International · AI-enabled products
A portfolio of selection tools combining direct product development, partner-supported delivery and human review.
- Direct development
- AI-enabled evaluation platform and WhatsApp application bot
- Leadership
- External-partner delivery of an AI application assistant
- Principle
- Human review for consequential decisions
The problem
Application and selection processes can create heavy reviewer workloads while asking applicants to navigate complex criteria and digital interfaces. AI can assist with structure and guidance, but accountability and access still require deliberate product decisions.
My contribution
Built directly
AI-enabled evaluation platform
Designed and built a platform for structured application review, criteria-based assessment, reviewer support, analytics and human-in-the-loop decision-making.
Built directly
WhatsApp application bot
Built a conversational application channel intended to broaden applicant access and participation.
Led delivery with a partner
AI application assistant
Led cross-functional delivery with an external technology partner, coordinating stakeholder needs, product requirements and implementation for a selection workflow.
Shared product principles
- Structured criteria and reviewer support.
- Human review at consequential points in the selection workflow.
- Applicant guidance designed to make complex processes easier to navigate.
- Coordination between programme teams, platform teams and external technology partners.