Bakene Writings

Thoughts on MDM, data architecture, AI product development, and building a consulting studio from the ground up. Written by Babacar GUEYE.

March 202610 min read

MDM in M&A: Lessons from Aligning Data Across 20 Countries

When two companies merge, their data landscapes collide. Here's what I learned designing the MDM strategy for a major acquisition at Givaudan — referential conflicts, rebinding waves, and what actually breaks.

#MDM#M&A#Data Governance
February 20268 min read

What Most Companies Get Wrong About Master Data Management

After 10 years building MDM platforms across banking, insurance, and manufacturing, I keep seeing the same mistakes. MDM is not a software project. It's a governance program that happens to need software.

#MDM#Strategy#Enterprise
January 202612 min read

Building an AI Copilot for African SMEs: The SamaFactur Story

How I'm using FastAPI, pgvector, and Gemini to build an invoicing assistant for small businesses in Senegal — and what I learned about the gap between LLM demos and production-grade products.

#AI#Product#Africa
December 20259 min read

LCB-FT Compliance by Design: Lessons from Allianz's AML Program

Running an Anti-Money Laundering program under ACPR pressure, coordinating four countries, and shipping daily screening at scale. What the technical side of financial compliance actually looks like from the inside.

#Compliance#FinTech#Regulatory
November 20257 min read

From Portage to SASU: The Quiet Transition of a Senior Consultant Becoming a Founder

I've been a consultant for 10 years. Now I'm building Bakene — a consultancy and product studio. This is what the transition looks like: the legal setup, the positioning, and the uncomfortable parts nobody talks about.

#Entrepreneurship#France#Consulting
October 20256 min read

Why Enterprise Architects Make the Best AI Product Builders

The skills that make a good enterprise architect — systems thinking, data modeling, IT/Business translation — turn out to be exactly what you need to ship AI products that actually work in production.

#AI#Architecture#Product