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The AI Playbook for Advertisers

15 expert articles, 18 hands-on tutorials, 10 quick-start guides, original research, and a playable game. Everything you need to master AI-powered advertising.

By John Williams · Founder · $350M+ Managed · github.com/itallstartedwithaidea
18Expert Articles
18Tutorials
10How-To Guides
$350M+Managed Spend
New · Featured · 2026-06-11

How an AI Agent Migrated Two WordPress Sites Into One Headless Storefront — Without Losing a Lead, an Order, or a Ranking

A real-world case study: Claude Fable 5 inside Cursor, with Buddy as the live browser bridge, migrated a two-site WordPress/WooCommerce business to a headless Astro + Shopify + GoHighLevel stack — and verified every form, order, and automation against live execution logs before calling it done.

🔥 Google Ads Decoded — 18 Expert Articles
Article 27 — NEW

How an AI Agent Migrated Two WordPress Sites Into One Headless Storefront

The Squeaky Clean Turf case study — Fable 5 in Cursor with Buddy as the live browser bridge: two WordPress sites merged into one headless Astro storefront, WooCommerce to Shopify, Merchant Center fixed, and every CRM automation verified against live execution logs. What broke, what got fixed, and the reusable checklist.

Case Study · Fable 5 · Cursor · Buddy · Migrations · 2026
Article 26

Buddy Levels Up: Claude Fable 5, Runtime Tag X-Ray Vision, and One Session Across Every Tool

The biggest Buddy release yet — Claude Fable 5 frontier reasoning in the model picker, a real headless browser that verifies what your site actually fires (including tags hidden inside GTM), a memory that compounds across sessions, and one sign-in across the entire tool suite on web, iOS, and Android.

Buddy · Fable 5 · Tag Audits · Product Updates · 2026
Article 25

How I Launched My First ChatGPT Ads Campaign

The exact build in OpenAI's Ads Manager Beta — Reach campaign, two ad groups, context hints, the CPM bid that actually delivers, ChatGPT-built creative, and conversion tracking wired through Google Tag Manager in two steps. Real account, real screenshots.

ChatGPT Ads · OpenAI · Conversion Tracking · GTM · 2026
ChatGPT Ads

How to Sign Up for ChatGPT Ads (And Why You Should Care)

The companion signup guide: a screen-by-screen walkthrough of OpenAI's Ads Manager Beta verification flow, what trips people up, and what to do once you're verified.

ChatGPT Ads · OpenAI · Ads Manager Beta · Signup
Article 1

Google's AI Essentials 2.0 — What It Actually Means for Your Account

The real impact of Google's AI overhaul on your campaigns. What changed, what didn't, and what to do now.

AI · Google Ads · 2026
Article 2

AI Max for Search Campaigns — A Practitioner's First Take

Hands-on analysis of AI Max after managing real budgets. The good, the bad, and when to use it.

AI Max · Search · Automation
Article 3

Ads in AI Overviews — The New Channel

How ads in AI Overviews work, what early data shows, and how to position your campaigns.

AI Overviews · SGE · New
Article 4

Campaign Types Decoded — Decision Framework

When to use Search, PMax, Display, Video, Demand Gen. A practitioner's decision tree.

Campaign Types · Strategy
Article 5

Smart Bidding — What Google Won't Tell You

The truth about automated bidding after $350M in managed spend. When it works, when it doesn't.

Smart Bidding · tCPA · tROAS
Article 6

Conversion Tracking Is Your Competitive Moat

Why 90% of accounts have broken tracking and how to build a system that gives you an unfair advantage.

Conversions · Tracking · GA4
Article 7

Ad Assets — The Free Clicks You're Missing

Sitelinks, callouts, structured snippets, images. The extensions that increase CTR for free.

Extensions · Assets · CTR
Article 8

Account Structure Still Matters

Even when Google says it doesn't. The structural decisions that compound over time.

Structure · Organization
Article 9

Mobile-First Is Dead — Mobile-Only Is Reality

The data on mobile dominance and what it means for your landing pages, bids, and creative.

Mobile · UX · Landing Pages
Article 10

Budget Pacing — Why Google Overspends

Google can spend up to 2x your daily budget. Here's why and how to control it.

Budget · Pacing · Control
Article 11

Targeting in 2026 — AI-Driven Audiences

The shift from manual keyword targeting to AI-driven audience signals. How to adapt.

Targeting · Audiences · AI
Article 12

Web-to-App Connect — The 21% ROI Lift

The integration most advertisers ignore that Google says delivers 21% better ROI.

Web-to-App · ROI · Integration
Article 13

Smart Campaigns — Work, Waste, or Graduate

When Smart Campaigns make sense, when they're burning money, and how to upgrade.

Smart Campaigns · SMB
Article 14

Google's Best Practices — What I Agree With (and Don't)

After $350M in managed spend, which Google recommendations are gold and which are garbage.

Best Practices · Expert · $350M
Article 15

5 Open-Source Google Ads AI Tools — MCP, Gemini, Claude Skills

I shipped 5 tools that give AI agents real Google Ads API access. Python MCP server, Gemini extension, Anthropic Claude Skills, and a production agent. Full architecture breakdown.

MCP · Gemini · Claude · Open Source · 2026
Article 16

MiniAgent: I Trained an Advertising AI from Zero for $0.13

A trainable advertising LLM + 14 MCP servers + agent skills + Ghost Writer v2.0. Based on minimind (42k stars). Train from zero in 2 hours on one GPU. The full stack, open source.

MiniAgent · MCP · Training · Ghost Writer · Open Source · 2026
Article 17

Walmart × OpenAI Agentic Commerce — Are We Thinking About AI Shopping All Wrong?

What Walmart's agentic commerce partnership with OpenAI means for Google Ads, Shopping campaigns, and the future of retail advertising.

Walmart · OpenAI · Agentic · Commerce · 2026
Article 18

How We Responded to Google's March 2026 Core Update — A Case Study

Real data, real response. What changed in our rankings, what we fixed, and the framework we use to turn core updates into competitive advantages.

Core Update · E-E-A-T · Case Study · 2026
Article 19 — NEW

Building Good Life Insurance Group on Cloudflare With Buddy

77 pages, $0 hosting, a real brand. The full case study of shipping goodlifeinsurancegroup.com end-to-end on Cloudflare Pages with Buddy by ahmeego — Astro, Pages Functions, MailChannels, real E-E-A-T.

Built with Buddy · Cloudflare Pages · Astro · MailChannels · Case Study
Article 20 — NEW

Building Summit Tracker — A PIN-Gated CRM Mockup on Cloudflare Workers

24 views, role-based scopes, a mobile PWA pattern, all behind a PIN gate on a single Cloudflare Worker. Plus the regression that left it open for 27 minutes — and the fix.

Built with Buddy · Cloudflare Workers · PIN Gate · CRM · Case Study
Article 23 — NEW

50 Things Each Industry Tracks That Generic CRMs Miss

300 industry-specific nuances across 6 verticals — life insurance, real estate, lending, auto dealerships, ABA therapy, ad sales. Why generic CRMs feel wrong, and what to track instead. Six live demos.

Vertical Software · Industry Nuances · Sales Tracker · Live Demos
Article 21

The Same Sales Tracker for Real Estate, Loans, Auto, ABA, and Ad Sales

Six industries. Six live demos. One engine. A vertical-by-vertical breakdown of how the same dashboard fits agencies, brokerages, lending shops, dealerships, ABA clinics, and ad sales teams.

Industry Fit · Live Demos · Multi-vertical
Article 20

Tracker vs GHL vs HubSpot vs Salesforce

What you actually get, what you actually pay, and why most teams need a floor board instead of another CRM. Side-by-side, no marketing speak.

Comparison · CRM · Sales Tracker
Article 19

The Real-Time Sales Tracker Origin Story

How a frustration with not knowing what was happening on the floor became a real-time tracker that now powers six industries. Built with Buddy.

Built with Buddy · Origin Story · Sales Tracker
Article 22

Request Your Tracker — Setup, Cost, Timeline

Plain-English answers: what we need from you, what it costs, and how long until your team is staring at their own live floor.

Pricing · Onboarding · Sales Tracker
📘 Vol 1: Foundations — 10 Hands-On Tutorials
Tutorial 1

AI Foundations — Setting Up Your First AI-Powered Marketing Stack

Set up Claude, OpenAI, and Gemini APIs. Make your first AI call to analyze a search query report.

Python · Claude · OpenAI · Gemini
Tutorial 2

Prompt Engineering for Paid Media

7 ready-to-use prompt templates for RSA headlines, search query analysis, competitor intel, and more.

Prompting · RSA · Templates
Tutorial 3

Connecting to APIs — Wire AI Into Your Platforms

OAuth2, Google Ads API, GA4, Search Console. Build the credential pipeline that powers everything.

OAuth2 · Google Ads API · GA4
Tutorial 4

Google Ads Scripts — Automate Without Engineers

Production-ready Scripts for anomaly detection, automated reporting, and bid management.

Google Ads Scripts · JavaScript
Tutorial 5

Building Your First AI Agent

From script to autonomous system. How GoogleAdsAgent.ai's 28-action architecture works.

AI Agents · Architecture · Claude
Tutorial 6

Deploying AI Solutions — Laptop to Production

Docker, Cloudflare Workers, GitHub Actions, environment management. Ship your AI tools.

Docker · Deployment · CI/CD
Tutorial 7

E-E-A-T Content That AI Cannot Replicate

Why practitioner experience is the moat. Real frameworks for original, authoritative content.

E-E-A-T · Content · SEO
Tutorial 8

Paid Media Automation System

Build an AI-powered campaign management system with anomaly detection and auto-optimization.

Automation · Campaigns · Bidding
Tutorial 9

AI-Powered Measurement

Move from static dashboards to intelligent systems that detect anomalies and recommend actions.

Analytics · GA4 · Dashboards
Tutorial 10

The Future of AI Marketing & Tool Reference

Complete reference of every tool, action, and integration. Your ongoing companion document.

Reference · Tools · Future
📗 Vol 2: Advanced — 8 Deep-Dive Tutorials
Tutorial 11

Python Fundamentals for Marketers

Variables, functions, loops, pandas, Google Sheets. Zero programming experience assumed.

Python · Pandas · Data
Tutorial 12

JavaScript & Google Apps Script

Automate Sheets, connect to AI APIs, build custom menus, set up triggers. 4 production scripts.

Apps Script · JavaScript · Sheets
Tutorial 13

SearchAPI & Competitive Intelligence

Monitor competitors in real-time. SERP tracking, ad transparency, Google Trends integration.

SearchAPI · Competitor · SERP
Tutorial 14

Meta Ads AI Automation

Advantage+ setup, API integration, creative systems. Facebook and Instagram advertising with AI.

Meta · Facebook · Instagram
Tutorial 15

Amazon Advertising AI

Sponsored Products, listing optimization, bid agents. The #3 ad platform with AI tools.

Amazon · eCommerce · Bids
Tutorial 16

E-Commerce & AI

When your customer is an algorithm. Product feeds, shopping campaigns, marketplace optimization.

eCommerce · Shopping · Feeds
Tutorial 17

Cross-Channel AI Strategy

Budget allocation, attribution, unified reporting across Google, Meta, Amazon, and more.

Cross-Channel · Attribution · Budget
Tutorial 18

Marketing Mix Modeling with AI

Robyn, Meridian, privacy-safe measurement. The future of attribution in a cookieless world.

MMM · Robyn · Privacy
🔧 Quick-Start How-To Guides
Guide 1

Cluster Keywords with AI

Group thousands of keywords into themes using embeddings and clustering algorithms.

Keywords · Clustering · NLP
Guide 2

Generate Schema Markup with AI

Auto-generate structured data for your pages. FAQ, Product, Article schema in minutes.

Schema · SEO · Structured Data
Guide 3

Build Programmatic SEO at Scale

Generate hundreds of optimized pages from templates and data. City pages, product pages, more.

pSEO · Templates · Scale
Guide 4

Containerize Your Marketing AI with Docker

Package your AI tools into portable containers. Deploy anywhere, reproduce everywhere.

Docker · Containers · DevOps
Guide 5

Build a Streamlit Dashboard

Interactive dashboards for campaign data. Real-time charts, filters, and AI insights.

Streamlit · Dashboards · Python
Guide 6

Connect GA4 to AI for Automated Insights

Wire Google Analytics 4 into your AI pipeline. Anomaly detection meets web analytics.

GA4 · Analytics · API
Guide 7

Build a Chrome Extension for PPC

Custom Chrome extensions that overlay AI insights on Google Ads. Your personal copilot.

Chrome · Extension · PPC
Guide 8

Complete API Setup Reference Card

Every API endpoint, every credential, every setup step in one reference card.

API · Reference · Setup
Guide 9

AI Content That Passes E-E-A-T

Quick checklist for creating AI-assisted content that Google trusts and ranks.

E-E-A-T · Content · Checklist
Guide 10

Your Week-by-Week Learning Curriculum

12-week structured plan to go from zero to production AI advertising systems.

Curriculum · Learning · Plan
🛠️ AI Tools — Deep Dives
Marketplaces · NEW

Buddy was first on Gemini CLI. Now he's on Claude Code too.

How the production Google Ads agent at ahmeego.com became the only Google Ads tooling listed on either Anthropic's Claude Code plugin marketplace or Google's Gemini CLI extension marketplace. Two terminals, one agent, 77 skills, $350M+ in managed spend behind it.

Claude Code · Gemini CLI · MCP · Marketplaces · 2026
Article 16 — NEW

Ghost Writer: The AI Content Engine That Passes Every Detector

40-point QA, triple-detector validation, 18 platform formats, voice fingerprinting. How Ghost Protocol defeats GPTZero, Pangram, and Originality.ai — and why it matters.

Ghost Protocol · AI Detection · GPT-5.4 · Open Source · 2026
📊 Research & Reports
Research Report

The State of U.S. Digital Advertising Agencies — 2026

Original E-E-A-T research: 9,346 agencies analyzed, 50-state market intelligence, AI adoption rates, salary data, and industry trends.

E-E-A-T · Research · 9,346 Agencies · 50 States
💬 Community Q&A — Real Questions, Expert Answers
Q&A

For those using portfolio bid strategy, how do you A/B test ...

Learn how to A/B test Google Ads portfolio bid strategies without Campaign Experiments using sequential, geo-split, and cluster testing methods.

Bidding & Smart Bidding · Jun 20, 2026
Q&A

Improving Quality Score

Learn how to improve Google Ads Quality Score with actionable fixes for CTR, ad relevance, and landing page experience from a $350M+ PPC specialist.

Google Ads Strategy · Jun 20, 2026
Q&A

What are some things I can do daily/weekly as a routine ...

Learn the exact daily, weekly, and monthly Google Ads optimization routines used to manage $350M+ in ad spend — with checklists, benchmarks, and automation tips

Google Ads Strategy · Jun 19, 2026
Q&A

Has anyone here used ChatGPT to build a full Google Ads ...

Learn how PPC pros use ChatGPT to build and optimize Google Ads campaigns — with expert guidance on measurement, workflows, and where AI falls short.

Tracking & Measurement · Jun 18, 2026
Q&A

how much does a google PPC campaign costs?

Learn exactly how much a Google PPC campaign costs, with real CPC benchmarks by industry, budget frameworks, and expert tips to control spend and maximize ROI.

Budget & ROI · Jun 17, 2026
Q&A

Google Ads Spend to Capacity Model - Feedback Requested

Learn how to build a Google Ads spend-to-capacity model with real benchmarks, CPC inflation curves, and a tiered framework for presenting to finance teams.

Budget & ROI · Jun 17, 2026
Q&A

Is google ads a viable option for a home improvement ...

Can a home improvement business get 10-20 leads/day from Google Ads? A senior PPC specialist breaks down budget, structure, and strategy for local contractors.

Google Ads Strategy · Jun 16, 2026
Q&A

Why Video Should Be a Core Part of Your PPC Strategy in ...

Learn why video should be a core part of your PPC strategy, with actionable advice on formats, funnel structure, creative, measurement, and budget allocation.

YouTube & Video · Jun 16, 2026
Q&A

Are Google Ads a Scam?

Google Ads isn't a scam — but without proper budget setup, tracking, and patience through the learning phase, it can feel like one. Here's how to fix it.

Budget & ROI · Jun 15, 2026
Q&A

Google Ads: Measuring Conversion With GA vs ...

Google Ads native conversion tracking vs GA4 imports: which is better for Smart Bidding, attribution accuracy, and avoiding double-counting in 2024.

Tracking & Measurement · Jun 15, 2026
Q&A

Google Ads - what is going on?

Google Ads feeling broken? Learn why performance has shifted, what's changed on the platform, and get a concrete action plan from a senior PPC specialist.

Google Ads Strategy · Jun 14, 2026
Q&A

Results headlines and descriptions Responsive Search Ads

Learn how to extract actionable landing page insights from RSA asset performance data, avoid common pitfalls, and build a creative feedback loop in Google Ads.

Ad Copy & Creative · Jun 13, 2026
Q&A

Google Ads rep told me to ignore quality score

Should you ignore Quality Score in Google Ads? A senior PPC specialist explains what reps mean, why QS still matters, and how to use it as a diagnostic tool.

Google Ads Strategy · Jun 13, 2026
Q&A

Setting up Google Conversions is Driving me crazy. Easier ...

Learn how to set up Google Ads conversion tracking correctly — methods, settings, common mistakes, and a step-by-step action plan from a senior PPC specialist.

Tracking & Measurement · Jun 11, 2026
Q&A

Google Ads: How is a 7/10 Quality Score?

Learn what a 7/10 Google Ads Quality Score means, how each component affects your CPCs, and exactly how to improve landing page experience to reach 8-10.

Google Ads Strategy · Jun 10, 2026
Q&A

What is going on with the new Google Ads conversion ...

Google Ads new conversion interface breaking GA4 imports? Learn exactly what changed, how to fix it, and build a reliable conversion tracking setup.

Tracking & Measurement · Jun 10, 2026
Q&A

Created first PPC Adwords Campaign but encounter a couple ...

First Google Ads campaign not performing? Learn how to fix low impressions, poor conversions, and bidding mistakes with expert PPC advice from $350M+ in managed

Google Ads Strategy · Jun 9, 2026
Q&A

My Amazon PPC Launch Strategy Sucks ($1500 1st month ...

Learn how to fix a failing Amazon PPC launch strategy with phase-based bidding, the shoveler campaign technique, and a proven $1,500/month budget framework.

Bidding & Smart Bidding · Jun 9, 2026
Q&A

What's the smallest budget you've seen Google ads ...

Learn the real minimum Google Ads budgets that work, by campaign type, plus expert tactics to maximize performance when spend is limited.

Budget & ROI · Jun 8, 2026
Q&A

How do you handle competitors bidding on your brand ...

Learn how to defend your brand keywords on Google Ads, handle competitor bidding, file trademark complaints, and decide when to run conquest campaigns.

Bidding & Smart Bidding · Jun 8, 2026
Q&A

How do I work with an absurdly low budget

Learn how to run effective Google Ads campaigns for local service businesses on a tight budget, with actionable strategies for keywords, bidding, and targeting.

Local & Maps · Jun 7, 2026
Q&A

What's the best way to optimise search campaign?

Learn how to optimise Google Search campaigns with expert strategies covering conversion tracking, keywords, bidding, ad copy, and account hygiene.

Shopping & PMax · Jun 7, 2026
Q&A

PPC Strategy to Target Commercial Clients

Learn how to build a Google Ads PPC strategy that targets commercial B2B clients using pre-qualifying copy, keyword architecture, and offline conversion trackin

Google Ads Strategy · Jun 6, 2026
Q&A

Google Ads - Tracking Conversions - Is it Difficult?

Learn how Google Ads conversion tracking works, how to audit your setup, and what to ask your agency to ensure your ROI measurement is accurate.

Tracking & Measurement · Jun 6, 2026
Q&A

How Much Should I Spend on Google Ads? (Small Business)

Budget frameworks, minimum viable spend, and how to scale from $500 to $5,000/month without wasting money.

Budget · Small Business · Reddit
Q&A

Performance Max vs Search Campaigns — When to Use Which

Real practitioner breakdown of when PMax beats Search and when it's a budget black hole.

PMax · Search · Strategy
Q&A

Broad Match vs Exact Match in 2026

How match types have evolved with Smart Bidding and when each still makes sense.

Match Types · Broad · Exact
Q&A

Is Performance Max Useless?

Honest assessment with data — when PMax works, when it wastes budget, and how to tell the difference.

PMax · Analysis · Reddit
Q&A

Google Ads Conversion Tracking

Step-by-step setup guide and common pitfalls that break your data.

Conversion Tracking · Setup
Q&A

How Important Is Conversion Tracking?

Why conversion tracking is the single most important thing in your account — and what breaks without it.

Conversion Tracking · Fundamentals
Q&A

Is Google Ads Still Worth It for Small Business?

2026 reality check on Google Ads ROI for small businesses with limited budgets.

ROI · Small Business · 2026
Q&A

Beginner Google Ads User — Where Do I Start?

The no-BS starter guide for small business owners running their first campaigns.

Beginner · Getting Started
Q&A

Explain Performance Max Like I'm 5

Plain-language breakdown of what PMax actually does and why Google pushes it so hard.

PMax · Explained · Beginner
Q&A

My Experience with Google Ads, FWIW

A real advertiser shares what worked and what didn't — with expert commentary.

Experience · Real Data
Q&A

It's 2026 — One Piece of Google Ads Advice?

The single most important thing every Google Ads advertiser should focus on right now.

Advice · 2026 · Strategy
🎓 AI Agents Crash Course
Free Course

The Complete 5-Day AI Agents Crash Course

From absolute zero to deploying multi-agent systems. 28 API actions, 6 sub-agents, 5 white papers, 5 playable games. Built on Claude. Open source.

Free · 5 Days · MCP · A2A · Games · APA 7th
🔗 Open Source Repositories
MCP Server

Google Ads MCP — 29 Tools

Python MCP server for live Google Ads API access. Works with Claude, Cursor, Windsurf, OpenAI Agents SDK.

Python · MCP · 29 Tools
Claude Skills

Anthropic Agent Skills — 5 Skills

Teaches Claude Google Ads expertise. Analysis, audit, write (CEP), math, and MCP setup.

Claude · Anthropic · Agent Skills
Gemini Ext

Gemini CLI Extension — 22 Tools

Full Gemini CLI extension with MCP server, commands, skills, hooks, policies, and themes.

Gemini CLI · Node.js · 22 Tools
Agent

Google Ads API Agent

28 actions, 6 sub-agents, full Python architecture. The engine behind GoogleAdsAgent.ai.

Python · Claude · Google Ads API
Website

GoogleAdsAgent.ai Site

The complete website, tools, and blog. Static HTML + Cloudflare Pages.

HTML · Cloudflare Pages
Creative

Creative Asset Generator

AI-powered RSA, Display, Video, and Shopping ad copy generator.

RSA · Display · PMax