01 — output
Define what must exist
Name the working artifact first: the report that has to land, the dashboard someone opens, the workflow that has to fire. That's the target.
systems nominal
Systems that keeps working after everyone logs off.
I'm Seigfred — I design and ship AI-powered automation. Data pipelines, internal tools, and agents that turn manual, repetitive operations into systems that run on their own.
workflow/client-reporting.json
executing
trigger
Webhook·n8n
process
Claude·AI Agent
store
Supabase·SQL
Done
--:--:--waiting for trigger…
1,204 runs
99.9% uptime
~3.2s avg
// selected work
Systems built, shipped, and still running.
A few of the things I've designed end-to-end — from the trigger that kicks them off to the report that lands in someone's inbox.
internal platform
live
Academy Compass
A multi-tenant operations dashboard for martial-arts academies — attendance, performance, and billing surfaced in one place, scoped per organization.
View project
data pipeline
live
Client Performance Warehouse
Pulls Facebook & Google ad data from three Google Sheets, normalizes it through n8n into Supabase, then a custom app I built turns it into a ready-to-send client email.
View project
ai workflow
live
AI Applicant Tracking
A recruiting pipeline with an AI evaluation layer that scores interview responses against a rubric, so the team reviews ranked candidates instead of raw transcripts.
View project
ai saas platform
live
Dojo Roleplay
A multi-tenant SaaS that lets martial-arts schools run realistic AI voice roleplays, auto-scores every call with OpenAI, and manages staff, scenarios, analytics and plans across schools.
View project
// the toolchain
The tools I reach for.
Chosen for reliability and how cleanly they hand off to each other — most of my systems are two or three of these wired together.
01orchestrate
n8nWorkflow orchestration
Make.comVisual automation
02ai & llm
OpenAIModels & scoring
ClaudeReasoning & agents
03data & backend
SupabasePostgres & auth
AirtableStructured ops data
Node.jsCustom logic & APIs
04interface
ReactFront-end & dashboards
05client & deploy
GoHighLevelClient CRM & comms
RenderDeployment
// how i work
I build backward from the output.
Most automation projects stall because they start from the tools. I start from the thing that has to exist, then trace the path to it. Output, then input, then process.
02 — input
Work back to what it needs
Identify the data, triggers, and knowledge the output depends on, and where each piece actually lives today — not where I wish it lived.
03 — process
Build the path between
Wire the pipeline, automate the handoffs, and make it observable — so when something breaks, it's obvious where, and the system keeps running until then.
// the human node
I'm an automation specialist based in the Philippines, working in an agency context where the goal is always the same: take work that's being done by hand and turn it into something that runs on its own.
That instinct started on the mat. I spent years competing in martial arts — learning to read a situation fast and trust a framework I'd drilled until it was automatic. More recently I took it to the stage, competing in impromptu speaking at the national level: building a structured argument in the minute before I walk on, no script, under pressure. Both are the same move as the systems work — a reliable framework you can lean on when it counts.
Away from all that I run and hike, and I track the numbers while I'm at it, because I'd rather measure a thing than guess at it.
Based inPhilippines · GMT+8
FocusAutomation & AI systems
Core stackn8n · Supabase · Node.js
Off-stageMartial arts, speaking, hiking
Open toBuild & automation work
// talk to my assistant
Rather just say it out loud?
Press the button and talk through what you're trying to automate. You'll be speaking with my AI assistant — not me directly — and it can answer questions about how I work and set up a call.
the human behind it
Tap to start talking
It listens, asks a couple of questions about your manual process, and books a call if it makes sense — no typing, no forms.
Answers questions
Scopes the work
Books a call
AI assistant · not a live person
// open a connection
Got something that should be running on its own?
Tell me what the manual version looks like today, and I'll tell you what it could look like as a system.