Automation layer
AI Systems Integration
Automation and orchestration that connect the tools your business already uses.
Montreal, QC · Available Worldwide
Founder · AI Systems Architect · Builder
Web infrastructure, lead generation, localization, and automation for operators who need systems that ship.
01 — What I Build
I turn business problems into connected workflows teams can actually use.
Automation layer
Automation and orchestration that connect the tools your business already uses.
Pipeline design
Prospecting systems that deliver qualified, ranked opportunities to your sales team.
Production web
Fast, premium websites with clean CMS structure and deployment discipline.
Market expansion
AI-supported dubbing, captions, and multilingual content built for fast market expansion.
Execution map
Clear system maps and operator-ready plans for teams that need execution, not theory.
02 — Engagements
Each engagement is packaged around a business outcome: diagnose, build, deploy, improve.
Primary diagnostic path
Owners who sense inefficiency but need a clear build path.
2–3 day workflow diagnosis + build roadmap
Sales teams that need better targets and ranked opportunities.
7–10 day prototype system
Businesses that need a serious digital foundation, not a brochure.
5–14 day deployment sprint depending on scope
Brands entering Quebec or serving multilingual markets without slow manual work.
72-hour pilot workflow for one content set
03 — Intelligence Layer
AI earns its value only when it is wired into the real workflow.
04 — How I Build
Every build starts with the business outcome, then becomes a clean system.
Find the exact point where manual work or fragmented tools cost momentum.
Define inputs, logic, automations, and outputs before anything gets built.
Build the site, lead engine, or automation stack to run in production.
Measure, remove friction, and turn the build into a repeatable advantage.
05 — Proof of Direction
The brand feels cinematic because the work underneath is architectural.
Systems thinking from real support, sales, and service.
AI, lead, web, and localization systems.
Strategy to iteration, handled as one connected system.



06 — Selected Work
Each build is framed as a case-study system: problem, architecture, output, result.

CMS-driven web infrastructure for fast deployment and bilingual scale.
A premium site that supports campaigns and bilingual content — not a static brochure.
Content model, CMS logic, deployment workflow, and conversion-first structure.
A scalable foundation for landing pages, services, and SEO.
Architecture package: CMS, deployment, and bilingual rules.
deployment-minded architecture target

Automated prospecting that scores target accounts and prepares a ranked weekly list.
Sales starts too late — the team is stuck researching and guessing fit.
ICP filters, enrichment, scoring, and a clean weekly output.
A ranked engine that turns market noise into usable targets.
Operating package: scoring rules, research inputs, and QA.
qualified opportunities per weekly batch

Production localization with bilingual parity checks and component-level consistency.
Bilingual content breaks when everything is translated separately, with no system.
FR/EN field mapping, parity rules, QA checklist, and review flow.
A repeatable pipeline that protects brand consistency and moves faster.
Operating package: field parity, component rules, and review handoff.
parity target across critical bilingual fields
07 — Builder Identity
Enterprise telecom, customer-facing problem solving, and a builder’s approach to AI and web systems.
Strategy, trust, and advisory presence
Hands-on product and AI execution
System design turned into work
The future-facing brand moment
08 — About
Nearly two decades in Bell Canada’s telecom operations shaped how I build: clear systems that survive real-world pressure.
Today I turn fragmented tools and slow delivery into AI-assisted systems that are easier to run and scale.
09 — Let’s Talk
I’ll tell you whether it can be automated, systemized, or localized.