Mobiloitte Foundation Blogs & Journal

Ethical AI for Vulnerable Populations: Why the System Creates the Vulnerability
Learn why AI vulnerability arises from the person-system relationship and what a genuine duty of care to vulnerable users requires.

Designing for the Edge Improves the Centre - Why Inclusive AI Is Not a Trade-Off
Learn why designing AI for vulnerable users can improve quality for everyone by addressing edge cases and strengthening core experience.

Children's Digital Safety in the AI Age
Learn what good AI child safety looks like for toys, apps and assistants, including safer design, safeguards and responsible use.

How AI Chatbots Fail Children
Learn the recurring safety failures in AI chatbots for children and what good child-focused AI safety should look like in practice.
Privacy by Design for Children's AI Products
Learn how privacy by design for children’s AI goes beyond COPPA and GDPR-K to limit data collection and protect families.

The Same Four-Part Failure — Why AI Fails Every Vulnerable Group the Same Way
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A Duty of Care Is Not a Consent Screen - What It Actually Requires of an AI System
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Designing for the Edge Improves the Centre - Why Inclusive AI Is Not a Trade-Off
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Vulnerability Is Situational - Why It Eventually Concerns Everyone
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Children's Digital Safety in the AI Age
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How AI Chatbots Fail Children
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Explore our comprehensive library of case studies, offline-first AI tutor playbooks, and rural community empowerment frameworks.

Children's Digital Safety in the AI Age
Learn what good AI child safety looks like for toys, apps and assistants, including safer design, safeguards and responsible use.

How AI Chatbots Fail Children
Learn the recurring safety failures in AI chatbots for children and what good child-focused AI safety should look like in practice.
Privacy by Design for Children's AI Products
Learn how privacy by design for children’s AI goes beyond COPPA and GDPR-K to limit data collection and protect families.

Evaluating Educational AI for Age-Appropriate Content
AI in education is being deployed faster than it is being evaluated. Here is how the Foundation evaluates educational AI for age-appropriate content and design.

The Regulatory Landscape for Children's Digital Safety in the AI Age
Compare major child digital safety frameworks across the UK, EU, US, India and beyond, and see how they converge for AI affecting children.

What to Ask Before Buying an AI Product for a Child
Use this practical checklist to evaluate AI products for children, covering safety, privacy, transparency and independent evaluation.
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