Automation layer
AI Systems Integration
Workflow automation, orchestration logic, and AI-assisted operations that connect the tools your business already uses.
Montreal, QC · Available Worldwide
Founder · AI Systems Architect · Builder
Web infrastructure, lead generation, localization pipelines, and workflow automation for operators who need systems that ship.

01 — What I Build
I turn business problems into connected workflows: clear inputs, smart logic, reliable execution, and outputs that teams can actually use.
Automation layer
Workflow automation, orchestration logic, and AI-assisted operations that connect the tools your business already uses.
Pipeline design
Prospecting systems that collect, filter, score, and prepare opportunities so sales work starts with qualified targets.
Production web
Fast websites, CMS structures, landing pages, and deployment workflows designed to look premium and operate cleanly.
Market expansion
AI-supported dubbing, captions, content adaptation, and multilingual assets built for market expansion and speed.
Execution map
Clear system maps, implementation plans, and operator-ready workflows for teams that need execution, not theory.
02 — Engagements
The work becomes easier to start when it is packaged around a business outcome: diagnose, design, deploy, and improve.
Primary diagnostic path
Owners and operators who know something is inefficient but need a clear implementation path.
2–3 day workflow diagnosis + implementation roadmap
Sales teams that need better targets, cleaner research, and ranked opportunities.
7–10 day prototype system
Businesses that need a serious digital foundation with CMS structure and deployment discipline.
5–14 day deployment sprint depending on scope
Brands entering Quebec or serving multilingual markets without slow manual content operations.
72-hour pilot workflow for one content package
03 — Intelligence Layer
AI becomes useful when it is connected to the real workflow: incoming data, decisions to make, actions to trigger, and results to verify.

04 — How I Build
Every build starts with the business outcome, then becomes a clean system: mapped, built, tested, deployed, and improved.
Find the exact point where manual work, slow delivery, weak conversion, or fragmented tools are costing momentum.
Define the inputs, logic, tools, automations, checks, outputs, and delivery points before anything gets built.
Build the website, lead engine, localization workflow, or automation stack so it can run in production.
Measure what works, remove friction, and turn the build into a repeatable operating advantage.
05 — Proof of Execution
The brand feels cinematic because the work underneath is architectural: layered infrastructure, intelligent workflows, and execution that moves from problem to production.
Systems thinking shaped by real support, sales, service, and operational environments.
AI systems, lead engines, web infrastructure, and bilingual localization pipelines.
Strategy, architecture, implementation, QA, and iteration handled as one connected system.
06 — Selected Work
Each build reads as operational proof: system map, workflow logic, output package, and the business result it is designed to create.
CMS-driven business web infrastructure for fast deployment, bilingual content structure, and scalable digital operations.
The business needs a premium site that supports campaigns, bilingual content, and fast updates without becoming a static brochure.
Content model, page hierarchy, CMS fields, deployment workflow, and conversion-first structure.
A scalable web foundation ready for landing pages, services, SEO, and bilingual content expansion.
Automated prospecting workflow that identifies target accounts, scores ICP fit, and prepares a ranked weekly opportunity list.
Sales work starts too late when account research, ICP fit, and list preparation stay manual.
ICP filters, account enrichment, buyer roles, scoring, prioritization, and structured weekly output.
A ranked prospecting engine that turns market noise into usable sales targets.
Production localization system with CMS review, bilingual parity checks, and component-level content consistency.
Bilingual content breaks when pages, CMS fields, videos, captions, and components are translated separately with no operating system.
FR/EN field mapping, QA checklist, component-level parity rules, localization review flow, and reusable content structure.
A repeatable localization pipeline that protects brand consistency while accelerating bilingual review.
07 — Builder Identity
My background combines enterprise telecom operations, customer-facing problem solving, and a builder’s approach to AI tools, web systems, and workflow automation.

Strategy, trust, and advisory presence

Hands-on product and AI execution

System design turned into shipped work

The future-facing systems brand

08 — About
I spent nearly two decades inside Bell Canada’s telecom environment, working across support, service, sales, and complex customer operations. That background shaped how I build: clear systems, practical workflows, and execution that survives real-world pressure.
Today, I help businesses turn fragmented tools, manual processes, and slow delivery into AI-assisted systems that are easier to run, improve, and scale.
09 — Let’s Talk
I’ll tell you whether it can be automated, structured into a system, localized, or turned into a cleaner operating workflow.