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Night scene: a small human figure on a rocky peak in the fog, watching the N emerge from the chaos.

From fog to system.

Trusted by

  • Symmetria
  • Luciana Arcos
  • Gustavo Munari

Where there was fog, now there's a system.

Every operation builds up fog: the manual, the disconnected, what gets decided in the dark.

I turn that into a system — automation and AI that read, decide and act in place of copy-paste.

I don't ship one more tool. I ship an operation that runs on its own.

The fog in your operation

  • My team burns hours on what's manual and repetitive.
  • My systems don't talk — I live in copy-paste.
  • I lose leads because support doesn't scale.
  • I decide in the dark, with no view of the operation.

Every week like this costs hours — and leads that never come back.

Sound familiar? Talk to me.

What I do

  • Operations on autopilot

    Automation and AI that take the manual and repetitive out of the way.

  • Systems built to fit

    Dashboards and products (SaaS/PWA) that organize what was chaos.

  • Presence that sells

    Premium sites with product-grade craft and real perceived value.

See all services

Watch the AI work.

AI · Claude

Hi! My team lives in copy-paste and I lose leads because support doesn't scale.

Analyzing…

Lead qualification: 87/100.

Lead qualified · notified on WhatsApp

A demonstration of the SDR OS lead-qualification flow — the AI proposes, the rule disposes (a human handoff stays in the loop).

AI that does real SDR work — it reads, classifies and proposes.

Run it live on /cases

My own product — premium PWA

Premium PWA, offline-first, gamified, 700+ tests. Product-grade craft, end to end.

See all cases

How I work

  1. I map the fog

    where the manual, the opaque, the stuck lives.

  2. I design the system

    the clear flow that replaces the chaos.

  3. I build with AI

    AI speeds it up, engineering holds it up.

  4. I operate alongside you

    I don't vanish at delivery — I tune and evolve.

Start with the diagnosis

AI that does real work. Engineering that survives production.

  • Applied AI & Agents

    • Claude / LLMs
    • Multi-agent systems
    • RAG & tool-calling
  • Automation & Orchestration

    • n8n
    • Evolution API / WhatsApp
    • API integrations
  • Web Engineering & Product

    • Next.js / React
    • TypeScript
    • Offline-first PWA
  • Back-end · Data · Security

    • Python
    • PostgreSQL / Supabase
    • Auth & data privacy
  • Dev Tooling & MCP

    • MCP servers
    • Claude Code
    • CI & testing
  • Infra & Compliance

    • Vercel / Docker
    • Observability
    • Privacy by design

See everything I master

What's the biggest bottleneck in your operation?

Tell me — I'll show you how to take it off manual.

Talk on WhatsApp

Your brief lands straight in my n8n — and I reply fast.

Send a brief

Leave a WhatsApp number or email — I'll reply wherever suits you.

Talk on WhatsApp