Selected Work // AI Behaviour Systems

Case Studies

Examples of how I use behavioural design to make AI products clearer, more trustworthy, and more distinctive in real user interactions.

WhatsApp Concierge

Vessa.ai

Designing a character-led conversational concierge for a text-only interface where trust, speed, and brand consistency had to be carried through language alone.

  • Recommendation-first interaction model for faster time-to-value
  • Modular character system with guardrails, tone logic, and failure handling
  • Behavioural design embedded directly into product and CX decisions

Multi-Agent Coaching

Designing Behavioural Differentiation for Multi-Coach AI Systems

Advising a consumer AI coaching product on how to make five specialised coaches feel genuinely distinct through behavioural design, not just labels, avatars, or prompt tweaks.

  • Diagnosed the core issue as a single behavioural engine beneath multiple roles
  • Proposed a structured framework for recognisable coach identities
  • Outlined implementation and evaluation paths for future rollout

Sports & Fan Engagement

The Mascot Character System

Turning underused sports mascot IP into an always-on fan interaction channel across app, arena, web, voice, and live media — using Mavs Man from the Dallas Mavericks as a working example.

  • 95% of fan time currently unreached by mascot interaction
  • Six-channel always-on character system with monetisation engine
  • Shifts mascots from cost centre to operating asset