I build automation that respects the work.
I'm Cristen Joy Dimaguila, an AI Automation Specialist. I design practical workflows that connect the tools a business already uses, so repetitive work runs on its own and people stay focused on judgment, relationships, and the decisions automation should not make.
Most of my work lives in n8n, Google Apps Script, and AI, tied together with webhooks, databases, and messaging channels. I care about systems that are clear, maintainable, and honest about where a human still needs to step in.
A few principles behind every build.
Automate the repetitive
Free people from copy-paste work so their time goes to decisions, relationships, and the exceptions that need a human.
Keep humans in the loop
I don't claim a workflow is fully automatic when a person still needs to review or approve. The handoff points are part of the design.
Build for maintainability
Clear, reusable structures that can adapt to a new client or industry instead of being rebuilt from scratch every time.
Connect existing tools
I work with the tools a team already relies on, like Google Workspace, messaging channels, and databases, rather than forcing a new platform.
Automation work I take on.
These are the kinds of systems I design and build. Every engagement starts with mapping your actual process first.
AI chatbots & assistants
Customer-facing assistants that answer common questions with saved responses, use AI for the harder ones, qualify leads, and hand off to a person when it matters.
- One-question-at-a-time intake
- Memory-aware follow-up
- Human support handoff
n8n workflow automation
Connected workflows that move data between your tools, with triggers, validation, routing, and notifications wired into one system that runs on its own.
- Webhook & API integration
- Data validation and routing
- Notifications and reporting
Client onboarding systems
Repeatable setup flows that prepare a new client's workspace, files, forms, calendar, and message routing, with human review before going live.
- Workspace & records setup
- Reusable across clients
- Recovery if a run stops
AI content automation
Workflows that take a file and an instruction and prepare a polished output, such as a cleaner document, summary, or presentation, ready for human review.
- File & instruction intake
- Structured, polished output
- Quality review checkpoints
Multi-client & multi-industry platforms
One reusable workflow structure configured per client and industry, so the same logic adapts to different business types without rebuilding it.
- Configurable business rules
- Separated client records
- Adaptable inquiry flows
Integrations & Apps Script
Glue between Google Workspace, messaging channels, databases, and APIs, using Apps Script and webhooks that keep your existing tools talking to each other.
- Google Workspace automation
- Webhook integration
- Custom Apps Script
Have a process worth automating?
Tell me what your team repeats every week, and let us map a system that takes it off their plate.
Request an Automation Consultation