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.

What Answer Engine Optimization Is and How to Win It
AI Search
What Answer Engine Optimization Is and How to Win It

Answer Engine Optimization (AEO) is the process of structuring and creating content so that AI assistants and conversational search engines quote it directly ...

Jul 28, 2026
What AI Search Optimization Services Do and Who Needs Them
AI Search
What AI Search Optimization Services Do and Who Needs Them

AI Search Optimization Services restructure your website's content and technical signals to ensure your brand is cited as a source in AI-generated answers. ...

Jul 28, 2026
What Changed in AI Search Engine Optimization, and What to Do
AI Search
What Changed in AI Search Engine Optimization, and What to Do

AI Search Engine Optimization (AIO) is no longer about ranking links. It is about creating content so clear, authoritative, and well-structured that AI ...

Jul 28, 2026
Which AI Search Optimization Tools Actually Help
AI Search
Which AI Search Optimization Tools Actually Help

AI search optimization (AIO) tools that actually help are those that track your brand's visibility and citations in AI answers from engines like ChatGPT and ...

Jul 28, 2026
The AI Search Engine Optimization Tools Worth Using
AI Search
The AI Search Engine Optimization Tools Worth Using

The best AI search engine optimization tools help you win visibility in AI-generated answers. They track your brand's presence across AI search, identify ...

Jul 14, 2026
How to Win at AI Search Optimization
AI Search
How to Win at AI Search Optimization

Winning at AI Search Optimization (AIO) means creating structured, authoritative content grounded in your unique data so AI assistants like ChatGPT and ...

Jul 14, 2026
How an AI Visibility Tracker Watches Your Brand in AI Search
AI Search
How an AI Visibility Tracker Watches Your Brand in AI Search

An AI visibility tracker monitors how your brand, products, and content appear in the answers of AI assistants like ChatGPT, Gemini, and Perplexity.

Jun 23, 2026
How to Get AI Search Visibility for Your Business
AI Search
How to Get AI Search Visibility for Your Business

Gaining AI search visibility means structuring your content so AI assistants quote your business directly in their answers. You achieve this by creating ...

Jun 23, 2026
What AI Visibility Means and How to Improve It
AI Search
What AI Visibility Means and How to Improve It

AI visibility is your brand's presence in answers from AI assistants like ChatGPT, Gemini, and Perplexity. It measures how often AI recommends or cites your ...

Jun 22, 2026
What AI Visibility Tracking Tools Track, and How to Use Them
AI Search
What AI Visibility Tracking Tools Track, and How to Use Them

AI visibility tracking tools monitor what AI assistants like ChatGPT say about your brand. They track brand citations, share of voice, and sentiment against ...

Jun 22, 2026
How AI Brand Visibility Tools Track What AI Says About You
AI Search
How AI Brand Visibility Tools Track What AI Says About You

AI brand visibility tools systematically query AI assistants like ChatGPT and Gemini to monitor how your brand is described and recommended. They automate ...

Jun 22, 2026
The Best AI Visibility Tools for Small Businesses Right Now
AI Search
The Best AI Visibility Tools for Small Businesses Right Now

The best AI visibility tools for a small business are those that track your brand across conversational AI assistants like ChatGPT, Gemini, and Perplexity ...

Jun 22, 2026
How an AI Search Visibility Tool Tracks Your Brand in AI Answers
AI Search
How an AI Search Visibility Tool Tracks Your Brand in AI Answers

An AI search visibility tool automates queries across large language models like ChatGPT, Gemini, and Perplexity to monitor brand mentions. It systematically ...

Jun 22, 2026
Which AI Visibility Tools Actually Show If AI Recommends You
AI Search
Which AI Visibility Tools Actually Show If AI Recommends You

AI visibility tools are specialized platforms that track brand mentions, recommendations, and sentiment within the responses of conversational AI assistants ...

Jun 22, 2026
How Do You Use Customer Proof to Improve AI Search Visibility?
Marketing
How Do You Use Customer Proof to Improve AI Search Visibility?

Customer proof improves AI search visibility by grounding your content in credible, verifiable evidence. AI systems prioritize specific, authentic information, ...

Jun 1, 2026
How Do You Build Topical Authority for AI Search?
Marketing
How Do You Build Topical Authority for AI Search?

To build topical authority for AI search, you must systematically create a deep and interconnected web of content that answers every user question on a ...

Jun 1, 2026
How Do You Find the Questions Buyers Ask AI Before Choosing a Vendor?
Marketing
How Do You Find the Questions Buyers Ask AI Before Choosing a Vendor?

To find the questions buyers ask AI, analyze your internal data like sales objections, support tickets, and call transcripts. Then, model competitor ...

Jun 1, 2026
What Are the First Steps to Improve AI Search Visibility?
Marketing
What Are the First Steps to Improve AI Search Visibility?

The first steps are to audit your current AI search presence by checking what AI assistants say about your brand and competitors. Then, restructure your ...

Jun 1, 2026
How Do You Get Your Brand Recommended by AI Search Engines?
Marketing
How Do You Get Your Brand Recommended by AI Search Engines?

To get your brand recommended by AI search engines, you must build demonstrable topical authority across the web. This involves publishing answer-first ...

Jun 1, 2026
Who Should Own AI Search Optimization Inside a Marketing Team?
Marketing
Who Should Own AI Search Optimization Inside a Marketing Team?

AI Search Optimization (AIO) should be owned by a cross-functional lead who understands content, SEO, and brand authority. This role, often within a Content or ...

May 28, 2026
How Do You Turn AI Search Visibility Into a Repeatable Marketing System?
Marketing
How Do You Turn AI Search Visibility Into a Repeatable Marketing System?

To turn AI search visibility into a repeatable system, you must shift from creating individual articles to building an operational process. This involves ...

May 28, 2026
Why Is My AI Search Content Getting Impressions but No Clicks?
Marketing
Why Is My AI Search Content Getting Impressions but No Clicks?

Your AI search content gets impressions but no clicks because AI assistants provide users with direct, synthesized answers, satisfying their query without ...

May 28, 2026
How Should You Structure a Content Library for AI Search Retrieval?
Marketing
How Should You Structure a Content Library for AI Search Retrieval?

To structure a content library for AI search retrieval, organize content into topic clusters with a central pillar page and related sub-pages. Each piece ...

May 28, 2026
What Makes a Brand Trustworthy Enough to Be Cited by AI?
Marketing
What Makes a Brand Trustworthy Enough to Be Cited by AI?

AI systems cite brands that demonstrate clear expertise, consistent entity signals, and original insights. Trust is built through well-structured content ...

May 28, 2026
How Do You Audit a Website for AI Search Visibility?
Marketing
How Do You Audit a Website for AI Search Visibility?

To audit a website for AI Search visibility, you must evaluate its content and structure through the lens of an AI system. This involves analyzing for ...

May 28, 2026
Why Is AI Search Optimization More Than a Content Checklist?
Marketing
Why Is AI Search Optimization More Than a Content Checklist?

AI Search Optimization (AIO) is more than a checklist because AI systems evaluate content holistically, weighing clarity, authority, and structure together. A ...

May 26, 2026
What Should You Track in an AI Search Visibility System?
Marketing
What Should You Track in an AI Search Visibility System?

To effectively measure AI search visibility, track metrics beyond traditional rankings. Focus on AI citations, brand mentions, prompt coverage, source ...

May 26, 2026
How Do You Build an AI Search Visibility Roadmap for a Marketing Team?
Marketing
How Do You Build an AI Search Visibility Roadmap for a Marketing Team?

Building an AI Search visibility roadmap involves auditing your current AI-generated brand mentions, identifying high-value queries your customers ask, ...

May 26, 2026
Everyone Wants an AIO Tracker, but Most Teams Don't Know What to Track
AI Search
Everyone Wants an AIO Tracker, but Most Teams Don't Know What to Track

Most teams should be tracking visibility, citations, query coverage, and whether any of it is actually driving traffic. But before we get into that, when I say ...

Apr 21, 2026
How Can I Audit My Current Marketing for AI Opportunities and Risks?
AI Search
How Can I Audit My Current Marketing for AI Opportunities and Risks?

To audit your marketing for AI, inventory all channels, workflows, and tools. Identify repetitive tasks, data analysis, and content creation as opportunities. ...

Apr 16, 2026
How Should an Agency Talk About Its AI Capabilities to Clients Without Overpromising?
AI Search
How Should an Agency Talk About Its AI Capabilities to Clients Without Overpromising?

Agencies should frame AI as a powerful accelerator, not a magic solution. Focus on specific workflows where AI enhances speed, data analysis, and ...

Apr 16, 2026
How Do I Balance AI-Generated Content With Human Creativity and Brand Voice?
AI Search
How Do I Balance AI-Generated Content With Human Creativity and Brand Voice?

Balance AI-generated content with human creativity by using AI for scale and structure, while reserving human talent for strategy, storytelling, and final ...

Apr 16, 2026
What Is a Realistic AI Roadmap for a 5-Person Marketing Team?
AI Search
What Is a Realistic AI Roadmap for a 5-Person Marketing Team?

A realistic AI roadmap for a small marketing team starts with education and clear usage policies. Focus first on automating one or two high-impact, repetitive ...

Apr 16, 2026
How Can AI Help a Brick-and-Mortar Business Get More Local Leads?
AI Search
How Can AI Help a Brick-and-Mortar Business Get More Local Leads?

AI helps brick-and-mortar businesses get more local leads by automating the creation of search-optimized content, generating posts for local directories like ...

Apr 16, 2026
How Do I Use AI to Create Marketing Reports My Leadership Will Read?
AI Search
How Do I Use AI to Create Marketing Reports My Leadership Will Read?

Use AI to automate data collection from your various platforms and then prompt a large language model to synthesize the findings. Generate a concise narrative ...

Apr 16, 2026
What Are Practical AI Use Cases for Email Marketing in Small Businesses?
AI Search
What Are Practical AI Use Cases for Email Marketing in Small Businesses?

AI empowers small businesses to automate crucial email marketing tasks like list segmentation, campaign drafting, and copy personalization. It saves time, ...

Apr 2, 2026
How Can I Use AI to Improve My Marketing Funnel Without Redesigning Everything?
AI Search
How Can I Use AI to Improve My Marketing Funnel Without Redesigning Everything?

You can use AI to improve your marketing funnel by surgically enhancing specific stages, not by rebuilding the entire structure. Focus on using AI for rapid ...

Mar 30, 2026
How Do I Avoid AI ‘Shiny Object Syndrome’ in My Marketing Strategy?
AI Search
How Do I Avoid AI ‘Shiny Object Syndrome’ in My Marketing Strategy?

To avoid AI shiny object syndrome, tie every AI initiative to a specific business metric and a strict time frame. Focus on solving a known problem rather than ...

Mar 30, 2026
What Are the Stages of AI Maturity for a Marketing Team?
AI Search
What Are the Stages of AI Maturity for a Marketing Team?

AI maturity for a marketing team progresses through four stages: Experimentation, where individuals use ad hoc tools; Standardization, where teams share ...

Mar 30, 2026
How Should I Train My Marketing Team to Use AI Safely and Effectively?
AI Search
How Should I Train My Marketing Team to Use AI Safely and Effectively?

Start by establishing clear principles for AI use, defining what is helpful, what is not, and what is strictly off limits. Equip your team with approved tools, ...

Mar 30, 2026
What Skills Do Marketers Need to Stay Relevant in the Age of AI?
AI Search
What Skills Do Marketers Need to Stay Relevant in the Age of AI?

To stay relevant in the age of AI, marketers must evolve from task executors into system architects. They need a blend of technical fluency in prompt design ...

Mar 30, 2026
How Do I Future-Proof My Content for AI Overviews and Chatbots?
AI Search
How Do I Future-Proof My Content for AI Overviews and Chatbots?

To future-proof your content for AI, you must shift from writing for search engine algorithms to writing for answer engines. Structure your content to provide ...

Mar 26, 2026
What Does Answer Engine Optimization (AEO) Mean for My Website?
AI Search
What Does Answer Engine Optimization (AEO) Mean for My Website?

Answer Engine Optimization (AEO) means restructuring your website's content to be the definitive, citable source for AI assistants and conversational search ...

Mar 26, 2026
How Is AI Search Changing SEO and Content Strategy for B2B Marketers?
AI Search
How Is AI Search Changing SEO and Content Strategy for B2B Marketers?

AI search fundamentally shifts the goal of SEO from ranking links to becoming a citable source within AI-generated answers. It rewards content with direct ...

Mar 26, 2026
How Do I Set Up an AI Assistant for My Marketing Team’s Daily Work?
AI Search
How Do I Set Up an AI Assistant for My Marketing Team’s Daily Work?

To set up an AI assistant for your marketing team, first define its core roles: researcher, drafter, editor, and analyst. Then, create reusable prompt ...

Mar 26, 2026
Which Marketing Workflows Should I Never Fully Automate With AI?
AI Search
Which Marketing Workflows Should I Never Fully Automate With AI?

Never fully automate core brand strategy, final pricing decisions, crisis communications, or legally sensitive content. Use AI to generate options and analyze ...

Mar 26, 2026
What Is an Example AI Marketing Workflow a Solo Founder Can Set Up in a Weekend?
AI Search
What Is an Example AI Marketing Workflow a Solo Founder Can Set Up in a Weekend?

A solo founder can set up an AI marketing workflow in a weekend by creating a system that researches a topic, generates a core blog post, then automatically ...

Mar 25, 2026
How Do Local Service Businesses Use AI for Marketing?
AI Search
How Do Local Service Businesses Use AI for Marketing?

Local service businesses use AI to automate and enhance their marketing by drafting Google Business Profile posts, responding to customer reviews, answering ...

Mar 25, 2026
What Realistic AI Wins Can I Get In My Business This Month?
AI Search
What Realistic AI Wins Can I Get In My Business This Month?

This month, focus on quick, high-impact AI wins. Automate content repurposing from blogs to social media, draft email campaigns in minutes, generate instant ...

Mar 24, 2026
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