| Integrated AI in key product management workflows | Type & Tool | Application |
| ~ Increased trust in AI models and therefore adoption but creating a front-end visualization of how the model makes predictive recommendations ~ Used Lovable to integrate prototypes in discovery to accelerate feedback | Generative UI – Lovable as PM at WorkSafeBC | Mind map to visualize causal relationships https://mind-weave-health.lovable.app/ |
| ~ Reduced time from feature proposal to production by 40% ~ Reduced dependency on designers ~ Mitigated risk of inability to translate design specs into production ready features due to kendo grid limitations | Generative UI – Lovable as PM at WorkSafeBC | Digital invoice grid https://invoice-grid-duplicator.lovable.app/ |
| ~ Reduced dependency on dev teams and improved collaboration ~ Tested and validated features quicker ~ Identified low effort value add-on enhancements | Coding assistant – Microsoft Copilot as PM at WorkSafeBC | Document upload functionality |
| ~ Better document rendering (leveraged Claude’s better long term memory) | Document assist – Claude code Personal learning & development |