AI Automation Specialist

Kim Edrich
Custodio

AI_AUTOMATION_SPECIALIST.exe
I build AI systems that replace repetitive work.
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AI Systems
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Live in Prod
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Flagship SaaS
Naga City, PH  ·  Open to freelance
See What I'm Building
// 01 — services

What I can build for you.

Three ways I help — though most projects are a mix. If you have a repetitive process, there's a good chance I can automate it.

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AI Agents & Chatbots

Assistants that answer, decide, and take action — for your customers or your team.

  • Support bots trained on your own docs & policies
  • Lead qualifiers that sort and route automatically
  • Internal assistants that pull data and draft replies
  • Multi-tool agents that handle requests in plain English
Custom scope · free consult
Get a free quote
Most requested

Workflow & Process Automation

Connect your tools and remove the manual work in between.

  • GoHighLevel & CRM automation, pipelines, follow-ups
  • Lead routing, nurture & outreach sequences
  • Reporting, data sync & alerts across your tools
  • Built on GoHighLevel, Make.com, n8n & Zapier
Custom scope · free consult
Get a free quote

Custom AI Builds & Integrations

When off-the-shelf is not enough — a system built around your exact process.

  • APIs, backends & webhooks (FastAPI)
  • Document & report automation — data in, PDF out
  • Web scraping & data pipelines
  • Full AI-powered apps, end to end
Custom scope · free consult
Get a free quote

Don't see your exact use case? That's most of them. Tell me the problem and I'll show you how I'd automate it.

// 02 — projects

What I've Shipped.

5 end-to-end AI systems — all live, all running. From lead qualification to async security recon, every one of them is up today.

01/05
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View all projects
// 03 — how i work

From idea to running system.

A simple, repeatable process. You always know what's happening and what comes next.

01

Discovery

I map your actual workflow — what comes in, what decision gets made, where the time goes — and pinpoint the highest-value thing to automate first.

02

Build

I design and build the system, with your business rules in the prompt and structured outputs feeding your tools. Tested on real inputs before it goes live.

03

Deliver

I deploy it, write the SOPs so your team can run it without me, and stay available for tweaks. You own a working system — not a dependency.

// 04 — about

I don't just build tools.
I build systems.

I'm Kedrich — an AI Automation Specialist based in Naga City, Philippines. I design and build end-to-end automation systems: AI agents that think, pipelines that act, and backends that scale.

My philosophy: every repetitive task is a bug waiting to be fixed. Whether it's a CRM pipeline, a multi-step LLM chain, or a lead qualification flow — if it can be automated, it should be.

I work at the intersection of LLMs, workflow automation, and backend engineering. I speak fluent Python, think in webhooks, and dream in JSON.

profile.json
// auto-generated profile
{
  "name": "Kedrich",
  "role": "AI Automation Specialist",
  "location": "Naga City, PH",
  "available": true,
  "focus": [
    "AI Agents",
    "Workflow Automation",
    "Backend APIs"
  ],
  "currently_building": 10,
  "flagship": "Full-Stack AI Outreach SaaS",
  "open_to": ["freelance", "contracts", "collab"],
  "credo": "if it can be automated, it should be"
}
// 05 — experience

Where I've shipped.

Roles, internships, and the credentials behind the work.

FlyRank AI logo

Backend AI Engineer — Intern

current

FlyRank AI · Internship

Jun 2026 — Present · Philippines · Remote

Interning on the backend AI team — building and shipping the engineering behind FlyRank’s AI products.

  • Backend engineering for AI-powered features and pipelines
  • Working across APIs, data flow, and LLM integration
BackendAI EngineeringAPIsLLMs
Kedrich AI Automation logo

AI Automation Specialist

current

Kedrich AI Automation · Freelance

Jan 2026 — Present · National Capital Region, PH · Remote

Designing and shipping end-to-end automation systems for clients — AI agents that think, pipelines that act, and backends that scale.

  • Workflow & build automation across n8n, Make.com, and custom backends
  • Every project shipped as a documented, portfolio-grade case study
Workflow AutomationBuild Automationn8nAI Agents
// credentials

n8n Level 1

n8n · 2026

earned

n8n Level 2

n8n · 2026

earned

Claude Code 101

Anthropic · 2026

earned
// 06 — stack

The full toolkit.

Every tool in active rotation. Hover to explore.

system.stack // live inventory
all systems online
Automation Platforms
Make.comn8nGHLGoHighLevelZapier
AI & LLM Layer
OpenAI APIClaude APIGemini APIPerplexityGrokLangChain
Languages
PythonJavaScriptNode.js
Backend & APIs
FastAPIPydanticREST APIsWebhooks
Frontend & App Builders
Lovable.devCanvaClaude
Web Scraping
Playwright
Databases
SupabaseChromaDB
CRM & Data
HubSpotAirtableGoogle SheetsNotionClickUp
DevOps & Deployment
RailwayVercelRenderGitGitHub
Comms & Integrations
Slack APITwilioGmail APIBuffer APICal.com
// 07 — knowledge graph

A living knowledge system.

How my agents remember — context, rules, and connections held in one graph and retrieved on demand. The same pattern behind my RAG support agent and memory systems.

// memory_graph — live9 notes · 16 links
client-context.mdrag-index.mdworkflow-rules.mdescalation-policy.mdtool-registry.mdprompt-library.mdlead-scoring.mdagent-memory.mdoutreach-templates.md
// 07 — contact

Let's build something
that runs itself.

Open to freelance projects, contracts, and collaborations. If you have a process that should be automated — let's talk.

Usually replies within 24 hours · Naga City, PH (GMT+8)
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