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
I build AI‑powered systems that turn business bottlenecks into execution engines.
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
Systems, not one-off services.
I turn business problems into connected workflows: clear inputs, smart logic, reliable execution, and outputs that teams can actually use.
Pipeline design
Lead Generation Engines
Prospecting systems that collect, filter, score, and prepare opportunities so sales work starts with qualified targets.
Production web
Web Infrastructure
Fast websites, CMS structures, landing pages, and deployment workflows designed to look premium and operate cleanly.
Market expansion
Video & Localization Pipelines
AI-supported dubbing, captions, content adaptation, and multilingual assets built for market expansion and speed.
Execution map
Automation Strategy
Clear system maps, implementation plans, and operator-ready workflows for teams that need execution, not theory.
02 — Engagements
Clear ways to hire the architecture.
The work becomes easier to buy when the system is packaged around a business outcome: diagnose, build, deploy, and improve.
01Recommended entry point
Primary diagnostic path
AI Systems Audit
Best for
Owners and operators who know something is inefficient but need a clear build path.
2–3 day workflow diagnosis + build roadmap
You receive
- Workflow map
- Automation opportunities
- Priority build roadmap
Outcome A clear architecture plan before money is wasted on tools.
Request this audit 02Revenue system build
Lead Intelligence Engine
Best for
Sales teams that need better targets, cleaner research, and ranked opportunities.
7–10 day prototype system
You receive
- ICP scoring logic
- Research workflow
- Weekly ranked prospect output
Outcome A repeatable prospecting system instead of random lead hunting.
Build this engine 03Digital foundation sprint
Premium Web Infrastructure
Best for
Businesses that need a serious digital foundation with CMS structure and deployment discipline.
5–14 day deployment sprint depending on scope
You receive
- Landing architecture
- CMS content model
- Deployment-ready build
Outcome A premium site that can scale into campaigns, content, and localization.
Plan this infrastructure 04Market expansion pilot
Bilingual Localization Pipeline
Best for
Brands entering Quebec or serving multilingual markets without slow manual content operations.
72-hour pilot workflow for one content set
You receive
- FR/EN parity checks
- CMS localization workflow
- Video/content adaptation path
Outcome A faster way to keep bilingual assets consistent across every customer touchpoint.
Start localization pilot 03 — Intelligence Layer
The value is not the tool. The value is the operating layer.
AI becomes useful when it is connected to the real workflow: data coming in, decisions being made, actions being triggered, and results being checked.
AutomationOrchestrationLocalizationLead SystemsWeb Infrastructure
04 — How I Build
From bottleneck to architecture.
Every build starts with the business outcome, then becomes a clean system: mapped, built, tested, deployed, and improved.
DiscoveryArchitecturePrompt logicAutomationCMS / WebQA loopDeploymentIteration
Diagnose the bottleneck
Find the exact point where manual work, slow delivery, weak conversion, or fragmented tools are costing momentum.
Design the system
Define the inputs, logic, tools, automations, checks, outputs, and delivery points before anything gets built.
Ship the execution layer
Build the website, lead engine, localization workflow, or automation stack so it can run in production.
Improve the loop
Measure what works, remove friction, and turn the build into a repeatable operating advantage.
05 — Proof of Direction
Premium visuals are the surface. Operational clarity is the product.
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.
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
Proof artifacts, not generic portfolio cards.
Each build now reads as an operating artifact: system map, proof surface, workflow logic, output package, and the business result it is designed to create.
Web Build Business Web Infrastructure
CMS mapPage hierarchyDeploy checklistLocalization model
24h Operating targetdeployment-minded architecture target
01 / 03Web Build
Business Web Infrastructure
CMS-driven business website infrastructure designed for companies that need fast deployment, bilingual content structure, and scalable digital operations.
24h Launch-ready bilingual web architecture delivered with clean structure and scalable content foundations
System evidence
CMS mapPage hierarchyDeploy checklistLocalization model
Problem
The business needs a premium website that can actually support campaigns, bilingual content, and fast updates without becoming a messy static brochure.
System
Content model, page hierarchy, CMS field logic, deployment workflow, visual system, and conversion-first page structure.
Output
A scalable web foundation ready for landing pages, services, SEO pages, and bilingual content expansion.
Lead System Lead Intelligence Engine
ICP scoringResearch workflowWeekly outputQA logic
5–10 Operating targetqualified opportunities per weekly batch
02 / 03Lead System
Lead Intelligence Engine
Automated prospecting workflow that identifies target accounts, scores them against an ideal customer profile, and prepares a ranked weekly opportunity list.
5–10 Qualified weekly opportunities prepared automatically
System evidence
ICP scoringResearch workflowWeekly outputQA logic
Problem
Sales work starts too late because the team is stuck researching accounts, guessing fit, and manually preparing outreach lists.
System
ICP filters, account enrichment, buyer-role research, scoring logic, prioritization, and a clean weekly opportunity output.
Output
A ranked prospecting engine that turns raw market noise into usable sales targets.
Localization Bilingual Localization Pipeline
FR/EN parityField mappingComponent rulesReview workflow
100% Operating targetparity target across critical bilingual fields
03 / 03Localization
Bilingual Localization Pipeline
Production localization system with CMS field review, bilingual parity checks, and component-level content consistency across pages.
100% Consistent bilingual parity across CMS fields, pages, and reusable components
System evidence
FR/EN parityField mappingComponent rulesReview workflow
Problem
Bilingual content breaks when pages, CMS fields, videos, captions, and reusable components are translated separately with no operating system.
System
FR/EN field mapping, QA checklist, component-level parity rules, localization review flow, and reusable content structure.
Output
A repeatable localization pipeline that protects brand consistency while moving faster than manual review chaos.
07 — Builder Identity
Strategic enough to architect. Hands-on enough to ship.
My background combines enterprise telecom operations, customer-facing problem solving, and a builder’s approach to AI tools, web systems, and workflow automation.
Enterprise calm
Strategy, trust, and advisory presence
Builder energy
Hands-on product and AI execution
Operator mode
System design turned into work
Cinematic technologist
The future-facing brand moment
08 — About
Built from enterprise operations, customer pressure, and hands-on AI execution.
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.
Nearly two decades in enterprise telecom operationsMontreal-based, available worldwideAI workflows, web systems, localization, and automationHands-on builder mindset from strategy to deployment
09 — Let’s Talk
Tell me your bottleneck.
I’ll tell you whether it can be automated, systemized, localized, or turned into a cleaner operating workflow.