FORWARD DEPLOYED AI ENGINEERING

    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.

    THE INVISIBLE COST

    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.

    ENGINEERING JUDGMENT

    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.

    THE GUIDE

    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.

    CLIENT SUCCESS

    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.
    YOUR PLAN

    Getting started is this simple.

    1. 01

      Book your Diagnostic Sprint

      A few days inside your operation, sitting with your team.

    2. 02

      Get your Operating Map and ROI Matrix

      What's worth automating, what isn't, in what order, and what it returns.

    3. 03

      Decide with numbers

      If we build, the sprint credits toward the project. Your system runs in production with human control.

    HOW WE WORK

    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.

    1. 01

      OBSERVE

      Immersion

      1-3 days sitting with your team; we map the real process, exceptions included.

    2. 02

      DECIDE

      Judgment

      where AI belongs and where it doesn't. No waste.

    3. 03

      STRIKE

      Build

      on your systems, tested with your data; shadow mode → human approval → gradual autonomy.

    4. 04

      RETURN

      Operate

      we measure times, errors, and costs, month over month.

    CONTROLLED DEPLOYMENT

    Nothing ships without your sign-off.

    1. 01No migrations: we build on top of your systems
    2. 02Shadow mode before anything goes live
    3. 03Human approval wherever judgment lives
    4. 04Every system action logged. No black boxes
    PROPRIETARY FRAMEWORK

    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.

    ChatGPT is just the tip of the iceberg.
    1. N1
      ChatGPT · The tip

      Answers when you talk to it.

    2. N2
      Automations

      Rigid rules.

    3. N3
      Coworker Agents

      Work alongside you.

    4. N4
      Autonomous Agents

      Execute without you.

    5. OS
      Brain

      Orchestrates everything.

    The levels tell you what to build. The Ocelot Method is how we take it to production.

    THE OUTCOME

    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 →
    THE NEXT STEP

    Your operation already works. Let's put intelligence on top.

    No project commitment. The diagnostic is worth it on its own.