AI Systems Builder · Analytics & Product
Building systems that turn data into decisions — from enterprise analytics to LLM-native products in production.
11+ years in enterprise analytics. Now shipping LLM-native products end-to-end — six deployed, in production.
11+ yrs experience
AI & Analytics Leadership · Luxembourg
11+ years
Building data, analytics & AI systems
$9B+
In BI strategy initiatives owned
€200M+
Opportunities surfaced, career total
€33M
Cost savings delivered, career total
What I do
Three ways I create value
Analytics Leadership
Built and led analytics systems that supported product, marketplace, marketing, supply chain, and finance decisions across global teams.
Data-to-Decision Systems
I design metrics, workflows, and interfaces that move beyond reporting and help people act on data.
AI-Native Product Systems
I design and ship AI-native products end-to-end — canonical data layers, control-plane consoles, intelligence dashboards, and LLM pipelines — as real, operating systems with customers, not demos.
Flagship Project
AI-Native Aerial Business · Live
Vyoman
An end-to-end AI-native aerial-photography business — portfolio site, print store (Stripe + Gelato), a Django ops console with an LLM intelligence dashboard, a canonical data layer, and an LLM + vision model creative pipeline. Designed, built, and operated solo. Real payments, real fulfilment.
- Canonical data layer (VSIN registry) — single source of truth across console and public site
- Vantage (vantage.vyomanaerials.com) — 12-phase LLM mission intelligence: streaming LLM-generated briefs, airspace WMS compliance, weather scoring, FLUX shot references, portfolio ROI attribution
- ISR propagation: flip an item live in the console, the site updates in seconds — no deploy
- LLM + vision model creative pipeline (Vyoman Studio): footage → condition-graded photos → story draft
System Architecture
Django Control-Plane Console
console.vyomanaerials.com · Railway
Canonical Data Layer
Neon Postgres · VSIN registry · dim_item / dim_variant
Portfolio
Next.js · ISR
Print Store
Stripe · Gelato POD
vyomanaerials.com · shop.vyomanaerials.com
Selected Impact
Built on 11+ years of analytics leadership
Selection Expansion — BI Lead Advising Director-level Reviews
BI functional lead for Amazon's cross-border seller program (~$4B GMS) — advised Director-level monthly business reviews with the insights behind key strategy decisions; rebuilt the QBR framework and source-of-truth reporting for 20+ downstream reports across 17+ global stores.
$11.1B Big Bet BRDs — Listing Preferences + Lighthouse
Authored BI Requirements Documents for two Big Bet products ($11.1B addressable GMS) as sole BI resource: Listing Preferences, the platform migrating Amazon's cross-border listings (32-day sprint, Dec 2025 global rollout), and Lighthouse, a new seller segment onboarding ecommerce platform integrators previously unsupported at Amazon, approved by Amazon Europe VP.
Built EU Private Brands BI from scratch
First BI hire and sole resource for a 50-person team for 10 months; formally managed 3 direct reports and mentored 2 interns. Delivered 22 reports and 5 dashboards in the first 20 months. WBR automation adopted as gold standard across all Private Brands teams. Promoted L5→L6 in Q3 2022.
~€110M GMS Opportunity — Catalog Defects
ASIN defect analytics uncovered a ~€110M GMS opportunity adopted in senior leadership quarterly planning. Dashboard saved 50+ hours/week for Private Brands PMs, cited by a Category Leader (L7) in promotion assessment.
These represent the kinds of problems I've worked on at scale - turning data into decisions across product, growth, and operations.
Projects
Selected Projects
Selected AI and data-driven systems I've built
How I think
I build systems across data, product, and decision-making - turning fragmented signals into structured insights, and tools that help people act, not just observe. Data is only valuable when it changes a decision - so the question I build toward is always: what should someone do next?