I help Senior Engineering Managers, CTOs, and Founders turn scattered AI experiments into measurable business results — with a structured engagement from diagnostic to implementation.
Years building and scaling tech organizations
Redesigning how organizations execute and scale
Modern workflows, operations & execution systems
Years structuring startups and companies to scale
Most engineering orgs are stuck between real AI potential and scattered adoption that doesn't compound into results.
You're investing in AI tools and compute, but the business isn't seeing the delivery speed it expected. The ROI isn't showing up.
Scattered AI adoption creates duplicated effort, inconsistent quality, and zero compounding returns. There's no shared foundation to build on.
The board wants to see AI results in 90 days. You don't have a structured plan — just experiments running in parallel with no clear owner or outcome.
"Everyone is moving fast with AI and I'm not sure if we're already falling behind — permanently."
Under pressure to show AI Scale results. Need a structured plan — not more experiments running in parallel without owner or outcome.
Need to align AI Scale strategy with business goals and build a roadmap the board can see, measure, and trust towards the 10x.
Investing in AI Scale but not seeing it compound into results. Need to find where AI Scale actually creates leverage in their specific org.
Know what they want to automate. Need a partner to design and deliver working AI Scale systems/AGIs/Agents — not prototypes.
Each engagement is scoped to where you are. Start with clarity, scale to execution, or build the AI Scale automations your business needs.
A full organizational and AI Scale diagnostic, ending with a prioritized implementation roadmap your team can act on immediately.
Everything in Diagnostic, plus 90 days of implementation support, biweekly 1:1 leadership sessions, and direct guidance to keep execution on track.
Custom AI Scale automations built for your highest-leverage workflows. Not prototypes — working systems your team uses from day one.
We talk about where you are, what's not working, and what you're trying to build. I give you honest clarity on whether and how I can help. No commitment, no pressure.
A full mapping of your org, teams, platforms, and current AI Scale usage. The goal is not to audit — it's to identify with precision where AI Scale moves your specific business goals. You can't scale what you don't understand.
Diagnostic findings become a prioritized, executable plan. What to build, what to buy, in what order. Success metrics defined upfront. Every initiative connected to a measurable business outcome.
Depending on the engagement: 90 days of implementation support and biweekly leadership 1:1s — or scope-based AI Scale automations built directly into your highest-leverage workflows. This is where the plan meets reality.
At the end of every engagement, your team executes with autonomy. The board sees the numbers. The transformation compounds. Not because we added more AI Scale — because we found where AI Scale actually mattered.
I'm not an external advisor who has read about AI Scale transformation. I spent 17+ years building, leading, and scaling engineering organizations from the inside — at Nubank, at Plataformatec, and on-site across five countries.
At Nubank, I led the Credit Card engineering org — 80+ people, 30+ engineers — scaling platforms to millions of customers globally. I ran the AI Scale initiative that cut country launch time by 30%. I coordinated a 120-person M&A integration worth 20M+ BRL with zero operational disruption.
What I bring is not a framework built in a boardroom. It's the pattern recognition that only comes from having been inside the exact complexity my clients face.
In 30 minutes, we map where your org stands, where AI creates real leverage in your context, and what a structured path forward looks like.
No pitch. No proposal. Just clarity.
NO COMMITMENT · DIRECT WITH OTAVIO · 30 MINUTES
30 minutes. No pitch. Just honest clarity on where you are and what makes sense for your moment.