Who I Am
Senior Data Scientist building production AI
I'm a Senior Data Scientist at McKinsey & Company based in London. I specialise in deploying LLM-powered applications, agentic workflows, and machine learning systems end-to-end — with a strong focus on real-world delivery and client impact.
Beyond consulting, I co-founded QApture Ops — a production AI platform for automated mobile game QA using multimodal agentic AI (OpenCV, YOLO, PaddleOCR, GPT, Claude). I also co-founded Eminence Games, publishing mobile games and apps on iOS/Android.
I hold a BSc in Industrial Engineering from Bogazici University, ranked in the top 0.01% nationally. I combine mathematical rigour with engineering pragmatism to ship things that work.
Bogazici University
BSc Industrial Engineering · 2015–2020
Top 0.01% · National University Entrance Exam
Production AI Systems
LLM workflows, agentic pipelines, computer vision — deployed end-to-end, not just notebooks.
Real Business Impact
118% margin improvement, 70% hour reduction, 20% pick-pack efficiency gains — at McKinsey, Getir, Infarm.
Full-Stack AI Delivery
From FastAPI backends and Celery workers to Next.js dashboards — I own the full stack.
10+ Hackathon Awards
ING, SAP, Turkish Airlines, Euroleague — proven record of building fast under pressure.
Professional Experience
- Built an LLM workflow to interpret legacy property deeds and store structured outputs in PostgreSQL. Led 2 engineers to deliver backend and appraiser dashboard.
- Led end-to-end data platform migration for 2 clients — medallion architecture, Power BI dashboards for business users. Led team of 4 engineers through development and deployment.
- Built elasticity-based pricing engine transitioned to production — contributing to 118% quarterly realised margin improvement.
- Led geospatial analytics, footprint optimisation, M&A opportunity modelling, and mixed-integer optimisation for cost reduction across retail and PE clients.
Entrepreneurial Experience
QApture Ops
Co-founder · 2025 – Present
Production AI platform for automated QA testing of mobile games. Multimodal agentic workflow using OpenCV/YOLO, PaddleOCR, GPT/Gemini on Android/iOS. FastAPI + Celery + Supabase + Docker on GCP. Built the customer-facing Next.js dashboard.
Eminence Games
Co-founder · 2024 – Present
Designed and published multiple mobile games and apps on iOS/Android. Responsible for gameplay systems, analytics, and economy design.
TripSorter
Builder · 2024
AI-powered travel planning app generating dynamic, multi-day itineraries using LLM agentic workflows with external tools for routing, weather, and local logistics.
Technical Expertise
AI / ML
LLMs, agentic workflows, computer vision, classical ML
Backend & Infrastructure
APIs, distributed systems, cloud, MLOps
Data Engineering
SQL, pipelines, warehousing, BI tools
Frontend & Other
Web, mobile, game development
From mathematical modelling to production deployment — I work across the full AI stack, with a focus on shipping systems that generate measurable business impact.
Featured Projects
QApture Ops — AI-Powered Game QA Platform
Production agentic AI for automated mobile game testing.
Teknofest AI Competition
3rd semi-finals, 5th finals — drone-footage vehicle detection.
Production Pricing Systems
ML+OR+Bayesian ensemble pricing engine across 32+ categories.
Warehouse Optimisation System
MIP + TSP routing across 7 warehouses — 20% pick-pack time reduction.
Turkish Airlines Travel Datathon
Predicted passenger counts for two-legged flights — 93M row dataset.
LLM-Based Deed Extraction System
LLM workflow for property deed interpretation with structured PostgreSQL output.
Get In Touch
Location
London, United Kingdom