AI Systems Architect & Growth Engineer
Digital marketer and software developer with experience across SEO, paid advertising, marketing automation, CRM systems, and AI agent development. I build complete business infrastructure — connecting marketing, sales, CRM, and automation into unified growth systems with AI at the core.
Background in web development, SaaS tooling, and cloud infrastructure. Previously worked across e-commerce (Amazon FBA), digital marketing agencies, and SaaS automation. Currently based in Asia, building AI-powered growth systems for businesses.
The infrastructure below serves as my Personal Management System (PMS) — a live operating environment I built to manage my own business, automate workflows, and develop AI agents. The same architecture powers client-facing systems.
All systems are live and running in production. Live demos available on request.
13-minute video tour of the full infrastructure — services, automation, AI agents, and monitoring dashboards.
16 containerized services on a production VPS — Docker Compose orchestration with automatic HTTPS, monitoring, and self-healing.
| Service | Purpose | Status |
|---|---|---|
| N8N | Workflow automation engine | Running |
| LangGraph | AI agent orchestration | Running |
| PostgreSQL | Primary database | Running |
| Redis | Cache & queue management | Running |
| Qdrant | Vector database (semantic memory) | Running |
| Langfuse | LLM observability & tracing | Running |
| Caddy | Reverse proxy + auto HTTPS | Running |
| Gatus | Uptime monitoring | Running |
| Beszel | Server performance monitoring | Running |
| Omi Webhook | IoT transcript receiver | Running |
| Telegram Bridge | Mobile control plane for Claude | Running |
| Static Assets CDN | Caddy-served media & portfolio | Running |
Custom AI agents built with Claude Agent SDK + LangGraph for business intelligence, content generation, and knowledge retrieval.
Natural language queries against business knowledge base. Connected to Google Drive corpus with guardrails and audit logging.
Multi-step content pipeline: draft generation, webhook-triggered approval flows, and publish automation via N8N.
IoT wearable captures conversations in real-time. Nightly AI summarization, weekly knowledge distillation to Notion + Obsidian.
Vector database storing conversation context with auto-extraction. Enables AI continuity across sessions via semantic search.
Weekly automated research sweep across GitHub, Reddit, and YouTube for Claude Code updates, new MCP servers, and community patterns. Interactive synthesis with actionable upgrade recommendations.
Automated synthesis across 42 stock tickers, 9 newsletter sources, Reddit, and curated blogs. Delivered as structured Notion report every Sunday morning.
LLM-powered instinct extraction from session failures and corrections. Mines patterns, auto-updates CLAUDE.md with new rules, and builds a compounding instinct library.
Multi-platform content pipeline with Instagram competitor tracking, analytics, and AI script generation. Tracks 8 competitors across content patterns and engagement signals.
Automated technical SEO analysis: crawl site structure, meta tags, Core Web Vitals, internal linking, schema markup, and keyword gaps. Generates prioritized action report.
Google Business Profile optimization: reviews analysis, category accuracy, photo completeness, Q&A coverage, post frequency, and local ranking signals.
Full-site analysis: conversion rate optimization, UX issues, mobile responsiveness, page speed, security headers, and accessibility compliance. AI-generated improvement roadmap.
AI-powered prospecting: research target companies, generate personalized email sequences, manage follow-ups, track opens and replies. Multi-channel with SMS fallback.
AI chatbot trained on company knowledge base. Handles FAQs, appointment booking, lead qualification, and escalation to human agents when needed.
Automated competitor monitoring: track pricing changes, new content, ad campaigns, social activity, and market positioning. Weekly intelligence reports delivered via Slack.
Google Ads and Meta Ads optimization agent. Analyzes campaign performance, identifies wasted spend, suggests bid adjustments, and generates new ad copy variations.
Inbound and outbound voice automation: appointment confirmations, follow-up calls, lead qualification, and customer surveys. Natural conversation with handoff to humans.
Auto-generates VPS operations dashboard every 30 minutes — service health, container status, cron jobs, activity feed.
Mobile control plane — send commands via Telegram, Claude executes on VPS, response back via bot message.
Full-stack growth marketing — from strategy and paid acquisition through to attribution, creative, and outbound.
40+ production N8N workflows covering lead generation, CRM pipelines, AI content, monitoring, and operations.
GHL integration: missed call triggers instant SMS follow-up, booking link, calendar confirmation, and CRM pipeline update. Fully automated.
Lead capture, scoring, tagging, assignment, and multi-step follow-up sequences. Automated nurture from first touch to booked appointment.
Scalable outreach system: list building, sequence management, unsubscribe handling, sender reputation management. 4,000 emails/month capacity.
Webhook → LangGraph → Claude Sonnet → Draft → N8N → Approval notification → Publish. End-to-end AI content with human approval gate.
Daily automated briefing: calendar events, tasks, weather, news — delivered to Slack and Telegram every morning at 7am.
VPS health checks every 12 hours, N8N error monitoring every hour, automated backups, log rotation, and Docker cleanup.
Complete GoHighLevel agency setup — from lead capture to review request automation.
Custom web application managing 56+ content ideas across 10 platforms — from ideation to AI-generated drafts.
Filter and search content cards by platform, status, tags, type. Inline card creation with full metadata. Connected to keyword research via Google Sheets.
Select a card, configure parameters, and generate structured AI prompts for content generation. Includes raw notes injection and weekly review context.
22 cron jobs running autonomously — monitoring, briefings, backups, AI self-improvement, and market intelligence.
Real outcomes from live systems — client work and personal infrastructure.
Done-for-you GoHighLevel setup: missed-call text-back, lead pipeline, booking automation, review generation. Guaranteed 10+ booked jobs/month for local service businesses.
Custom Claude/LangGraph agents, voice agents, and chatbots. Built to specification and deployed on your infrastructure or managed VPS.
Multi-platform content pipeline with competitor tracking, analytics dashboards, and AI script generation. Instagram, YouTube, LinkedIn — one system.
Google Ads, Meta Ads, SEO, local SEO/GBP, and CRO. Full campaign build and management with attribution setup and reporting.
Custom dashboards, multi-source attribution, weekly intelligence briefings, and AI-powered business insights from your existing data.
Next.js web applications, Vercel deployments, Supabase backends, and full API integrations. From prototype to production.
Common questions about working together, timelines, and what to expect.
Primarily local service businesses — handymen, plumbers, trades, clinics, and similar. I also work with SaaS founders and agencies who need AI-powered automation systems. If your business relies on leads, bookings, or repeat customers, we are a good fit.
Agencies sell you ad spend and reporting dashboards. I build systems that run without you — automated follow-ups, AI-powered lead reactivation, missed-call recovery, and review generation. The difference is you keep the systems after we work together. They compound, agencies do not.
We start with a 30-minute discovery call to understand your current setup and goals. From there I build a custom proposal with exactly what I would implement. Once approved, most systems are live within 2–3 weeks. You get a dedicated channel for communication throughout.
Zero. Everything is built, deployed, and managed for you. You get a simple dashboard to see what is happening, but the entire point is that these systems work in the background while you focus on your business. If you can check your phone, you can use what I build.
It depends on scope. A basic automation package starts around $2,000/month. Full-stack builds with custom dashboards, AI agents, and multi-channel automation are quoted per project. I do not do hourly — you pay for outcomes, not time.
GoHighLevel for CRM and automation, Next.js and Vercel for web apps, Supabase for databases, N8N for workflow automation, Claude AI for intelligent agents, and Cloudflare for security. Everything is production-grade infrastructure, not duct-taped plugins.
Absolutely. I can walk you through live demos of any system listed on this page — the dashboards, automation flows, AI agents, everything. Most clients are surprised that these are not mockups. Book a call and I will show you the real infrastructure running right now.
I run 24/7 uptime monitoring on all client systems with automated alerts. If something goes down, I usually know before you do. Active clients get same-day fixes. I also have disaster recovery documentation for every system I build — nothing is a black box.
Both. Some clients need a one-time system build — I hand it over with documentation and you run it. Most prefer ongoing management where I maintain, optimize, and expand the systems monthly. The best results come from iteration, not one-off installs.
Send me an email at lachlan@clearscale.co with a brief description of your business and what you are looking for. I will reply within 24 hours to set up a discovery call. No pitch deck, no sales pressure — just a conversation about whether this makes sense for you.
Most consultants teach AI tools. I build complete business systems.
Want to see any of these systems live? I can walk you through demos of the infrastructure, automations, and tools listed above.