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What I build

I'm a generalist operator betting on the future of work: systems that run themselves 24/7 while you handle strategy. I've shipped agentic systems that run on their own, cut manual work by ~80%, and localized across 80+ markets — most of it proven on my own sites before it ever reaches a team. Like training, the gains come from compounding: small systems, stacked, that keep paying off long after they're built.

AI Workflow Automation

Autonomous agents that run growth workflows, revenue ops, and customer processes — without someone babysitting them. I wire them up and keep a human gate before anything ships.

Agent Architecture · AI Automation

AI-Native Growth Systems

Growth built around agents from day one — multi-market campaigns, content automation, and continuous optimization that keeps working between check-ins.

Growth Strategy · Content Automation

Revenue Automation

AI across revenue operations, from acquisition to expansion — the unglamorous backbone that makes growth repeatable instead of lucky.

Revenue Ops · AI Automation

Content & Localization

Content pipelines and multi-region localization that don't read like machine translation. I've shipped this across 80+ markets and know exactly where it breaks.

Content Automation · Localization

Lifecycle & CRM

Customer lifecycle and CRM automation that stays personal at scale — built on the same segmentation work I ran for millions of users at Celsius.

CRM Automation · Lifecycle

AI Consulting & Implementation

Hands-on help designing and shipping AI-native systems — not a strategy doc you file away, but working infrastructure you keep.

AI Consulting · Implementation
Who I Help

Built for your stage

Startup, enterprise, or agency — the build changes with the scale, but the principle doesn't: growth loops and flywheels that compound, not one-off campaigns that fizzle.

Startups Scaling Into New Markets

AI consulting, workflow automation, and content systems for multi-market growth — the pieces a small team can't staff but still needs running.

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Teams Automating at Scale

CRM automation, lifecycle workflows, and AI-native systems for revenue operations and customer orchestration where the volume is real.

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Agencies & Partners

White-label AI automation, workflow consulting, and delivery for agencies building their own autonomous growth practice.

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Technology

The stack behind the work

AI agents and LLMs, automation, content engineering, CRM, paid media, and the affiliate stack — gathered across crypto, fintech, and startups, and proven on my own sites. The tools are commodities; the judgment of how to wire them together isn't.

FAQ

Questions, answered straight

The things founders, hiring managers, and agencies usually ask before we talk.

What does an AI agent operator actually do?+
I design and run autonomous AI agents that handle growth-marketing work end to end — content generation, multi-market localization, lifecycle messaging, and competitive research. The point is a system that keeps executing instead of waiting on someone to do it manually.
How is this different from just using AI tools?+
Using AI tools means bolting a chatbot onto a process you already run by hand. What I build is AI-native: the workflow is designed around agents from the start, so AI is the engine, not an add-on. I learned the difference building my own sites, not from a deck.
What kind of companies do you work with?+
Startups scaling into new markets, teams automating customer lifecycle and revenue ops, and agencies that want white-label AI automation. The common thread is people who want a system that compounds, not another batch of one-off campaigns.
Are you available for fractional or project-based work?+
Yes. I take project-based builds and advisory, plus fractional roles like Growth Lead or AI-focused marketing leadership. It ranges from a single agentic build to ongoing MarTech architecture — whatever the problem actually needs.
Where are you based and do you work remotely?+
I work from the Philippines, remotely, with teams worldwide. The base keeps senior AI and growth-engineering work cost-efficient without trading away quality or timezone overlap.