure your AI is safe for youth.

Policy Development

Define age-specific safety standards before product launch,  benchmark against regulatory frameworks, and identify vulnerabilities.

Adversarial Testing

Red team AI products pre- and post- launch against real-world youth safety scenarios across modalities through both automated and expert-driven red teaming capabilities.

Training Data Curation

Provide bespoke tailored youth safety datasets for model training, refinement, and benchmarking.

Risk Intelligence

Continuously identify and classify youth AI risks across content, design, and governance with access to Alice’s proprietary datasets sourced from real-time minor discourse on AI.

SME Intelligence Desk

Access to Alice’s frontline expert panel for advisory support, research requests, strategic collaborations, and executive briefings.

Threat Intelligence

Leverage Alice’s threat intelligence capabilities for user flag analysis, drift detection, and re-testing as models evolve and novel risks emerge.

Trusted by security and product teams in the world's most regulated industries

Alice brings years of adversarial intelligence expertise to AI security. We give enterprise teams the coverage that generic guardrails and one-time audits can't match.

Learn More About Alice’s Role in Youth AI Safety

What is Youth AI Safety?

blog
June 11, 2026
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June 11, 2026
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8
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June 11, 2026
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8
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June 11, 2026

Why protecting minors from AI now means more than content moderation, covering attachment, dependence, and the cumulative harms that build through everyday use.

Learn More

5 Ways to Break Your Chatbot

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May 12, 2026
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May 12, 2026
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7
 min read
May 12, 2026
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7
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May 12, 2026

We've collected five advanced tactics used by real adversaries to break public-facing chatbots, so you know what to look out for.

Learn More

How Threat Intelligence Can be Leveraged for Youth AI Safety

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February 18, 2026
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February 18, 2026
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6
 min read
February 18, 2026
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6
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February 18, 2026

Youth AI safety requires understanding how young people use AI across online ecosystems. Learn how threat intelligence reveals emerging behaviors, adoption patterns, and evolving risks.

Learn More

Play Safe: 5 Principles for Designing Safe AI Companions in Gaming

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June 17, 2025
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June 17, 2025
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5
 min read
June 17, 2025
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5
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June 17, 2025

Threat actors are exploiting GenAI in the wild. Learn why true AI security must extend beyond infrastructure to detect and prevent real-world misuse.

Learn More

Questions Child Safety Teams Ask Us

How is Alice identifying emerging threat vectors?

Alice’s  youth safety in AI programme captures proprietary data from real-time minor discourse, combining a decade of threat intelligence,  and expert guidance from a cross-sector advisory board of practitioners, academics, and policymakers to inform continuous research.

What end-to-end support is available for model deployment?

Alice offers comprehensive lifecycle assistance, including policy development, bespoke training datasets, pre-launch evaluations, and automated red teaming, followed by post-launch audits, preference data curation, and safety validation for diverse linguistic and cultural contexts during global expansion.

What is the methodology for safety testing?

Alice’s approach utilizes automated, high-volume single-turn testing to uncover vulnerabilities, complemented by scaled multi-turn assessments, and expert-led red teaming to secure precise detection of policy gaps.