Architecting Intelligent Systems for Modern Businesses

Custom AI automations, workflows, and data systems that eliminate repetitive work and unlock growth.

Muhammad Ali
AI AUTOMATION ENGINEER & SYSTEMS ARCHITECT
25+
AUTOMATIONS IN PRODUCTION
$80M
FIRST-YEAR SALES SCALED
10
YEARS RUNNING OPERATIONS

I build end-to-end automation systems and custom AI agents that connect different software and applications, streamlining business workflows and fully automating data integration.

About

Who am I?

  • System Integration & Automationn8n · Make · Zapier · webhooks · REST APIs
  • AI Agents & Custom LLM ChainsClaude · OpenAI · Gemini · classification · scoring
  • WhatsApp, Messenger & Telegram BotsWhatsApp Cloud API · Messenger · Telegram · Whisper
  • Databases (Supabase / Postgres / Sheets)Supabase · Postgres · SQLite · Google Sheets · Notion
  • VPS · Linux · API ArchitecturesDocker · Railway · Vercel · self-hosted n8n

I design, build, and ship end-to-end automation systems that let businesses operate with less manual overhead — from lead intake to CRM execution to reporting, running unattended in production. My work spans the full stack: workflow architecture (n8n, with clean ports to Make/Zapier), AI integration (Claude, OpenAI, and Gemini APIs for agentic workflows, scoring, qualification, and content generation), and the Python engineering underneath it (Scrapy, Playwright, Selenium) that fills the gaps no off-the-shelf integration covers.

I don't just wire tools together — I map how a business process actually works, spec out the trigger/logic/prompt/output layers before anything gets built, and document every system well enough that it can be handed off and scaled without me standing over it. That approach is backed by ten years running real business operations, including scaling a market launch to $80M in first-year sales, so the automations I build are grounded in how operations actually function, not just how APIs connect.

Selected work

Track Record

Open any diagram to see how the system is wired.

FEATURED PROJECT

Bid Launch — construction lead engine across 5 US states

Every morning it scans 29 government bid portals, 12 job-start feeds and 5 contractor directories for a Gulf Coast specialty contractor. It keeps only work in the client's trades, tags each listing Upcoming, Open or Awarded, geocodes it, drafts a short brief and publishes it to a shared Notion board — 6,000+ records so far. 26 live n8n workflows run on top of a browser-scraping service on Railway, and every failed source raises its own Slack alert.

n8nNode.js scrapersRailwayOpenAI · GeminiNotion APIGoogle Sheets
Source
FEATURED PROJECT

CERBERUS — AI accountability engine for Slack

A 102-node n8n workflow that turns a busy Slack channel into an accountable work queue. An LLM judges at intake which messages are real asks, each one gets a deduplicated Notion task, and unanswered threads escalate on a schedule. A second, independent AI pass detects on its own when a thread has actually been resolved, so it stops chasing without anyone clicking done.

n8nSlack APINotion APILLM ClassificationData Tables
Source
FEATURED PROJECT

Full ERP system with two-way Google Sheets sync

A complete sales and inventory management system built for a seafood (oyster) shop. It runs real-time two-way sync of products, customers, and invoices with Google Sheets without any middleware (n8n). Features a dashboard for sales, profit, and expenses, fine-grained staff permissions, and automatic thermal receipt printing.

Node.js / ExpressGoogle Sheets APISQLiteReact / ViteCustom Integration
FEATURED PROJECT

WhatsApp chatbot for an e-commerce store (6,000+ products)

An AI agent running on WhatsApp Business Cloud for an e-commerce company. It receives images and text, filters products intelligently through Supabase, and creates and adds orders to WooCommerce in real time.

WhatsApp Cloud APIn8nSupabaseWooCommerceOpenAI API

Telegram daily-remembrance (Azkar) bot

A fully interactive Telegram bot for daily Islamic remembrances (Azkar), built to be fast and engaging for thousands of users.

Telegram Botn8n APIGoogle Sheets

X (Twitter) automation — crypto news translation & posting

A full automation system that fetches crypto news, filters and translates it using the GPT-5.5 Pro model, then auto-publishes it as text, images, and video.

X (Twitter) APIn8nOpenAI APIGPT-5.5 Pro

News scraper & analyzer bot for 50+ sites

A Telegram bot that scrapes more than 50 news sites using 3+ methods (HTML, JS), analyzes the news, translates it, filters it, and sends it to the company group automatically.

PuppeteerHTML/JS Scrapingn8nTelegram API

Facebook Messenger chatbot for a seafood shop (voice & text)

An AI agent that understands customer text and voice notes in Egyptian Arabic, and logs and confirms fish orders in real time. **This system features automatic bot handoff the moment a human agent steps in (Human Agent Override), ensuring excellent customer service.**

Facebook Messenger APIWhisper STTHuman Overriden8nAI Agent

Automated management for 9 Facebook pages

A smart automation system that replies to every comment with one of 10 fixed varied responses, and automatically cross-shares new videos and posts across the other pages.

Facebook Page APIn8n TriggerComment Automation

Sales & inventory automation for a car-parts store

An automation system for a car-parts store (9,000+ parts) connected to the site's database, filtering products by customer needs and car model and logging orders directly on the site.

Database Integrationn8n Custom LogicCRM Sync

Automated post-purchase follow-up (WhatsApp)

A sales automation tool that sends smart, scheduled WhatsApp messages to customers 3 days after purchase to check satisfaction and resolve issues.

WhatsApp APIn8n SchedulerCustomer Relations

LeadForge — lead enrichment & CRM pipeline

Takes a raw B2B contact list, forward-fills the gaps real spreadsheets always have, and checks every lead against a dedup ledger before spending anything on it. A separate FastAPI service scans each company homepage for tech-stack markers, careers pages, and social links, then the enriched record is upserted into the CRM and written back to a sheet the whole team can open.

n8nFastAPI / PythonGoHighLevel CRMGoogle Sheets APIDedup Ledger
Source

LeadSniper — AI call scoring with a daily SMS digest

Every completed sales call is scored the moment it ends, weighing budget, urgency, decision-making authority, and engagement. At 6:00am the CEO gets a single text with only the three hottest leads from the day before. Two independent trigger paths share one data store — no dashboard to check, no inbox to dig through.

n8nClaude APITwilio SMSWebhooksCall Scoring
Source

AI sales agent with guarded price negotiation

Five n8n workflows behind one storefront agent. It answers from a live catalog, and because every product carries a minimum price and a maximum discount, it negotiates gradually toward that floor instead of refusing outright or over-discounting — and never reveals where the floor is. Confirmed orders are handed to the carrier and returned with tracking, while a dashboard tracks sales, conversion, and top products.

n8nOpenRouterData TablesShipping APIAdmin Dashboard
Source
FEATURED PROJECT

Bid Launch — construction lead engine across 5 US states

Every morning it scans 29 government bid portals, 12 job-start feeds and 5 contractor directories for a Gulf Coast specialty contractor. It keeps only work in the client's trades, tags each listing Upcoming, Open or Awarded, geocodes it, drafts a short brief and publishes it to a shared Notion board — 6,000+ records so far. 26 live n8n workflows run on top of a browser-scraping service on Railway, and every failed source raises its own Slack alert.

n8nNode.js scrapersRailwayOpenAI · GeminiNotion APIGoogle Sheets
Source
FEATURED PROJECT

CERBERUS — AI accountability engine for Slack

A 102-node n8n workflow that turns a busy Slack channel into an accountable work queue. An LLM judges at intake which messages are real asks, each one gets a deduplicated Notion task, and unanswered threads escalate on a schedule. A second, independent AI pass detects on its own when a thread has actually been resolved, so it stops chasing without anyone clicking done.

n8nSlack APINotion APILLM ClassificationData Tables
Source
FEATURED PROJECT

Full ERP system with two-way Google Sheets sync

A complete sales and inventory management system built for a seafood (oyster) shop. It runs real-time two-way sync of products, customers, and invoices with Google Sheets without any middleware (n8n). Features a dashboard for sales, profit, and expenses, fine-grained staff permissions, and automatic thermal receipt printing.

Node.js / ExpressGoogle Sheets APISQLiteReact / ViteCustom Integration
FEATURED PROJECT

WhatsApp chatbot for an e-commerce store (6,000+ products)

An AI agent running on WhatsApp Business Cloud for an e-commerce company. It receives images and text, filters products intelligently through Supabase, and creates and adds orders to WooCommerce in real time.

WhatsApp Cloud APIn8nSupabaseWooCommerceOpenAI API

Telegram daily-remembrance (Azkar) bot

A fully interactive Telegram bot for daily Islamic remembrances (Azkar), built to be fast and engaging for thousands of users.

Telegram Botn8n APIGoogle Sheets

X (Twitter) automation — crypto news translation & posting

A full automation system that fetches crypto news, filters and translates it using the GPT-5.5 Pro model, then auto-publishes it as text, images, and video.

X (Twitter) APIn8nOpenAI APIGPT-5.5 Pro

News scraper & analyzer bot for 50+ sites

A Telegram bot that scrapes more than 50 news sites using 3+ methods (HTML, JS), analyzes the news, translates it, filters it, and sends it to the company group automatically.

PuppeteerHTML/JS Scrapingn8nTelegram API

Facebook Messenger chatbot for a seafood shop (voice & text)

An AI agent that understands customer text and voice notes in Egyptian Arabic, and logs and confirms fish orders in real time. **This system features automatic bot handoff the moment a human agent steps in (Human Agent Override), ensuring excellent customer service.**

Facebook Messenger APIWhisper STTHuman Overriden8nAI Agent

Automated management for 9 Facebook pages

A smart automation system that replies to every comment with one of 10 fixed varied responses, and automatically cross-shares new videos and posts across the other pages.

Facebook Page APIn8n TriggerComment Automation

Sales & inventory automation for a car-parts store

An automation system for a car-parts store (9,000+ parts) connected to the site's database, filtering products by customer needs and car model and logging orders directly on the site.

Database Integrationn8n Custom LogicCRM Sync

Automated post-purchase follow-up (WhatsApp)

A sales automation tool that sends smart, scheduled WhatsApp messages to customers 3 days after purchase to check satisfaction and resolve issues.

WhatsApp APIn8n SchedulerCustomer Relations

LeadForge — lead enrichment & CRM pipeline

Takes a raw B2B contact list, forward-fills the gaps real spreadsheets always have, and checks every lead against a dedup ledger before spending anything on it. A separate FastAPI service scans each company homepage for tech-stack markers, careers pages, and social links, then the enriched record is upserted into the CRM and written back to a sheet the whole team can open.

n8nFastAPI / PythonGoHighLevel CRMGoogle Sheets APIDedup Ledger
Source

LeadSniper — AI call scoring with a daily SMS digest

Every completed sales call is scored the moment it ends, weighing budget, urgency, decision-making authority, and engagement. At 6:00am the CEO gets a single text with only the three hottest leads from the day before. Two independent trigger paths share one data store — no dashboard to check, no inbox to dig through.

n8nClaude APITwilio SMSWebhooksCall Scoring
Source

AI sales agent with guarded price negotiation

Five n8n workflows behind one storefront agent. It answers from a live catalog, and because every product carries a minimum price and a maximum discount, it negotiates gradually toward that floor instead of refusing outright or over-discounting — and never reveals where the floor is. Confirmed orders are handed to the carrier and returned with tracking, while a dashboard tracks sales, conversion, and top products.

n8nOpenRouterData TablesShipping APIAdmin Dashboard
Source
FEATURED PROJECT

Bid Launch — construction lead engine across 5 US states

Every morning it scans 29 government bid portals, 12 job-start feeds and 5 contractor directories for a Gulf Coast specialty contractor. It keeps only work in the client's trades, tags each listing Upcoming, Open or Awarded, geocodes it, drafts a short brief and publishes it to a shared Notion board — 6,000+ records so far. 26 live n8n workflows run on top of a browser-scraping service on Railway, and every failed source raises its own Slack alert.

n8nNode.js scrapersRailwayOpenAI · GeminiNotion APIGoogle Sheets
Source
FEATURED PROJECT

CERBERUS — AI accountability engine for Slack

A 102-node n8n workflow that turns a busy Slack channel into an accountable work queue. An LLM judges at intake which messages are real asks, each one gets a deduplicated Notion task, and unanswered threads escalate on a schedule. A second, independent AI pass detects on its own when a thread has actually been resolved, so it stops chasing without anyone clicking done.

n8nSlack APINotion APILLM ClassificationData Tables
Source
FEATURED PROJECT

Full ERP system with two-way Google Sheets sync

A complete sales and inventory management system built for a seafood (oyster) shop. It runs real-time two-way sync of products, customers, and invoices with Google Sheets without any middleware (n8n). Features a dashboard for sales, profit, and expenses, fine-grained staff permissions, and automatic thermal receipt printing.

Node.js / ExpressGoogle Sheets APISQLiteReact / ViteCustom Integration
FEATURED PROJECT

WhatsApp chatbot for an e-commerce store (6,000+ products)

An AI agent running on WhatsApp Business Cloud for an e-commerce company. It receives images and text, filters products intelligently through Supabase, and creates and adds orders to WooCommerce in real time.

WhatsApp Cloud APIn8nSupabaseWooCommerceOpenAI API

Telegram daily-remembrance (Azkar) bot

A fully interactive Telegram bot for daily Islamic remembrances (Azkar), built to be fast and engaging for thousands of users.

Telegram Botn8n APIGoogle Sheets

X (Twitter) automation — crypto news translation & posting

A full automation system that fetches crypto news, filters and translates it using the GPT-5.5 Pro model, then auto-publishes it as text, images, and video.

X (Twitter) APIn8nOpenAI APIGPT-5.5 Pro

News scraper & analyzer bot for 50+ sites

A Telegram bot that scrapes more than 50 news sites using 3+ methods (HTML, JS), analyzes the news, translates it, filters it, and sends it to the company group automatically.

PuppeteerHTML/JS Scrapingn8nTelegram API

Facebook Messenger chatbot for a seafood shop (voice & text)

An AI agent that understands customer text and voice notes in Egyptian Arabic, and logs and confirms fish orders in real time. **This system features automatic bot handoff the moment a human agent steps in (Human Agent Override), ensuring excellent customer service.**

Facebook Messenger APIWhisper STTHuman Overriden8nAI Agent

Automated management for 9 Facebook pages

A smart automation system that replies to every comment with one of 10 fixed varied responses, and automatically cross-shares new videos and posts across the other pages.

Facebook Page APIn8n TriggerComment Automation

Sales & inventory automation for a car-parts store

An automation system for a car-parts store (9,000+ parts) connected to the site's database, filtering products by customer needs and car model and logging orders directly on the site.

Database Integrationn8n Custom LogicCRM Sync

Automated post-purchase follow-up (WhatsApp)

A sales automation tool that sends smart, scheduled WhatsApp messages to customers 3 days after purchase to check satisfaction and resolve issues.

WhatsApp APIn8n SchedulerCustomer Relations

LeadForge — lead enrichment & CRM pipeline

Takes a raw B2B contact list, forward-fills the gaps real spreadsheets always have, and checks every lead against a dedup ledger before spending anything on it. A separate FastAPI service scans each company homepage for tech-stack markers, careers pages, and social links, then the enriched record is upserted into the CRM and written back to a sheet the whole team can open.

n8nFastAPI / PythonGoHighLevel CRMGoogle Sheets APIDedup Ledger
Source

LeadSniper — AI call scoring with a daily SMS digest

Every completed sales call is scored the moment it ends, weighing budget, urgency, decision-making authority, and engagement. At 6:00am the CEO gets a single text with only the three hottest leads from the day before. Two independent trigger paths share one data store — no dashboard to check, no inbox to dig through.

n8nClaude APITwilio SMSWebhooksCall Scoring
Source

AI sales agent with guarded price negotiation

Five n8n workflows behind one storefront agent. It answers from a live catalog, and because every product carries a minimum price and a maximum discount, it negotiates gradually toward that floor instead of refusing outright or over-discounting — and never reveals where the floor is. Confirmed orders are handed to the carrier and returned with tracking, while a dashboard tracks sales, conversion, and top products.

n8nOpenRouterData TablesShipping APIAdmin Dashboard
Source
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