Most AI projects stall between proof-of-concept and production. The missing piece is not better technology — it is the translation layer between how your business actually works and how agents need to be designed. That is the only thing CL Edge Consultant does. Backed by 15+ years of senior programme delivery across global enterprises.
Most organisations know they need AI. Few know how to move from experimentation to enterprise-grade agentic workflows that run reliably at scale. This is where CL Edge Consultant specialises.
Every engagement follows a structured methodology — from understanding your processes to deploying agents that make them faster, smarter, and more autonomous.
Focused engagements spanning AI strategy, agentic build, and enterprise programme delivery — for organisations ready to move from AI experimentation to AI execution.
The end-to-end engagement: process analysis, AI strategy definition, agent architecture design, specialised agent build, enterprise integration, and adoption programme. From "we need AI" to a working, governed agentic system embedded in your operations — with your team confident to own it.
An independent assessment of where AI — and specifically agentic AI — creates real leverage in your organisation. Executive-ready roadmap with prioritised initiatives, build-vs-buy recommendations, and realistic ROI modelling. No vendor bias.
Purpose-built agents for specific business domains — onboarding automation, supplier coordination, research and synthesis, document processing, CRM intelligence. Designed with the right context, memory, tools, and escalation paths for enterprise-grade reliability.
Senior programme leadership for complex enterprise onboarding, implementation, and transformation projects. 15+ years delivering for Nestlé, IBM, GE, L'Oréal — now with AI tooling accelerating every stage of delivery.
Senior embedded resource during critical transformation periods — covering AI programme leadership, interim Head of AI Strategy, or senior programme management. Day-one readiness. No ramp-up cost. Flexible engagement model.
The differentiator isn't just knowing how to build agentic systems — it's understanding the enterprise programmes they have to run inside. That comes from doing the work, not advising on it.
I've spent 15 years inside the hardest part of enterprise delivery — the place where strategy meets execution and things stop going to plan. From managing supplier onboarding waves for Nestlé, IBM, and L'Oréal to leading programme governance at Optimizely, I've consistently operated at the intersection of senior stakeholder pressure, cross-functional complexity, and the need to produce measurable results under real commercial constraints.
What I found, doing that work at scale, is that most enterprise processes are extraordinarily automatable — but only if you understand them from the inside first. That's what drew me into agentic AI. Not as a technology play, but as the most powerful lever I've seen for turning institutional knowledge into reliable, scalable operations.
I built CL Edge Consultant to combine both. Strategy and delivery. Enterprise credibility and AI build capability. The ability to sit in a room with a C-suite and translate their business challenge into a working agentic system — without losing nuance at either end of that conversation.
I'm based in France, work remotely across Europe, and take on a small number of engagements at a time to maintain genuine senior focus on every one.
Most organisations are further along than they think — and some are attempting agentic AI before the foundations are in place. This short checklist helps you quickly assess where you stand.
Whether you're starting your AI journey or scaling an existing agentic system — a 30-minute discovery call is the fastest way to find out if CL Edge Consultant is the right fit.