01Find the useful leverage
Find the one change that actually moves the operation, not the one that looks good in a demo.
Product builder · Systems operator
I’m Vicky Durel. Since 2013 I’ve helped businesses turn technology into something they can actually use. Software products, digitized workflows, and now the AI orchestration taking shape. The tools keep changing. What I hold onto doesn’t: technology should make the business work better, or it isn’t worth much.

These aren’t invented case studies. They’re the moves that show up again and again in the systems I build: find the leverage, make it clear, wire the workflow, and design it so people can trust it.
I name clients only where I’m allowed to.
01Find the one change that actually moves the operation, not the one that looks good in a demo.
02Turn technical possibility into something an operating team can understand and use.
03Connect inputs, decisions, actions and human handoffs into one operating path.
04Make ownership, exceptions and evidence visible where decisions carry consequences.
Businesses are not short of AI tools. They are short of clarity about where AI belongs, what it should be allowed to do and where people must remain accountable.
Read the deeper field noteThe market sells models and tools. A business needs an operating decision: which workflow, which boundary and which result?
Useful adoption starts small. One workflow can be tested, inspected and improved before anything expands.
Don’t automate judgment away. And don’t make people babysit every routine step either. Automate the repetition; keep people on the exceptions and the accountability.
Current evolution · Orchestrated business workflows
Right now I’m applying AI orchestration to real business workflows: tying together inputs, approved decisions, routine actions, human judgment, and outcomes you can measure, into one path you can actually control.
The first real product is lead response and recovery for owner-run HVAC companies. That offer will get its own page. It comes from the same instinct that shaped everything before it: build around a real advantage, not around whatever tool happens to be new.
Map what happened, who owns the next action and where the handoff fails before selecting technology.
The system earns trust when ambiguity, urgency and edge cases have a clear human destination.
A serious claim should connect to an artifact, a source record, an accountable person or a measurable outcome.
Practical writing on AI adoption, workflow design and the decisions that sit between a convincing demonstration and a system a business can trust.
Explore InsightsMore than a decade ago in Cameroon, social media management was still unfamiliar to many of the businesses around me. I was already learning it, training people and showing how a new digital channel could become useful business infrastructure.
That beginning was local, but the question was universal: how does an organization turn a technological shift into practical advantage? It led from digital adoption to software products, from software to connected workflows, and now to AI orchestration across work in Cameroon, the UAE and the UK.
This is my professional home, not a funnel dressed up as a bio. If the way I think fits what you’re working on, tell me about it.