About

AI engineering with a decade of brand craft behind it.

A working agent that no one trusts gets unplugged on Tuesday. The systems I ship behave well and communicate what they’re doing — because a decade thinking about how products feel turned out to be the right training for the AI era.

20+ Production AI systems shipped
1,000+ Users live across deployed platforms
17 yrs Software, video, automation
0 Rollback incidents on shipped systems
Clients

Operators who needed it to actually work.

Process

How the work runs.

01

Scope

A working session to see the real problem — the data, the existing tools, the people who’ll live with it. We define the smallest version that can actually ship.

02

Build

Agents, internal tools, automations — built end-to-end. Research the problem, design the thing, build it, ship it, instrument it, watch it run, fix what breaks. No silos, no handoffs.

03

Evaluate

Structured evals, regression suites, human-in-the-loop checkpoints. The boring infrastructure that lets the clever part keep shipping without breaking trust.

Availability

Open to full-time AI roles. Remote. Async-friendly.

Best work happens when I own a system end-to-end: research the problem, design it, ship it, instrument it, fix what breaks. Allergic to ceremony, strong bias toward shipping, and the right team size for most problems is “smaller than you think.” What I want from a team: real users, real decisions, and a high tolerance for me asking “what is the simplest version of this” out loud a lot.

Stack

What I reach for by default.

Comfortable picking up adjacent tools — these are the ones I’ve put real production miles on.

AI & agents

  • Claude · Claude Agent SDK
  • OpenAI (GPT-4 / 4o)
  • n8n (agent orchestration)
  • Prompt engineering · evals
  • MCP servers · tool use

Retrieval & data

  • RAG pipelines
  • Postgres + pgvector
  • Chunking, citing, reranking
  • Embeddings for brand voice
  • Eval & HITL infrastructure

Backend

  • Python · Flask · FastAPI
  • TypeScript · Node · Next.js
  • Postgres · Supabase
  • API integration at scale
  • Background jobs · queues

Marketing & CRM

  • GoHighLevel · JobTread
  • HubSpot · Zapier · Make
  • Gravity Forms · WordPress
  • GA4 · Google Ads · Meta Ads APIs
  • CRM automation & lead routing

Ops & deploy

  • Vercel · GCP
  • GitHub Actions
  • Stripe (payments)
  • Observability for agents
  • Multi-tenant architectures

Brand & video

  • Premiere · DaVinci Resolve
  • After Effects (motion)
  • End-to-end production
  • Direction & cinematography
  • Identity & type systems
About the operator

Mike Melchiot.

Four countries on three continents before settling in the US. The through-line is meeting systems — and the people inside them — where they actually are, not where the documentation says they should be.

The arc.

Amsterdam → Suriname → South Africa → USA

Before any of the work below, I spent a year in Paramaribo teaching HIV prevention in schools and neighbourhoods, then lived in South Africa from 2016 to 2017. Four countries on three continents before I settled in the US. I mention it because it’s the through-line for everything else: most of my career has been about meeting systems — and the people inside them — where they actually are, not where the documentation says they should be.

I’m Dutch, trained at VU Amsterdam in Web Science. The programme was about how information moves through technology and culture — how you make it accessible, what new tools do to the people who use them. It turned out to be the right first-principles lens for everything I’d build later.

The work itself started in Amsterdam — eight years running Kosmos Agency, building websites and creative for European clients. Then three years in New York producing and editing video for international brands at Lats x Longs. In 2019 I moved to Philadelphia and launched Dutch Mike: AI-powered content systems and marketing automation built as one operating system per client. Websites, CRM workflows, and content pipelines stitched together so a small team can act like a much bigger one.

Since December 2023 I’ve run the AI automation stack and content production engine for Ryann Reed Design Build — n8n agent workflows, LLM pipelines for content scaling, CRM automations across the marketing and sales pipeline, and the video assets that ride on top of it.

Today I lead with AI engineering: agents, automations, retrieval systems, internal tools. The video and brand background is still part of how I ship — I care what the thing looks like, what it sounds like, how it feels when it’s used. That’s the difference between a tool the team opens every day and one that gets quietly disabled.

Experience

Four roles over 17 years.

Same throughline across all of it: build the thing, ship the thing, watch it run, fix what breaks.

Dec 2023 — Present Langhorne, PA · Hybrid

AI Engineer & Marketing Automation Lead

Ryann Reed Design Build · Contract

I run the AI automation stack and content production engine for Ryann Reed’s in-house marketing team.

  • Built and maintain n8n-based agent workflows automating content ideation, scripting, and ad-variation production.
  • Implemented LLM pipelines (GPT-4 / Claude) for repurposing long-form video into short-form social at scale.
  • Manage CRM automation workflows, lead-routing logic, and operational handoffs across marketing and sales.
  • Troubleshoot multi-step automations and API integrations across the full marketing stack.
  • Produce high-end video assets (testimonials, project stories, educational content, podcast-style pieces).

n8n · GPT-4 · Claude · CRM Workflows · API Integration · Content Automation · Video Production

Apr 2019 — Present Philadelphia, PA · Remote

Owner · Senior Producer & Marketing Technology Specialist

Dutch Mike · Self-employed

AI-powered content systems and marketing automation for business owners and in-house teams.

  • Design end-to-end automation pipelines: intake → content generation → distribution → CRM follow-up.
  • Build client-facing AI systems using n8n, LLM APIs, and no-code/low-code integrations.
  • Implement websites, CRM workflows, and content pipelines as a unified operating system for client marketing.
  • Coordinate freelancers and creative partners as needed for production.

n8n · Zapier · OpenAI API · CRM Automation · Website Development · Performance Marketing

2016 — 2019 New York, USA · Remote

Owner · Video Producer / Editor

Lats x Longs · Self-employed

Produced and edited video content for international brands across multiple industries — teams and clients on different continents. Planning, filming, editing, final delivery, plus broader marketing support including promotional campaigns and branded web assets.

2008 — 2016 Amsterdam, NL

Founder · Web Developer / Creative Strategist

Kosmos Agency

Eight years building websites and creative work for clients across Europe. Where I learned to ship — and where I first hit the wall of “every client needs the same plumbing built by hand.”

Education

Where it all started.

VU Amsterdam

Web Science · 2011 — 2013

Vrije Universiteit Amsterdam (VU) — Web Science, 2011–2013. The programme is about how information and communication technology lives inside business and culture: how you make information accessible, how electronic commerce actually works, what new technologies do to society. First-principles training that still shapes how I design automated systems.

Also: 10X Marketing — Cardone Ventures, 2026.