I design the operational architecture where AI agents actually work.
I redesign your operation so AI agents can actually run parts of it — with guardrails, not guesswork.
Before deploying agents, your operation needs to know which decisions to delegate, with what data, and under what rules. I combine operational consulting with technical execution to design and build that architecture — across hospitality, manufacturing, logistics, retail and consulting firms.
🏆Methodology: Lean Six Sigma · Operational Architecture · Agentic Automation
🎓Certified: Lean® Six Sigma Green Belt — KAIZEN™ Institute · N° Reg: 47.908
🔒Capacity: I never work with more than 3 clients simultaneously.
Operational chaos is usually silent… until it gets expensive.
- ✕Repeated tasks consuming hours every day (and nobody tracks them)
- ✕Excel and WhatsApp as the "nervous system" of the business
- ✕Errors, complaints, rework and accumulated waste
- ✕Slow decisions due to unreliable data
- ✕AI tools bolted on top of broken processes — automating the chaos instead of fixing it
The solution is not more effort — and not more AI tools. It's better architecture.
How I make AI agents work in real operations.
Three layers that every agent-ready operation needs — designed before deployment, not patched after.
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Decision Mapping
An agent is only as good as the decision boundary you give it. I define exactly which decisions an agent can make alone, which need human approval, and which should never be automated. No agent should ever guess what its job is.
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Data & Context Layer
Agents hallucinate when they lack context. I audit what data your agent actually needs — inventory, history, customer state, business rules — and design the layer that feeds it reliably. No more "the AI made up a price."
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Guardrails & Control
Every agent gets KPIs, hard limits, escalation paths and a kill-switch. You stay in control. You see what the agent did, why, and what it cost. If it underperforms, you know in days, not quarters.
The order matters. Architecture first, agents second. Doing it the other way around is how companies end up paying for AI that doesn't move a single KPI.
The diagnostic that tells you exactly where to act — and what to build.
01
Operational & Financial Flow Mapping
How work, data and money move through your operation. Seen in full, from process to margin.
📄 Executive summary (2–3 pages) + full process maps report
02
Friction Diagnosis
Lost time, errors, rework, waste and margin leakage detected with data, not assumptions.
📋 Findings report with quantified opportunities
03
Decision Architecture
I map every recurring decision in your operation and classify it: human-only, rules-based, or agent-ready. The foundation no AI tool gives you out of the box.
🤖 Agent-readiness scorecard per process
04
Impact-Based Prioritization
You know exactly what to tackle first and why — including which processes are ready for agents and which aren't.
⚖️ Prioritization matrix (impact x effort x risk)
05
90-day / 12-month Roadmap
A concrete, actionable plan — not a presentation to forget. With milestones, owners and metrics.
🗺️ Roadmap with milestones + integrations checklist
06
Agentic Automation Blueprint
Where AI agents add measurable value — and where they don't. Data requirements, guardrails, escalation rules and expected ROI per agent.
💰 ROI and risk estimation with transparent assumptions
The hybrid profile this work actually requires.
Operational transformation in 2026 sits between two worlds. Most providers only live in one of them.
For the last decade, two tribes have been selling “transformation” to businesses:
Traditional management consultants understand operations, margins, change management and people — but they typically outsource the build, losing control of integration and the most important technical decisions.
Pure technical providers can build anything — but they tend to optimize for technical elegance over business impact. Adoption, change management, and operational context often come second.
The work I do sits exactly in the middle — and the middle is where the real leverage is right now.
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Business & consulting depth
Years of management consulting and operational work across hospitality, retail and services. Lean Six Sigma Green Belt — KAIZEN™ Institute. I read a P&L the same way I read a process map, and I know why change management is 70% of any transformation.
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Technical capacity to actually build it
I don't just recommend technology — I evaluate it, integrate it, and ship it. Agent design, automation pipelines, data layers, dashboards. When the diagnosis says "this process needs an agent here," I'm the one who builds it, not a subcontractor you've never met.
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The judgment to know which one each problem needs
Most problems don't need AI. Some need a spreadsheet redesign. Some need a process change before any tool. And some — the high-leverage ones — genuinely need an agent. Knowing the difference is the entire job.
Why this matters more in 2026 than ever before.
AI is rapidly commoditizing pure technical skill. What's becoming scarce — and what's actually hard — is the judgment to decide what to build, for which business process, with what expected ROI, and how to integrate it into a real human operation. That judgment only exists where deep business understanding and hands-on technical capacity live in the same person. That's the gap Flow360 was built to fill.
Methodology
Flow360 OS Redesign
A clear process. No improvisation.
Define
Project goals, baseline metrics and constraints. I align expectations before starting.
Map & Measure
As-Is process map and rapid measurement of real operations. No assumptions.
Diagnose
Frictions and opportunities quantified. Knowing what hurts and how much it costs.
Redesign & Automate
New operating system design. Automation, rules engines and AI agents deployed only where they generate measurable return — and only on processes that are architecturally ready for them.
Control
KPI dashboard, key metrics and a continuity plan to sustain the improvement.
Is this a fit?
Direct engagement
Flow360 works directly with your company — diagnosing, redesigning and building the roadmap.
Embedded engagement
I integrate into your consultancy team to lead operational transformation projects end-to-end for your clients.
Ideal if:
- ✓You have a complex daily operation (people, shifts, inventory, service)
- ✓You feel "silent chaos": Excel, WhatsApp, repeated tasks, recurring errors
- ✓You already have basic metrics and want to improve them
- ✓You can dedicate team time and share operational data
- ✓You are a consulting firm needing an operational transformation partner for client projects
Not for:
- ✕"I just want to learn about AI without changing anything"
- ✕"I want to plug ChatGPT or agents into everything without redesigning anything first"
- ✕"I can't share data or commit team time"
- ✕Businesses without an established operation or active team
Results and learnings
I am documenting pilot cases. If your operation fits the profile, you can apply for one of the available audit slots.
Restaurant
30–50 employees
Problem: Uncontrolled waste and daily administrative rework.
Intervention: Process mapping + report automation
Improvement indicators in 3 weeks. Case being documented.
Boutique hotel
45 rooms
Problem: Low direct booking conversion and slow response times.
Intervention: Reservation flow redesign + occupancy dashboard
Response time reduced. Metrics being tracked.
Restaurant group
3 locations
Problem: Uncontrolled staffing, high turnover, no performance indicators.
Intervention: Operational mapping + shift scheduling and metrics system
Implementation in progress. Data being consolidated.
Want to know where your operation is losing margin and time?
I personally review every application and respond only if there's a real fit. You'll walk away knowing where your margin leaks are, which decisions you can safely delegate to agents, and which ones you absolutely shouldn't.
No discounts. The audit is an investment to make decisions with evidence.