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Flagship products, interactive demos, personal tools, and product concepts. Client and employer work is shown in summary; demos are clean-room reconstructions on synthetic data.

AI product case study · 2026Live prototype

NewMed Denial-Prevention Co-Pilot

Score a medical claim's denial risk before it is ever submitted.

Product StrategyAI / MLMarket ResearchOpen Source

Started in the data, not the product: 8 commented SQL queries over a 6,000-claim synthetic warehouse established the leak was material, concentrated, preventable (80% of denials traceable to pre-submission causes), and not self-healing

AI product case study · 2026Live prototype

Practice Ops Bottleneck Analyzer

Mine task events to show a practice where its staff hours actually go.

Product StrategyData & PlatformsMarket ResearchOpen Source

Task-event mining that ranks each practice's operational bottlenecks and sizes the automation ROI of fixing them

Consulting · 2023–25 · interactive reconstructionLive demo

Environmental Data Model (Scope 1–3) [Enhanced]

384 metrics, GRI/ESRS-aligned, reporting time cut by 25%.

Data & PlatformsSustainability / ESG

Designed an environmental data model automating Scope 1–3 carbon tracking across 384 metrics aligned to GRI and ESRS, cutting reporting time by 25%

Strategy & analytics consulting · 2023–252023–25

Wealth-management data products

Data products for a $10tn+ AUM investment manager (de-identified).

Data & PlatformsAI / ML

Built 10+ AI-driven Tableau dashboards; automated PySpark/Python pipelines saving 100+ analyst hours/month

Personal · 2026Prototype

Calendar AI Agent

Manage Google Calendar by chatting, across cloud, local, and voice.

AI / MLOpen Source

A natural-language agent with a six-tool calendar toolkit and streaming responses

Personal · 2026Building

Focus-TimeLog

A timeline for where your day actually goes.

Product Strategy0→1

Treats time as a continuous stream: every minute is Focus / Distraction / Neutral, one tap to switch

Personal · 2026Beta

FeedingFocus

Focus-TimeLog, evolved: your day auto-ingested into one timeline.

Product Strategy0→1

Evolves Focus-TimeLog from manual tracking to automatic capture, with calendar, browser history, and health signals feeding one timeline

Personal · 2026Prototype

OpenBrainMap

A second brain that answers: what did I learn, when, at what depth?

AI / ML0→1

Capture and retrieval experiments for a personal knowledge system, built for myself first

Product strategy concept · 2026Concept

Advice Moments

What if advice found the investor, instead of the other way around?

Product StrategyMarket Research

A governed personalisation layer that detects real signals (job changes, accumulating cash, approaching retirement) and surfaces a contextual nudge, or deliberately stays quiet when the benefit is below threshold

ProDecipher · Davos · 2022–232022–23

ProFuelTrace & WEF Davos 2023

Blockchain traceability for sustainable aviation fuel.

Web3Sustainability / ESG

Organised a speaker session at the WEF Annual Summit 2023 on 'Achieving Sustainability through Supply-chain Traceability'

IIT Delhi × TU Munich · 2022–23Thesis

UrjaToken (M.Tech thesis)

Incentivising flexibility in microgrids via blockchain.

Web3Sustainability / ESG

A blockchain mechanism to incentivise flexibility & coordination in microgrids