DEV Community

Michael profile picture

Michael

Pro Developer & n8n Guru. Deep-diving into AI, system architecture, and building data-driven engines. I write about creating scalable automations with n8n and the modern tech stack.

Joined Joined on  Personal website https://www.getmichaelai.com/
The ROI Math Every Engineer Should Run Before Building an AI Agent
michaelaiglobal profile

The ROI Math Every Engineer Should Run Before Building an AI Agent

#ai #automation #n8n #business
Comments
3 min read
Stop Reaching for an AI Agent When a Cron Job Would Do
michaelaiglobal profile

Stop Reaching for an AI Agent When a Cron Job Would Do

#ai #automation #n8n #business
Comments
3 min read
Stop Automating Randomly: A Scoring Model for Picking Your First AI Workflow
michaelaiglobal profile

Stop Automating Randomly: A Scoring Model for Picking Your First AI Workflow

#ai #automation #n8n #business
Comments
4 min read
Your AI Chatbot Has Freeloaders: A Developer's Guide to Killing Runaway Token Bills
michaelaiglobal profile

Your AI Chatbot Has Freeloaders: A Developer's Guide to Killing Runaway Token Bills

#ai #automation #n8n #business
Comments
4 min read
The 40% Support Cost Cut That Doesn't Tank Your CSAT: An Engineering Playbook
michaelaiglobal profile

The 40% Support Cost Cut That Doesn't Tank Your CSAT: An Engineering Playbook

#ai #automation #n8n #business
Comments
3 min read
RAG or Bust: Why Your Standard Chatbot Fails at Customer Support (And How to Fix It)
michaelaiglobal profile

RAG or Bust: Why Your Standard Chatbot Fails at Customer Support (And How to Fix It)

#ai #automation #n8n #business
Comments
4 min read
Your Chatbot's Message Count Is a Vanity Metric: 7 KPIs That Actually Matter
michaelaiglobal profile

Your Chatbot's Message Count Is a Vanity Metric: 7 KPIs That Actually Matter

#ai #automation #n8n #business
Comments
4 min read
The AI Chatbot ROI Formula: How to Model Support Automation Spend Before You Ship
michaelaiglobal profile

The AI Chatbot ROI Formula: How to Model Support Automation Spend Before You Ship

#ai #automation #n8n #business
Comments
3 min read
The Deflection Rate Trap: Building AI Support That Cuts Costs Without Burning Customers
michaelaiglobal profile

The Deflection Rate Trap: Building AI Support That Cuts Costs Without Burning Customers

#ai #automation #n8n #business
Comments
4 min read
8 AI Automations Small Businesses Can Ship This Quarter (With Actual ROI)
michaelaiglobal profile

8 AI Automations Small Businesses Can Ship This Quarter (With Actual ROI)

#ai #automation #n8n #business
5
Comments
4 min read
Off-the-Shelf Chatbot vs Custom AI Agent: The Decision Framework Nobody Gives You
michaelaiglobal profile

Off-the-Shelf Chatbot vs Custom AI Agent: The Decision Framework Nobody Gives You

#ai #automation #n8n #business
Comments
4 min read
Token Freeloading: Why Your Support Chatbot's Cloud Bill Doesn't Match Its ROI
michaelaiglobal profile

Token Freeloading: Why Your Support Chatbot's Cloud Bill Doesn't Match Its ROI

#ai #automation #n8n #business
Comments
4 min read
Stop Your Chatbot From Hallucinating: A Practical Guide to RAG
michaelaiglobal profile

Stop Your Chatbot From Hallucinating: A Practical Guide to RAG

#ai #automation #n8n #business
Comments
4 min read
Stop Tracking Chatbot 'Conversations' - Here Are the 7 KPIs That Prove ROI
michaelaiglobal profile

Stop Tracking Chatbot 'Conversations' - Here Are the 7 KPIs That Prove ROI

#ai #automation #n8n #business
5
Comments
3 min read
The AI Chatbot ROI Formula: Model Your Payback Before Writing a Line of Code
michaelaiglobal profile

The AI Chatbot ROI Formula: Model Your Payback Before Writing a Line of Code

#ai #automation #n8n #business
5
Comments
3 min read
Building a B2B Video Content Engine That Converts (With AI in the Pipeline)
michaelaiglobal profile

Building a B2B Video Content Engine That Converts (With AI in the Pipeline)

#ai #automation #n8n #business
Comments
4 min read
Retention as Code: 5 Automated Systems That Keep B2B Clients From Churning
michaelaiglobal profile

Retention as Code: 5 Automated Systems That Keep B2B Clients From Churning

#ai #automation #n8n #business
Comments
4 min read
Automating LinkedIn B2B Lead Gen: A Systems Approach for Builders
michaelaiglobal profile

Automating LinkedIn B2B Lead Gen: A Systems Approach for Builders

#ai #automation #n8n #business
Comments
4 min read
Building an AI-Powered B2B Marketing Stack: 7 Systems That Actually Convert
michaelaiglobal profile

Building an AI-Powered B2B Marketing Stack: 7 Systems That Actually Convert

#ai #automation #n8n #business
Comments
4 min read
Stop Counting Page Views: A Developer's Guide to Tracking B2B Content ROI to Closed Deals
michaelaiglobal profile

Stop Counting Page Views: A Developer's Guide to Tracking B2B Content ROI to Closed Deals

#ai #automation #n8n #business
Comments
4 min read
The B2B Funnel Is a Lie: Building Lead Nurturing for Buyers Who Don't Move in Straight Lines
michaelaiglobal profile

The B2B Funnel Is a Lie: Building Lead Nurturing for Buyers Who Don't Move in Straight Lines

#ai #automation #n8n #business
Comments
4 min read
ABM for Engineers: How to Build a Target Account Machine Instead of Spraying Emails
michaelaiglobal profile

ABM for Engineers: How to Build a Target Account Machine Instead of Spraying Emails

#ai #automation #n8n #business
Comments
4 min read
Your B2B Stack Is 5 Tools and 500 Manual Handoffs. Fix the Handoffs.
michaelaiglobal profile

Your B2B Stack Is 5 Tools and 500 Manual Handoffs. Fix the Handoffs.

#ai #automation #n8n #business
Comments
4 min read
Custom AI Agents vs. Off-the-Shelf SaaS: What Actually Breaks at Enterprise Scale
michaelaiglobal profile

Custom AI Agents vs. Off-the-Shelf SaaS: What Actually Breaks at Enterprise Scale

#ai #automation #n8n #business
Comments
4 min read
Stop Guessing: Build a Marketing ROI Model Your CFO Can't Argue With
michaelaiglobal profile

Stop Guessing: Build a Marketing ROI Model Your CFO Can't Argue With

#ai #automation #n8n #business
Comments
4 min read
Predictive Lead Scoring in an Afternoon: A No-PhD Guide for B2B Teams
michaelaiglobal profile

Predictive Lead Scoring in an Afternoon: A No-PhD Guide for B2B Teams

#ai #automation #n8n #business
Comments
4 min read
What 10,000 Cold Emails Taught Me About Reply Rates (With the Data)
michaelaiglobal profile

What 10,000 Cold Emails Taught Me About Reply Rates (With the Data)

#ai #automation #n8n #business
Comments 1
4 min read
The 7 Questions That Separate a Good SaaS Vendor From a Two-Year Regret
michaelaiglobal profile

The 7 Questions That Separate a Good SaaS Vendor From a Two-Year Regret

#ai #automation #n8n #business
Comments
4 min read
How We Rebuilt a B2B Lead Pipeline with AI Agents and Grew MQLs 75% in 90 Days
michaelaiglobal profile

How We Rebuilt a B2B Lead Pipeline with AI Agents and Grew MQLs 75% in 90 Days

#ai #automation #n8n #business
Comments
4 min read
Zapier vs. Make vs. Done-For-You: An Honest Look at What Automation Actually Costs You
michaelaiglobal profile

Zapier vs. Make vs. Done-For-You: An Honest Look at What Automation Actually Costs You

#ai #automation #n8n #business
Comments
4 min read
AI in B2B Support: Where It Actually Works (And Where It Quietly Breaks)
michaelaiglobal profile

AI in B2B Support: Where It Actually Works (And Where It Quietly Breaks)

#ai #automation #n8n #business
Comments
4 min read
The SaaS Evaluation Checklist I Wish I'd Had Before Signing 3 Bad Contracts
michaelaiglobal profile

The SaaS Evaluation Checklist I Wish I'd Had Before Signing 3 Bad Contracts

#ai #automation #n8n #business
Comments
4 min read
I Asked 5 Automation Engineers What Breaks First in 2025 — Their Answers Surprised Me
michaelaiglobal profile

I Asked 5 Automation Engineers What Breaks First in 2025 — Their Answers Surprised Me

#ai #automation #n8n #business
Comments
4 min read
10 B2B Marketing Mistakes You Can Fix With Automation (Not More Headcount)
michaelaiglobal profile

10 B2B Marketing Mistakes You Can Fix With Automation (Not More Headcount)

#ai #automation #n8n #business
Comments
4 min read
Your B2B Sales Funnel Is Leaking: An Engineer's Guide to Plugging It in 2024
michaelaiglobal profile

Your B2B Sales Funnel Is Leaking: An Engineer's Guide to Plugging It in 2024

#ai #automation #n8n #business
Comments
4 min read
The Lead Gen System That Lifted Qualified Demos by 78% (Full Architecture Breakdown)
michaelaiglobal profile

The Lead Gen System That Lifted Qualified Demos by 78% (Full Architecture Breakdown)

#ai #automation #n8n #business
Comments
4 min read
Automating LinkedIn Lead Gen: A Developer's Playbook for Turning Posts Into Pipeline
michaelaiglobal profile

Automating LinkedIn Lead Gen: A Developer's Playbook for Turning Posts Into Pipeline

#ai #automation #n8n #business
Comments
3 min read
Churn Is a Data Problem: Automating B2B Retention From Onboarding to Advocacy
michaelaiglobal profile

Churn Is a Data Problem: Automating B2B Retention From Onboarding to Advocacy

#ai #automation #n8n #business
Comments
4 min read
Sales Enablement Is a Data Pipeline Problem, Not a Slide Deck Problem
michaelaiglobal profile

Sales Enablement Is a Data Pipeline Problem, Not a Slide Deck Problem

#ai #automation #n8n #business
1
Comments 1
4 min read
7 Common Myths About Enterprise AI Debunked by Data
michaelaiglobal profile

7 Common Myths About Enterprise AI Debunked by Data

#ai #automation #n8n #developer
Comments
4 min read
Vector Database Showdown: How to Choose the Right Solution for Your AI Stack
michaelaiglobal profile

Vector Database Showdown: How to Choose the Right Solution for Your AI Stack

#ai #automation #n8n #developer
Comments
3 min read
The Developer's Guide to Growth: 5 B2B Marketing Trends to Watch in 2024
michaelaiglobal profile

The Developer's Guide to Growth: 5 B2B Marketing Trends to Watch in 2024

#ai #automation #n8n #developer
Comments
3 min read
Engineering the Perfect B2B Case Study That Converts (Template Included)
michaelaiglobal profile

Engineering the Perfect B2B Case Study That Converts (Template Included)

#ai #automation #n8n #developer
Comments
3 min read
The DRY Approach to B2B Content: Building a Webinar-to-Blog Repurposing Pipeline
michaelaiglobal profile

The DRY Approach to B2B Content: Building a Webinar-to-Blog Repurposing Pipeline

#ai #automation #n8n #developer
Comments
3 min read
Architecting the Funnel: 5 Practical Ways to Inject AI into B2B Marketing Automation
michaelaiglobal profile

Architecting the Funnel: 5 Practical Ways to Inject AI into B2B Marketing Automation

#ai #automation #n8n #developer
Comments
3 min read
Smarketing 101: Debugging Your Revenue Stream for B2B Growth
michaelaiglobal profile

Smarketing 101: Debugging Your Revenue Stream for B2B Growth

#ai #automation #n8n #developer
Comments
4 min read
Beyond the Profile: Advanced LinkedIn Strategies for B2B Lead Generation (The Hacker's Way)
michaelaiglobal profile

Beyond the Profile: Advanced LinkedIn Strategies for B2B Lead Generation (The Hacker's Way)

#ai #automation #n8n #developer
Comments
4 min read
Engineering Trust: How to Write a B2B Case Study That Converts High-Value Leads
michaelaiglobal profile

Engineering Trust: How to Write a B2B Case Study That Converts High-Value Leads

#ai #automation #n8n #developer
Comments
3 min read
The Ultimate Guide to Launching Your First Account-Based Marketing (ABM) Campaign: A Builder's Playbook
michaelaiglobal profile

The Ultimate Guide to Launching Your First Account-Based Marketing (ABM) Campaign: A Builder's Playbook

#ai #automation #n8n #developer
Comments
3 min read
Systemizing Revenue: Building Your First Sales Enablement Playbook
michaelaiglobal profile

Systemizing Revenue: Building Your First Sales Enablement Playbook

#ai #automation #n8n #developer
Comments
3 min read
Nobody Wants Your 30-Page PDF: 7 High-Converting Alternatives to Gated Ebooks
michaelaiglobal profile

Nobody Wants Your 30-Page PDF: 7 High-Converting Alternatives to Gated Ebooks

#ai #automation #n8n #developer
Comments
4 min read
Engineering Growth: Automating B2B Customer Success from Onboarding to Advocacy
michaelaiglobal profile

Engineering Growth: Automating B2B Customer Success from Onboarding to Advocacy

#ai #automation #n8n #developer
Comments
4 min read
Building a Bulletproof Sales Tech Stack: The Developer's B2B CRM Integration Checklist
michaelaiglobal profile

Building a Bulletproof Sales Tech Stack: The Developer's B2B CRM Integration Checklist

#ai #automation #n8n #developer
Comments
3 min read
Beyond the Blog: Applying the DRY Principle to Repurpose B2B Content for Maximum SEO Impact
michaelaiglobal profile

Beyond the Blog: Applying the DRY Principle to Repurpose B2B Content for Maximum SEO Impact

#ai #automation #n8n #developer
Comments
3 min read
Hacking the Enterprise Sales Cycle: 5 ABM Plays That Actually Close Deals
michaelaiglobal profile

Hacking the Enterprise Sales Cycle: 5 ABM Plays That Actually Close Deals

#ai #automation #n8n #developer
Comments
4 min read
Building a Predictive Sales Engine: How to Leverage AI for B2B Revenue Forecasting
michaelaiglobal profile

Building a Predictive Sales Engine: How to Leverage AI for B2B Revenue Forecasting

#ai #automation #n8n #developer
Comments
3 min read
Architecting the Ultimate B2B Buyer Experience: A Developer's Guide to E-commerce Optimization
michaelaiglobal profile

Architecting the Ultimate B2B Buyer Experience: A Developer's Guide to E-commerce Optimization

#ai #automation #n8n #developer
Comments
3 min read
Stop Bleeding Users: 10 Code-to-Customer Strategies to Reduce SaaS Churn
michaelaiglobal profile

Stop Bleeding Users: 10 Code-to-Customer Strategies to Reduce SaaS Churn

#ai #automation #n8n #developer
Comments
4 min read
Beyond the Blog: 7 High-Impact B2B Content Formats for Dev-Founders
michaelaiglobal profile

Beyond the Blog: 7 High-Impact B2B Content Formats for Dev-Founders

#ai #automation #n8n #developer
Comments
4 min read
Locking Down the Startup: The Ultimate SMB Cybersecurity Checklist for Tech Builders
michaelaiglobal profile

Locking Down the Startup: The Ultimate SMB Cybersecurity Checklist for Tech Builders

#ai #automation #n8n #developer
Comments
4 min read
loading...