Things I've built.

Independently

MITR — Personal Intelligence

An AI companion for families, built with care.

My thesis

Connected Intelligence

A world where fragmented data becomes shared reasoning.

Framework · GenAI trust

Faithful by Design

AI makes mistakes — and it's very good at hiding them. A framework for making them visible, measurable and rare.

At Chase

Match Studio

Semantic RAG that tells teams — before they start — whether similar work is already being delivered somewhere else in the firm.

Live in the PMT tool since 15 Aug 2026

At Chase · Consumer Banking & Corporate Development

Competitive & Market Intelligence

Competitor tracking for Consumer Banking, automated news ingestion, and AI-generated company profiles for Corporate Development.

At Affine · Fashion e-commerce

GenAI Product Suite for Fashion Retail

Automated product descriptions, style-based recommendations and catalogue enrichment.

At Affine · Gaming

Player Behaviour Analytics Platform

Churn risk, engagement and monetisation insight for a leading gaming company.

At Affine · Manufacturing

Wastage Root-Cause Analysis Platform

From reactive post-mortems to proactive, data-driven operations.

At Accenture · Insurance, Singapore

Loss Ratio Reduction

Sharper risk segmentation at underwriting for a BFSI portfolio.

~$1M net business impact

At Affine · Jewellery e-commerce

Marketing Analytics & Personalisation

Propensity, recommendations and customer-value segmentation wired into campaigns.

~$0.5M marketing lift

At AB InBev · Revenue management

Brand Cannibalization, Brought In-House

Replacing an outsourced analysis with an internal product revenue managers own.

~$1M projected annual savings