What if audit findings had to survive a courtroom before a human ever saw them?
No single model gets to declare fraud. Every anomaly is argued by an adversarial tribunal — Skeptic, Advocate, Forensic Quant, Regulatory Eye, Polymath — and only findings that survive cross-examination reach the investigator, sealed into court-defensible evidence chains. Built by one designer directing AI agents as the engineering team.
592forensic markers
18fraud signatures
5adversarial agents
~274Klines of Python
9,200+automated tests
The Elenchus promo — press play.
Live tribunal — six agents deliberating a payroll anomaly across three rounds.Scan feed — continuous multi-agent screening across engagements.
Findings workspace — an anomalous approval cascade, traced end to end.
Evidence chains sealed with verifiable hashes — defensible by design.
The investigations atlas — every engagement sized by exposure, colored by signature.
The Detection Atlas — the full forensic catalog, re-groupable through multiple taxonomies.
Multi-agent AIForensic UX0 → 1 productFounder
BlackRock — Aladdin Studio
Director, AI Product Design · 2022 — present
Directing AI product design inside the platform that runs the world's largest asset manager.
Recruited to Data & AI; promoted to UX Director within nine months; now directing AI product design for Aladdin Studio — where working prototypes precede requirements, and time-to-task-completion is the UX success metric.
$16Tplatform AUM
115+prototypes in 90 days
73specs — AI Response Framework
9 moto UX Director
Imagery from this chapter is deliberately withheld — Aladdin is an internal institutional platform, and this portfolio respects that boundary. The work speaks through its scale and its narrative.
Global Head of Experience Design · Dec 2018 — Jun 2022
Turning a data lake into something GE's global finance organization could actually use.
Global experience design for the FP&A and reporting platforms GE's finance organization ran on, through its most intense period of financial transformation. MyFDL was the personalized front door; the Compass widget standard made every KPI, headcount, and spend visualization composable. That fluency became the foundation for Elenchus.
Innovator of the YearGE
3.5 yrsglobal suite ownership
1 standardCompass — every dashboard, composable
Express Setup — onboarding as a promise: one step to a personalized financial cockpit.
The MVP1 widget matrix — headcount, T&L, and purchased services, every widget in every governed dimension. The Compass standard, shipped.
The Headcount Landscape family — from KPI cards to the full headcount walk, live on MyFDL.
Adoption, measured — 21,000+ users and 1.5M reports run, mapped across the globe.
Data Whisperer — guided intake for data requests. Four qualifying questions before a human ever gets pinged; even governance got UX.
Where it started — ideation walls from the working sessions.
Global Head of Emerging Technologies & Fintech · Nov 2015 — Dec 2018
Designing the AI-first enterprise a decade early: a CFO cockpit you could talk to, and turbines you could see through.
The CFO who talked to software
TCS's global emerging-tech practice — 18 UX principals, a 50+ person innovation team, six cities — shipping art-of-the-possible into production for Fortune 50 clients. The signature: the CFO Cockpit, where a finance leader spoke a question and initiated a $3.1M policy change. In 2017, that was science fiction with a ship date.
90+Fortune 50 engagements
$12M+won in pitches
$1.2Tcontracts serviced by CV+AI loans
$3.1Mpolicy change, initiated by voice — 2017
Ask the cockpit — the question renders live over the simulation layer, hands-free. 2018.
The full system at one glance — every screen of the CFO Cockpit, authored end to end.
Voice-driven simulation — ranked savings options with estimated impact.
Action initiated — the system drafts the policy change, the human stays in command.
Tactical overview — every travel lever scored against last year.
The collaboration layer, specified — discussions, notifications, sharing, profiles. Every state annotated before a line of code.
Seeing through steel — the HoloLens digital twin
The full GE Power HoloLens application, boardroom to plant floor. The headset reads a QR code and summons a live gas-turbine digital twin; voice commands and pinch gestures drive health heatmaps, stage isolation, and repair actions — through to a confirmed transaction routed for approvals. Step through the actual flow, in sequence.
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Observing sub-selections — individual stages light up under gaze.
Thermal optimization — steam allocation targets across well pads (Predix).
Corvix 2.0 — population, disease, and hospital layers on one national map (GE Healthcare).
Parts Marketplace — industrial e-commerce for heavy-duty turbine parts.
The foundation flow map — every screen, state, and path of the T&L cockpit.
The layer system behind Corvix — data, disease, and population, each visually differentiated so the stack stays readable.
The pitch that argued against its own hardware
Not every engagement ended in pixels. For Delta, I authored a 25-page technology landscape — BLE protocols, beacon hardware, signal physics, indoor-positioning platforms, flow-analytics vendors — to answer one question: how do you guide a passenger through an airport? The recommendation that won the room was to install none of it. Delta already owned the cameras in its terminals and the app in its passengers' pockets — computer-vision passenger-flow tracking plus in-app notifications delivered the outcome in software, with zero new hardware to buy, mount, or maintain. Solution architecture is the other half of the practice: knowing when the right answer isn't the technology you were asked to evaluate.
The research artifact — hardware landscape, signal physics, vendor analysis. Third-party sources cited throughout; the recommendation was original.
Voice AI · 2017AR / HoloLensPredixGE Innovator of the Year
The foundation years
AT&T · Turner · Bridge2 · The Home Depot · 2009 — 2015
Where the discipline was earned: information architecture at revenue scale.
Information architecture at revenue scale: AT&T's largest online revenue area, Turner's web and mobile portfolio, Apple's engraved-gifting engagement, and a global MDM core adopted by The Home Depot, Best Buy, Target, Sony, and Philips.
$2B+/moAT&T revenue area
$35M+/yrsaved in call deflection
7national UX awards
450M+users across 3,000+ banks
7 national UX awards$2B+/month revenue UX450M+ users served
Every case study has a longer story.
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