The Lab Notes

What we're learning, shipping, and arguing about.

Field notes from operators building production AI. No takes. No theory. The thing that broke last week and how we fixed it.

Your Content Is Invisible to 73% of Searchers: Here's Your Search Everywhere Strategy
AI Systems
Your Content Is Invisible to 73% of Searchers: Here's Your Search Everywhere Strategy

Most marketers are still optimizing for Google as if it’s 2015, while their buyers are quietly shifting their searches to AI assistants, social platforms, and ...

Jan 20, 2026
Stop Spending Your Budget on AI Education (It's a Distraction)
AI Systems
Stop Spending Your Budget on AI Education (It's a Distraction)

Most companies waste AI training budgets because education doesn’t redesign how work gets done. Teams learn tools, attend workshops, and understand AI ...

Jan 19, 2026
How Do I Update Workflows for the New ChatGPT 5.1?
ChatGPT
How Do I Update Workflows for the New ChatGPT 5.1?

Update your workflows with ChatGPT5.1 by shifting from simple prompts to "Context Engineering" , treating prompts as strict API specs. Use the ...

Nov 16, 2025
The Perplexity Search API: A New Engine for Real-Time Marketing and Sales Intelligence
AI Tools
The Perplexity Search API: A New Engine for Real-Time Marketing and Sales Intelligence

The introduction of the Perplexity Search API represents a pivotal moment for the marketing and sales technology landscape. It is not merely an incremental ...

Sep 28, 2025
What Are the Best Strategies for Ranking in AI Search Results?
SEO
What Are the Best Strategies for Ranking in AI Search Results?

The best strategies for ranking in AI search results are to create content that answers user questions directly, structure information with clarity, use schema ...

Sep 10, 2025
How Do You Create Content That AI Search Engines Prefer?
SEO
How Do You Create Content That AI Search Engines Prefer?

You create content that AI search engines prefer by writing in a clear question-and-answer format, structuring information with tables and lists, and providing ...

Sep 10, 2025
How Can Marketers Use AI Search Optimization to Get Found?
SEO
How Can Marketers Use AI Search Optimization to Get Found?

Marketers can use AI Search Optimization (AIO) to get found by structuring content so that AI-driven engines like ChatGPT, Google AI Overviews, and Perplexity ...

Sep 10, 2025
What Is AI Search Optimization and Why Does It Matter Now?
SEO
What Is AI Search Optimization and Why Does It Matter Now?

AI Search Optimization (AIO) is the practice of shaping your content so that artificial intelligence systems can understand, select, and surface it inside ...

Sep 10, 2025
How Does a RAG System Prevent Knowledge Drain When a Key Employee Leaves?
AI Systems
How Does a RAG System Prevent Knowledge Drain When a Key Employee Leaves?

A Retrieval-Augmented Generation (RAG) system prevents knowledge drain by capturing a departing employee's institutional knowledge from their documents and ...

Aug 12, 2025
How Can AI Analyze Our Internal Meeting Transcripts To Identify The Most Common Customer Concerns?
AI Systems
How Can AI Analyze Our Internal Meeting Transcripts To Identify The Most Common Customer Concerns?

To analyze internal meeting transcripts for customer concerns, use a Retrieval-Augmented Generation (RAG) system to perform a semantic search for ...

Aug 7, 2025
Can I Use AI To Generate Personalized Sales Emails By Analyzing My Company's Product Documentation And Past Successful Email Threads?
AI Systems
Can I Use AI To Generate Personalized Sales Emails By Analyzing My Company's Product Documentation And Past Successful Email Threads?

Yes. You can use a specific AI architecture called Retrieval-Augmented Generation (RAG) to analyze your private product documentation and successful email ...

Aug 7, 2025
What Is The Most Effective Way To Build A Customer Support Chatbot That Doesn't Hallucinate And Can Answer Specific Technical Questions?
AI Systems
What Is The Most Effective Way To Build A Customer Support Chatbot That Doesn't Hallucinate And Can Answer Specific Technical Questions?

The most effective way to build a customer support chatbot that doesn't hallucinate and can answer specific technical questions is to use a Retrieval-Augmented ...

Aug 7, 2025
How Can My Marketing Agency Quickly Build An AI Expert On A New Client's Products And Brand?
AI Systems
How Can My Marketing Agency Quickly Build An AI Expert On A New Client's Products And Brand?

Marketing agencies can rapidly build an AI expert on a new client by ingesting their website, brand guidelines, and product documents into a ...

Aug 7, 2025
What's The Best Automated System For Tagging And Searching A Large Library Of Marketing Images Based On Their Content And Theme?
AI Systems
What's The Best Automated System For Tagging And Searching A Large Library Of Marketing Images Based On Their Content And Theme?

The best automated system for tagging and searching a large marketing image library is an AI-powered Visual Intelligence system using Retrieval-Augmented ...

Aug 7, 2025
What is the best AI strategy for onboarding new salespeople using the knowledge of our top performers?
AI Systems
What is the best AI strategy for onboarding new salespeople using the knowledge of our top performers?

The best AI strategy for onboarding new salespeople is to create a Retrieval-Augmented Generation (RAG) knowledge base from the emails, meeting transcripts, ...

Aug 7, 2025
Can AI-Generated Content Rank In Search Engines For B2B SEO?
AI Systems
Can AI-Generated Content Rank In Search Engines For B2B SEO?

Yes, AI-generated content can and does rank in search engines for B2B SEO. However, success depends entirely on a strategy that combines AI's speed and scale ...

Jul 17, 2025
What’s The Difference Between An AI Content Engine And A Content Calendar Tool?
AI Systems
What’s The Difference Between An AI Content Engine And A Content Calendar Tool?

A content calendar organizes when and where you publish finished content. An AI Content Engine is a comprehensive system that generates, repurposes, and ...

Jul 15, 2025
What Is The Best AI Workflow For Automating Content Ideation?
AI Systems
What Is The Best AI Workflow For Automating Content Ideation?

The most effective AI workflow for automating content ideation involves four key steps: using AI to scrape trends and topics, expanding those topics into ...

Jul 15, 2025
When Should a B2B Marketer Scale From One AI tool to an Integrated AI Stack?
AI Tools
When Should a B2B Marketer Scale From One AI tool to an Integrated AI Stack?

B2B marketers should scale from a single AI tool to an integrated AI stack when they hit clear thresholds: diminishing returns from one tool, the emergence of ...

Jul 15, 2025
Security and Compliance Risks of AI Marketing Automation and How to Mitigate Them
AI Systems
Security and Compliance Risks of AI Marketing Automation and How to Mitigate Them

To safely implement AI in marketing automation, you must address critical risks like data leaks, algorithmic bias, and regulatory non-compliance. The most ...

Jul 15, 2025
How To Choose Between No-code AI Tools And Custom Models For Marketing Automation
AI Tools
How To Choose Between No-code AI Tools And Custom Models For Marketing Automation

For most marketing automation, use no-code tools for speed and budgets under $10,000. Opt for custom-built models only when your workflows are highly ...

Jul 15, 2025
Checklist: First 30 Days of Launching AI Marketing Automation in a Small B2B Team
AI Systems
Checklist: First 30 Days of Launching AI Marketing Automation in a Small B2B Team

For a small B2B team, launching AI marketing automation requires a focused, week-by-week plan. Week 1: Choose a high-impact pilot task. Week 2: Deploy and ...

Jul 15, 2025
What Data Do I Need Before Automating B2B Marketing Tasks With AI?
AI Systems
What Data Do I Need Before Automating B2B Marketing Tasks With AI?

To effectively automate B2B marketing with AI, you need clean CRM contacts, comprehensive engagement history, content performance metrics, and clear ...

Jul 15, 2025
Beyond the Hype: What a New Stanford AI Report Means for Your Small Business
AI Systems
Beyond the Hype: What a New Stanford AI Report Means for Your Small Business

As a business owner, you're constantly hearing about AI. It's the future, it's a revolution, it's something you have to be doing. But the "how" is often a ...

Jul 14, 2025
What Are The First Steps To Implement AI In B2B Marketing Operations?
AI Tools
What Are The First Steps To Implement AI In B2B Marketing Operations?

Implementing AI in B2B marketing begins with a strategic pilot. Educate your team on AI's potential, identify one high-impact, low-risk task like content ...

Jul 14, 2025
Which repetitive marketing tasks should B2B marketers offload to AI first?
AI Tools
Which repetitive marketing tasks should B2B marketers offload to AI first?

B2B marketers should first offload high-volume, repetitive tasks like social media post creation, content scheduling, and on-page SEO to AI. Automating these ...

Jul 14, 2025
What content marketing tasks can a B2B company automate first using AI?
AI Tools
What content marketing tasks can a B2B company automate first using AI?

B2B companies should first automate high-volume, repetitive content tasks. Prioritize creating first drafts of blog posts, repurposing long-form content into ...

Jul 10, 2025
How to start automating B2B marketing tasks with AI?
AI Tools
How to start automating B2B marketing tasks with AI?

For small B2B marketing teams, the first step into AI automation should target high-volume, repetitive tasks. Start by automating content creation for one core ...

Jul 10, 2025
What marketing tasks should a B2B business automate first with AI?
AI Systems
What marketing tasks should a B2B business automate first with AI?

AI is no longer a futuristic concept; it is a present-day strategic imperative for B2B marketing. The primary challenge is not whether you should adopt AI, but ...

Jul 10, 2025
Architecting Production-Ready RAG Systems: A Comprehensive Guide to Pinecone
AI Systems
Architecting Production-Ready RAG Systems: A Comprehensive Guide to Pinecone

Implementation, and Optimization with Pinecone Section 1: The RAG Paradigm: Architecting Systems Beyond Static Knowledge Click here for our interactive tool ...

Jun 28, 2025
From AI Automation to Orchestration: It’s About Systems, Stupid
No-code AI
From AI Automation to Orchestration: It’s About Systems, Stupid

For the past six months, we've been building, breaking, and rebuilding AI systems for marketing and sales — clocking a wild 40-50 hours weekly in our AI ...

May 29, 2025
Build Your Dream Team: How AI Round Tables Are Revolutionizing Business Strategy
Make
Build Your Dream Team: How AI Round Tables Are Revolutionizing Business Strategy

You know that feeling when you're facing a tough marketing challenge and think, "Man, I wish I could get Seth Godin's take on this... and maybe Steve Jobs' ...

May 29, 2025
Stop Treating LLMs Like Tools: Unlock Your Marketing Superpowers with AI Teammates
AI Tools
Stop Treating LLMs Like Tools: Unlock Your Marketing Superpowers with AI Teammates

I want to share something I've observed in the marketing world: there's a fundamental mindset shift that separates those who get transformative results from AI ...

May 29, 2025
Text Data Mining: How Small Businesses Can Extract Valuable Customer Insights Beyond Numbers
AI Tools
Text Data Mining: How Small Businesses Can Extract Valuable Customer Insights Beyond Numbers

I'm excited to dive into something that's completely changing how businesses operate in 2025. I've been watching this shift unfold before my eyes, and trust ...

May 13, 2025
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