
The advantage is no longer having AI. It's integrating it.
We work forward-deployed: embedded inside your operation, mapping how your team actually works, and building AI systems on top of the tools you already use. With human control and numbers you can verify.
Mexico & Canada · Every project starts with a diagnostic, not a sale.
95% of AI pilots fail.
Not because of the AI. Nobody embeds into the real operation. Courses teach isolated tools. Agencies automate the happy path and break on the first exception. Consultancies deliver slide decks and leave. And you've lived it: you tried something, it died in demo stage, and your team is still stuck.
More manual work. Less capacity.
Every manual entry adds time. Every pending reconciliation delays decisions. Every exception without a system increases the risk of error. The problem is not one isolated task: it is the operating capacity lost every day.
We don't sell chatbots. We don't automate for automation's sake.
First we embed and map your process as it actually happens, exceptions included. From there we decide where AI belongs and where it does not. Deterministic logic where possible, AI only where judgment is needed. Saying "no AI here" is part of the service.
We embed with your team to make it work.
Your operation does not fit in a slide deck. That is why we work inside it, with the people who know every process and exception.
FORWARD DEPLOYED ENGINEERING + DEPLOYMENT STRATEGY
Technical delivery and adoption move together. That is how we deploy AI inside your operation.
EXPERIENCE
4 years designing AI systems inside BBVA and Grupo Modelo.
ERIK BUILDS
Connects data, systems, and exceptions to take the system into production.
MELANY DRIVES ADOPTION
Aligns people, processes, and communication so the system becomes part of daily work.
From 6 to 8 hours to 30 minutes, without changing systems.
An accounting firm spent between 6 and 8 hours capturing CFDI invoice data. The solution was built on the system its team already used, with no migration.
- STARTING POINT
- Between 6 and 8 hours spent capturing CFDI invoice data.
- DECISION
- Build on the existing system instead of forcing the team to migrate.
- RESULT
- The same process was reduced to 30 minutes.
Getting started is this simple.
- 01
Book your Diagnostic Sprint
A few days inside your operation, sitting with your team.
- 02
Get your Operating Map and ROI Matrix
What's worth automating, what isn't, in what order, and what it returns.
- 03
Decide with numbers
If we build, the sprint credits toward the project. Your system runs in production with human control.
We work from the inside. It's called Forward Deployed AI.
The ocelot doesn't chase everything that moves. It observes, decides, and doesn't miss.
- 01
OBSERVE
Immersion
1-3 days sitting with your team; we map the real process, exceptions included.
- 02
DECIDE
Judgment
where AI belongs and where it doesn't. No waste.
- 03
STRIKE
Build
on your systems, tested with your data; shadow mode → human approval → gradual autonomy.
- 04
RETURN
Operate
we measure times, errors, and costs, month over month.
Nothing ships without your sign-off.
- 01No migrations: we build on top of your systems
- 02Shadow mode before anything goes live
- 03Human approval wherever judgment lives
- 04Every system action logged. No black boxes
ChatGPT is just the tip of the iceberg.
Most businesses stop at using ChatGPT for text or images. The real leverage appears when you automate work, co-work with agents, delegate processes, and connect everything into an OS · Brain.

- N1ChatGPT · The tip
Answers when you talk to it.
- N2Automations
Rigid rules.
- N3Coworker Agents
Work alongside you.
- N4Autonomous Agents
Execute without you.
- OSBrain
Orchestrates everything.
The levels tell you what to build. The Ocelot Method is how we take it to production.
Everything is measured in three numbers.
- 01
Revenue up
- 02
Costs down
- 03
Risks gone
If the numbers don't add up, we don't build. And when they do: your people decide, the systems do the data entry, and the business stops depending on you.
Rather learn the method? The AI Bootcamp teaches you to build your own systems with the same method we use with clients.
Explore the Bootcamp →Your operation already works. Let's put intelligence on top.
No project commitment. The diagnostic is worth it on its own.