SEO

185 posts.

Google Publishes Tennessee Search “Blacklist” Guidance: the Practical Angle

Notes / SEO / Jun 13, 2026

Google Publishes Tennessee Search “Blacklist” Guidance

SB 2262 is a new law passed in Tennessee that goes into effect on July 1 and offers protections to small businesses that. The practical question is what this changes for SEO, content quality, and AI search visibility.

Reddit Climbs, Clicks Drop, GBP Comes to GA4 – SEO Pulse: the Operator's View

Notes / SEO / Jun 13, 2026

Reddit Climbs, Clicks Drop, GBP Comes to GA4, SEO Pulse

SE Ranking analyzed 100,000 keywords and found Reddit grew its top 3 presence in all 20 niches it tracks. Key facts: Reddit. The practical question is what this changes for SEO, content quality, and AI search visibility.

AI Bots Keep Overloading Servers. Should Website Owners Keep Paying?: the Practical Angle

Notes / SEO / Jun 12, 2026

Why AI Bot Traffic Is Becoming a Cost Decision

Why AI Bot Traffic Is Becoming a Cost Decision is best read as a search operating signal. This is no longer only a scraping debate. The real issue is whether automated access creates enough discovery, citation, or business value...

Anthropic Asks the AI Industry to Hit the Brakes – Here’s What It Means for SEO & Search Marketers: the Operator's View

Notes / SEO / Jun 12, 2026

What an AI Slowdown Would Mean for Search Teams

What an AI Slowdown Would Mean for Search Teams is best read as a search operating signal. The useful read is not to predict whether the industry slows down. It is to understand which parts of SEO become more durable if model...

Google Is Building an Audience Loyalty Ecosystem: the Practical Angle

Notes / SEO / Jun 12, 2026

Google Is Turning Search Into a Loyalty Loop

Google Is Turning Search Into a Loyalty Loop is best read as a search operating signal. The practical value is in turning the topic into a decision. The page should make it easier to see what changed, what evidence matters, and...

AI Search Runs on Two Memory Systems. the Platforms Don’t Use Them the Same Way: the Strategic Visibility Angle

Notes / SEO / Jun 12, 2026

Why AI Search Memory Changes Visibility Strategy

Why AI Search Memory Changes Visibility Strategy is best read as a search operating signal. This is no longer only a scraping debate. The real issue is whether automated access creates enough discovery, citation, or business...

What Co-mentions Reveal About the AI Recommendation Gap: the Practical Angle

Notes / SEO / Jun 12, 2026

What Co Mentions Reveal About AI Recommendation Gaps

For this case study, we tested 12 athleisure and activewear brands across ChatGPT, Gemini, Perplexity, Claude, and Google AI. The practical question is what this changes for SEO, content quality, and AI search visibility.

AI Can Write SEO Content, but It Can’t Replace Real Experience: the Operator's View

Notes / SEO / Jun 12, 2026

Why Real Experience Still Separates SEO Content

Why Real Experience Still Separates SEO Content is best read as a search operating signal. The practical lesson is that AI can accelerate production, but it cannot create lived insight by itself. Pages need a sharper point of...

The Real Reason Your Product Feed Is an SEO Asset (And Who Should Own It)

Notes / SEO / Jun 11, 2026

Why Product Feeds Now Belong in SEO Strategy

At last year's Search Central Live, Google had a running joke about this. You add a standard to unify the standards, only to end. The practical question is what this changes for SEO, content quality, and AI search visibility.

SEO Panel Agrees: Brand Is the New Backlink for AI SEO: the Operator's View

Notes / SEO / Jun 11, 2026

Why Brand Signals Are Becoming the New Authority Layer

The context of the first question to the panel was within the context of the recent announcement at Google I/O that the search. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google Is Adding Business Profile Tools to the Gemini App: the Practical Angle

Notes / SEO / Jun 11, 2026

What Gemini Business Profile Tools Mean for Local SEO

What Gemini Business Profile Tools Mean for Local SEO is best read as a search operating signal. For local SEO, this moves profile data closer to daily decision making. Reviews, services, categories, photos, and website content...

What the Future of Google Looks Like: the Practical Angle

Notes / SEO / Jun 10, 2026

What Google's AI Future Means for Search Strategy

What Google's AI Future Means for Search Strategy is best read as a search operating signal. The traffic story should be read as a planning signal, not a reason to abandon search. If fewer searches produce open web clicks, owned...

Research Suggests AI Engines Assign Ranking Roles to Sources: the Practical Angle

Notes / SEO / Jun 10, 2026

How AI Engines Assign Ranking Roles to Sources

How AI Engines Assign Ranking Roles to Sources is best read as a search operating signal. The important shift is that AI visibility depends on both live retrieval and older model memory. A brand can be accurate in one system and...

The Integrity Graph: the Missing Layer in Your AI Visibility Audit: the Practical Angle

Notes / SEO / Jun 10, 2026

Why AI Visibility Audits Need an Integrity Graph

One recurring theme in the SEO industry is the importance of schema completeness. We audit whether required properties are. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google Search Sends 23% of Queries to the Open Web: the Practical Angle

Notes / SEO / Jun 10, 2026

What Google's Open Web Click Share Really Shows

What Google's Open Web Click Share Really Shows is best read as a search operating signal. The traffic story should be read as a planning signal, not a reason to abandon search. If fewer searches produce open web clicks, owned...

How Real People Actually Prompt AI — and What It Means for GEO: the Practical Angle

Notes / SEO / Jun 10, 2026

How Real Prompt Behavior Changes GEO Strategy

How Real Prompt Behavior Changes GEO Strategy is best read as a search operating signal. This is no longer only a scraping debate. The real issue is whether automated access creates enough discovery, citation, or business value...

AI Search in 2026: Five Findings from 300 Enterprise Marketing Execs: the Strategic Visibility Angle

Notes / SEO / Jun 10, 2026

What Enterprise Marketers Are Learning About AI Search

• Finding 1: SEO Isn't Dead & AI Search Is Additive (Not A Replacement) • Embrace The Fact That Consumer Behavior Is. The practical question is what this changes for SEO, content quality, and AI search visibility.

US Publishers Demand Common Crawl Stop Scraping Their Content: the Practical Angle

Notes / SEO / Jun 10, 2026

Why Common Crawl Is Becoming a Publisher Rights Flashpoint

Why Common Crawl Is Becoming a Publisher Rights Flashpoint is best read as a search operating signal. This is no longer only a scraping debate. The real issue is whether automated access creates enough discovery, citation, or...

Reddit Gained Top Positions in Every Niche After May Core Update: the Practical Angle

Notes / SEO / Jun 9, 2026

What Reddit's May Core Update Gains Mean for SEO

Reddit's overall top 3 share rose to 10.24% after May, up from 8.56% after March and 9.19% after December. That's about one in. The practical question is what this changes for SEO, content quality, and AI search visibility.

How AI Forms Opinions About Your Brand: the Practical Angle

Notes / SEO / Jun 9, 2026

How Brand Evidence Shapes AI Opinions

Everything you put into your footprint is fodder for three things AI has to decide about you. Together, they provide the fodder. The practical question is what this changes for SEO, content quality, and AI search visibility.

The Complete Guide to Local SEO for Multiple Locations: the Operator's View

Notes / SEO / Jun 9, 2026

How Multi Location SEO Really Compounds

Google's local algorithms have evolved beyond the basic directory lookups that we were heavily used to merely days, and now. The practical question is what this changes for SEO, content quality, and AI search visibility.

The AI Convergence Problem: the Practical Angle

Notes / SEO / Jun 9, 2026

Why AI Content Starts to Sound the Same

Let's start with the bit that the AI labs would rather you didn't dwell on. Large language models do not "think" in any. The practical question is what this changes for SEO, content quality, and AI search visibility.

The CMO and CIO Friction Point: Navigating the AI Agent and AEO Ecosystem: the Practical Angle

Notes / SEO / Jun 9, 2026

Where CMO and CIO AI Agent Priorities Collide

Before the CMO and CIO can align, both need the same mental model. Your website has three new types of visitors. None are human,. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google Says Hyphenated Domain Names Are Okay for SEO: the Operator's View

Notes / SEO / Jun 9, 2026

Why Hyphenated Domains Are Not the SEO Problem

Hyphenated domain names were a big deal in the early days of SEO because search engines initially used primitive keyword based. The practical question is what this changes for SEO, content quality, and AI search visibility.

Fix Your KPI Blind Spots: How to Finally Tie AI Search to Performance: the Strategic Visibility Angle

Notes / SEO / Jun 9, 2026

Why AI Search Measurement Needs Better KPIs

How do you prove AI search is driving revenue when your current measurement stack wasn't built to track it? Which metrics prove AI search value without click data? What KPIs should you track to actually see SEO impact? As zero...

Optimizing for Attention: How Eye Tracking Can Help Your International Strategy: the Practical Angle

Notes / SEO / Jun 9, 2026

How Eye Tracking Changes International SEO Decisions

SEO has been given different names in the past couple of years, usually based on whatever it's trying to optimize for at the time: LEO (LLM engine optimization), AEO, GEO, and so on. That is, before Google came out with new AI...

The Problem with AI Share of Voice and 3 Metrics That Matter More: the Practical Angle

Notes / SEO / Jun 9, 2026

Why AI Share of Voice Needs Better Metrics

The basic assumptions of search engine optimization and digital brand tracking have been broken by two major shifts: the. The practical question is what this changes for SEO, content quality, and AI search visibility.

Ask Maps Makes Business Profile Data Matter More

Notes / SEO / Jun 8, 2026

Ask Maps Makes Business Profile Data Matter More

Many businesses see their Google Business Profile as a listing to verify and then leave untouched. Google's new Ask Maps feature treats it as a conversational dataset for generating helpful answers about a business. The questions...

Local Metrics Finally Enter Google Analytics

Notes / SEO / Jun 8, 2026

Local Metrics Finally Enter Google Analytics

Google has published documentation for a native link between Google Business Profile and Google Analytics, bringing local metrics like calls and direction requests into Analytics reports. The link may not appear in every...

Agent Transactions Change AI Visibility

Notes / SEO / Jun 8, 2026

Agent Transactions Change AI Visibility

Every prior consumer agent has shipped as an app or a website. ChatGPT, Claude, Perplexity, and, until today, Gemini all lived in. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google Gives Sites AI Search Opt-Out, but Not the Data to Use It: the Strategic Visibility Angle

Notes / SEO / Jun 6, 2026

Google Gives Sites AI Search Opt Out, but Not the Data to Use It

The CMA designated Google as having strategic market status in the UK search in October. In January, it opened a consultation on. The practical question is what this changes for SEO, content quality, and AI search visibility.

Your Next AI Visitor Will Know Who Sent It: the Practical Angle

Notes / SEO / Jun 6, 2026

Your Next AI Visitor Will Know Who Sent It

Google's Gemini Deep Research Max, in public preview on the paid API tier from April 21, can pull from four input classes in a. The practical question is what this changes for SEO, content quality, and AI search visibility.

Delegation Search: Why Users Outsource Decisions to AI: the Practical Angle

Notes / SEO / Jun 5, 2026

Delegation Search: Why Users Outsource Decisions to AI

At the heart of this shift from search to delegation is basic human psychology. Our brains are wired for cognitive ease. We. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google Tests AI Search Data, UK Requires Opt Out – SEO Pulse: the Strategic Visibility Angle

Notes / SEO / Jun 5, 2026

Google Tests AI Search Data, UK Requires Opt Out, SEO Pulse

Google is testing two new Search Console features for AI search visibility. A toggle lets you control whether your site appears. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google’s May Core Update Favored Pages That Match Intent: the Practical Angle

Notes / SEO / Jun 5, 2026

Google’s May Core Update Favored Pages That Match Intent

Some high authority domains experienced drops, including nytimes.com and nih.gov. Original sources gained while third parties. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google Launches Search Profiles for Creators with 100K Followers: the Practical Angle

Notes / SEO / Jun 5, 2026

Google Launches Search Profiles for Creators with 100K Followers

Creators can customize their profile with an avatar, bio, website link, and linked social and video accounts. Rene Ritchie,. The practical question is what this changes for SEO, content quality, and AI search visibility.

The Real Reason So Much SEO Work No Longer Drives Growth

Notes / SEO / Jun 4, 2026

The Real Reason So Much SEO Work No Longer Drives Growth

Three things have quietly fallen off the list of activities worth paying for at the volume we used to. The practical question is what this changes for SEO, content quality, and AI search visibility.

AI in the Wild: Confident, Wrong, and Weirdly Expensive: the Practical Angle

Notes / SEO / Jun 4, 2026

AI in the Wild: Confident, Wrong, and Weirdly Expensive

I'm currently helping migrate a client's FAQ hub from a provider hosted subdomain to a self hosted implementation. The FAQ lives. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google’s Expanded Candidate Set and the Selection Crisis: the Practical Angle

Notes / SEO / Jun 4, 2026

Google’s Expanded Candidate Set and the Selection Crisis

To understand why the "selection crisis" is happening, you first have to distinguish between a crawler and an AI agent. In the. The practical question is what this changes for SEO, content quality, and AI search visibility.

What Not to Automate with AI: the SEO Deskilling Trap: the Operator's View

Notes / SEO / Jun 3, 2026

What Not to Automate with AI: the SEO Deskilling Trap

Anthropic also publishes a quarterly Economic Index report, analyzing Claude usage data to track how people are working with AI. The practical question is what this changes for SEO, content quality, and AI search visibility.

Understanding the Agentic Web?

Notes / SEO / Jun 3, 2026

Understanding the Agentic Web?

Three visitor classes read websites today: humans, crawlers, and agents. Humans load pages in browsers. Crawlers fetch pages to. The practical question is what this changes for SEO, content quality, and AI search visibility.

How a 200-person Company Competes with a $160B Giant in AI Search: the Strategic Visibility Angle

Notes / SEO / Jun 3, 2026

How a 200 person Company Competes with a $160B Giant in AI Search

For years, Descript has been known as a podcast editing tool. That matters, because when people talk about podcast editing,. The practical question is what this changes for SEO, content quality, and AI search visibility.

Microsoft Web IQ Gives AI Agents Bing Grounding APIs: the Practical Angle

Notes / SEO / Jun 3, 2026

Microsoft Web IQ Gives AI Agents Bing Grounding APIs

Web IQ uses a rebuilt retrieval stack based on the Bing index, redesigning how content is indexed, ranked, and selected. AI. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google’s May Core Update Complete After Volatile Rollout: the Practical Angle

Notes / SEO / Jun 2, 2026

Google’s May Core Update Complete After Volatile Rollout

When the update launched, Marie Haynes, founder of Marie Haynes Consulting Inc., connected the timing to changes Google announced. The practical question is what this changes for SEO, content quality, and AI search visibility.

How SEO Turns Customer Success into AI-readable Proof: the Operator's View

Notes / SEO / Jun 2, 2026

How SEO Turns Customer Success into AI readable Proof

OPIDC stands for onboarded, performed, integrated, devoted, and codified. The first four stages map to the customer success. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google Says LLMs.txt Is Purely Speculative… for Now: the Practical Angle

Notes / SEO / Jun 2, 2026

Google Says LLMs.txt Is Purely Speculative… for Now

A discussion on Reddit asked about the apparently conflicting guidance from Google. The person asking the question noted that. The practical question is what this changes for SEO, content quality, and AI search visibility.

How ‘it’s Just SEO’ Took Over the GEO Conversation: the Operator's View

Notes / SEO / Jun 2, 2026

How ‘it’s Just SEO’ Took Over the GEO Conversation

Memetics isn't new. Richard Dawkins coined the term in "The Selfish Gene" in 1976, proposing that ideas, behaviors, and phrases. The practical question is what this changes for SEO, content quality, and AI search visibility.

Is Your Website Built to Be Cited by AI? the Audit: the Practical Angle

Notes / SEO / Jun 2, 2026

Is Your Website Built to Be Cited by AI? the Audit

How to Run an AI Readiness Assessment on Your Website: A Practical Audit for Marketing Teams Structured Data’s Role In AI And AI. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google CEO Sundar Pichai Downplays Google Zero Concerns: the Practical Angle

Notes / SEO / Jun 1, 2026

Google CEO Sundar Pichai Downplays Google Zero Concerns

One of the interesting takeaways from this interview is that Google's CEO Pichai confirmed that Google is using user satisfaction. The practical question is what this changes for SEO, content quality, and AI search visibility.

How a ‘client Brain’ Gives AI the Context SEO Work Needs: the Operator's View

Notes / SEO / Jun 1, 2026

How a ‘client Brain’ Gives AI the Context SEO Work Needs

Context matters for any worker. A senior SEO account lead onboards human teammates onto client accounts by sharing the strategy,. The practical question is what this changes for SEO, content quality, and AI search visibility.

Link Intent: How to Combine Great Content with Strategic Outreach: the Practical Angle

Notes / SEO / Jun 1, 2026

Link Intent: How to Combine Great Content with Strategic Outreach

Link building and content creation should be part of the same process, though I've found that's rare. Treating link building as a. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google’s I/O Demos Reveal the New Business Visibility Problem: the Practical Angle

Notes / SEO / May 31, 2026

Google’s I/O Demos Reveal the New Business Visibility Problem

Google's I/O demos included Universal Cart, agentic booking for local services, and information agents that monitor listings or. The practical question is what this changes for SEO, content quality, and AI search visibility.

Preferred Sources Expand, Gmail Brand Lift, Pichai on AI Overviews: the Practical Angle

Notes / SEO / May 30, 2026

Preferred Sources Expand, Gmail Brand Lift, Pichai on AI Overviews

Google has expanded Preferred Sources beyond Top Stories in regular search results. It's now rolling out inside AI Overviews and. The practical question is what this changes for SEO, content quality, and AI search visibility.

A Practical Way to Train Claude to Sound Like Your Brand

Notes / SEO / May 30, 2026

A Practical Way to Train Claude to Sound Like Your Brand

A Claude brand skill is your brand's walkout song. When I played professional soccer, mine was "O Fortuna" from Carmina Burana. The practical question is what this changes for SEO, content quality, and AI search visibility.

New SEO KPIs You’re Missing: How to Measure SEO Beyond Clicks: the Operator's View

Notes / SEO / May 29, 2026

New SEO KPIs You’re Missing: How to Measure SEO Beyond Clicks

Old school SEO metrics must be updated with new measures of success. Traditional SEO KPIs aren't completely obsolete, but many no. The practical question is what this changes for SEO, content quality, and AI search visibility.

Introducing ‘YBYS’: Your Brand = Your SEO: the Operator's View

Notes / SEO / May 28, 2026

Introducing ‘YBYS’: Your Brand = Your SEO

Ever heard of Crayola? Probably. It is only a little ~$1 billion company, and the default answer most people think of when. The practical question is what this changes for SEO, content quality, and AI search visibility.

A Practical Way to Get Your Google Ads Seen in AI Overviews

Notes / SEO / May 27, 2026

A Practical Way to Get Your Google Ads Seen in AI Overviews

Google has been fairly transparent about which campaign opportunities offer the best chance to appear in AI Overviews. The practical question is what this changes for SEO, content quality, and AI search visibility.

Core Web Vitals: WordPress and Astro Versus Everyone Else: the Practical Angle

Notes / SEO / May 27, 2026

Core Web Vitals: WordPress and Astro Versus Everyone Else

Core Web Vitals (CWV) are metrics created by Google to show: How stable it remains during loading And how responsive users may. The practical question is what this changes for SEO, content quality, and AI search visibility.

How To: Optimize Your Small Business for AI-Powered Search: the Practical Angle

Notes / SEO / May 27, 2026

How To: Optimize Your Small Business for AI Powered Search

This small business marketing webinar gives you a clear, channel by channel system for building the kind of online presence that. The practical question is what this changes for SEO, content quality, and AI search visibility.

The New Playbook for Localized AI Search Optimization: the Strategic Visibility Angle

Notes / SEO / May 27, 2026

The New Playbook for Localized AI Search Optimization

One of the first steps in an AI search strategy is identifying which brands LLMs recommend most often and finding out what. The practical question is what this changes for SEO, content quality, and AI search visibility.

Pichai Says Google Is ‘A Bit Behind’ on Agentic Coding: the Practical Angle

Notes / SEO / May 25, 2026

Pichai Says Google Is ‘A Bit Behind’ on Agentic Coding

When asked about Google's position in the AI race, Pichai highlighted areas of strength and those where Google trails. Google's. The practical question is what this changes for SEO, content quality, and AI search visibility.

All You Need to Know About Cloudflare’s Agent Readiness Score: the Practical Angle

Notes / SEO / May 24, 2026

All You Need to Know About Cloudflare’s Agent Readiness Score

1. What Cloudflare Shipped: Scanner, API, And An MCP Endpoint Agents Can Call On You 2. 16 Checks, 5 Categories: What The Scanner. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google I/O Didn’t End SEO. the Risk Is Somewhere Else: the Operator's View

Notes / SEO / May 24, 2026

Google I/O Didn’t End SEO. the Risk Is Somewhere Else

Google made significant updates at I/O, including a new Search box that accepts images, files, videos, and Chrome tabs, alongside. The practical question is what this changes for SEO, content quality, and AI search visibility.

When Marketing Leaders Can’t Explain Search Performance: the Practical Angle

Notes / SEO / May 23, 2026

When Marketing Leaders Can’t Explain Search Performance

The deepest business metric (not marketing) that you have access to is where I recommend starting. There's not a universal truth. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google Launches Core Update Amid I/O AI Search Overhaul – SEO Pulse: the Strategic Visibility Angle

Notes / SEO / May 23, 2026

Google Launches Core Update Amid I/O AI Search Overhaul, SEO Pulse

Google began rolling out the May core update on the 21st, per a message on the Google Search Status Dashboard. Key facts: This is. The practical question is what this changes for SEO, content quality, and AI search visibility.

Organic Traffic Is Still Worth Tracking — Just Not All of It: the Practical Angle

Notes / SEO / May 23, 2026

Organic Traffic Is Still Worth Tracking, Just Not All of It

A LinkedIn discussion, started by Peter Rota, ignited an explosive debate over whether we should retire organic traffic as an SEO. The practical question is what this changes for SEO, content quality, and AI search visibility.

What Makes a Brand Machine-readable in AI Search: the Strategic Visibility Angle

Notes / SEO / May 23, 2026

What Makes a Brand Machine readable in AI Search

If you're optimizing for large language model (LLM) responses, you're already too late. Appearing in an LLM's output is a symptom. The practical question is what this changes for SEO, content quality, and AI search visibility.

Microsoft Clarity Now Shows Grounding Queries Behind AI Citations: the Practical Angle

Notes / SEO / May 22, 2026

Microsoft Clarity Now Shows Grounding Queries Behind AI Citations

When you ask Copilot a question, it translates your words into simple search terms called grounding queries to find facts on the. The practical question is what this changes for SEO, content quality, and AI search visibility.

LLM Guidance Doesn’t Transfer the Way SEO Guidance Did: the Operator's View

Notes / SEO / May 22, 2026

LLM Guidance Doesn’t Transfer the Way SEO Guidance Did

The era of portable guidance was built on actual collaboration, not coincidence. The Sitemaps protocol became the joint property. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google Begins Rolling Out May 2026 Core Update: the Practical Angle

Notes / SEO / May 22, 2026

Google Begins Rolling Out May 2026 Core Update

As of publication, Google hasn't published a companion blog post or shared specific goals for the May core update. The only. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google’s Llms.txt Guidance Depends on Which Product You Ask: the Practical Angle

Notes / SEO / May 21, 2026

Google’s Llms.txt Guidance Depends on Which Product You Ask

Google's Search team has maintained for over a year that llms.txt is not a Google initiative or something Google plans to adopt. The practical question is what this changes for SEO, content quality, and AI search visibility.

Mt. Stupid Has a Pricing Page: the Practical Angle

Notes / SEO / May 21, 2026

Mt. Stupid Has a Pricing Page

Anthropic published its main interpretability research post in May 2024. It opens: "We mostly treat AI models as a black box:. The practical question is what this changes for SEO, content quality, and AI search visibility.

Mueller Explains Why Google Uses Markdown on Dev Docs: the Practical Angle

Notes / SEO / May 21, 2026

Mueller Explains Why Google Uses Markdown on Dev Docs

His reasoning focuses on two different website goals. He called the first "discovery," or being found via a search engine, and. The practical question is what this changes for SEO, content quality, and AI search visibility.

Nearly Half of Online Articles Are Now AI-generated: Study: the Practical Angle

Notes / SEO / May 21, 2026

Nearly Half of Online Articles Are Now AI generated: Study

Nearly half of sampled English language articles published online were classified as mostly AI generated by three commercial AI. The practical question is what this changes for SEO, content quality, and AI search visibility.

It Works Until It Doesn’t: AI Content Strategies That Backfire: the Practical Angle

Notes / SEO / May 20, 2026

It Works Until It Doesn’t: AI Content Strategies That Backfire

Before we dive in, it's important to set the stage with my approach and provide some important disclaimers. This analysis is. The practical question is what this changes for SEO, content quality, and AI search visibility.

SEO/GEO Audits with AI Fail Without These 3 Essentials: the Operator's View

Notes / SEO / May 20, 2026

SEO/GEO Audits with AI Fail Without These 3 Essentials

Let's take a simple example: generating SEO recommendations for an existing blog. This should be an easy task for an advanced. The practical question is what this changes for SEO, content quality, and AI search visibility.

The Funnel Query Pathway: a Framework for Measuring AI Visibility: the Practical Angle

Notes / SEO / May 20, 2026

The Funnel Query Pathway: a Framework for Measuring AI Visibility

The measurement question, as the industry currently frames it, uses the wrong reference discipline. Brands still hunting for the. The practical question is what this changes for SEO, content quality, and AI search visibility.

Fashion AI SEO: How to Improve Your Brand’s LLM Visibility: the Operator's View

Notes / SEO / May 20, 2026

Fashion AI SEO: How to Improve Your Brand’s LLM Visibility

There are three ways people will see your brand in AI search: brand mentions, citations, and recommendations. Brand mentions are. The practical question is what this changes for SEO, content quality, and AI search visibility.

How Ecommerce Brands Actually Get Discovered in AI Search: the Strategic Visibility Angle

Notes / SEO / May 20, 2026

How Ecommerce Brands Actually Get Discovered in AI Search

If you're familiar with SEO, getting AI visibility is similar. It starts with how search systems decide what to display. But for. The practical question is what this changes for SEO, content quality, and AI search visibility.

Inside AI Citation: Proven Strategies to Get Your Brand Cited: the Practical Angle

Notes / SEO / May 20, 2026

Inside AI Citation: Proven Strategies to Get Your Brand Cited

In this SEO webinar, Wayne Cichanski, VP of Search & Site Experience at iQuanti, unpacked how AI systems generate answers and. The practical question is what this changes for SEO, content quality, and AI search visibility.

What Google’s UCP Tells Us About Agent-Ready Websites: the Practical Angle

Notes / SEO / May 20, 2026

What Google’s UCP Tells Us About Agent Ready Websites

UCP Is the Interaction Pillar in Production The Gap UCP Exposes for Everyone Else What Every Website Can Learn from UCP's. The practical question is what this changes for SEO, content quality, and AI search visibility.

Creating ‘Non-Commodity’ Content That Cuts Through the Noise: the Practical Angle

Notes / SEO / May 20, 2026

Creating ‘Non Commodity’ Content That Cuts Through the Noise

Commodity content is doomed for two reasons: It is easily summarized (because it has been done to death), and it doesn't make (as. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google Adds AI Agents to Search, Redesigns Search Box at I/O: the Practical Angle

Notes / SEO / May 20, 2026

Google Adds AI Agents to Search, Redesigns Search Box at I/O

Google made Gemini 3.5 Flash the new default model in AI Mode for everyone globally, starting today. The update continues a. The practical question is what this changes for SEO, content quality, and AI search visibility.

The 5-layer Framework for Measuring GEO Performance: the Practical Angle

Notes / SEO / May 20, 2026

The 5-layer Framework for Measuring GEO Performance

This is the one step most agencies are already tracking, and I'm including it because it still matters. It's the most direct. The practical question is what this changes for SEO, content quality, and AI search visibility.

How AI May Increase the Value of SEO Expertise: the Operator's View

Notes / SEO / May 20, 2026

How AI May Increase the Value of SEO Expertise

I've been doing SEO since before there was a word for "SEO." Every few years, there's a viral article declaring that "SEO is. The practical question is what this changes for SEO, content quality, and AI search visibility.

What AI Infrastructure Strain Means for Search Teams

Notes / SEO / May 18, 2026

What AI Infrastructure Strain Means for Search Teams

In 2011, I read I'm Feeling Lucky: The Confessions of Google Employee Number 59 by Douglas Edwards, who was Google's first. The practical question is what this changes for SEO, content quality, and AI search visibility.

Audience Targeting Needs a New Signal Strategy

Notes / SEO / May 18, 2026

Audience Targeting Needs a New Signal Strategy

Even if we still had the data we had before, would it even be enough? I don't think so, because it assumes user behavior is. The practical question is what this changes for SEO, content quality, and AI search visibility.

Google-Agent Gives AI Crawling a Clearer Identity

Notes / SEO / May 18, 2026

Google Agent Gives AI Crawling a Clearer Identity

Google classifies Google Agent as a user triggered fetcher. The category includes tools like Google Read Aloud (text to speech),. The practical question is what this changes for SEO, content quality, and AI search visibility.

Why Older Google Ads Data Is Becoming Harder to Use

Notes / SEO / May 17, 2026

Why Older Google Ads Data Is Becoming Harder to Use

Google Ads reporting data will have new retention limits beginning June 1, 2026. Hourly, daily, and weekly reporting data. The practical question is what this changes for SEO, content quality, and AI search visibility.

What AI Traffic Tracking Means After FAQ Results Fade

Notes / SEO / May 17, 2026

What AI Traffic Tracking Means After FAQ Results Fade

Google Analytics now assigns traffic from recognized AI chatbots to a dedicated "AI Assistant" default channel group. Custom. The practical question is what this changes for SEO, content quality, and AI search visibility.

AEO and GEO Are Becoming Part of the SEO Operating Model

Notes / SEO / May 17, 2026

AEO and GEO Are Becoming Part of the SEO Operating Model

Google opens by confirming that foundational SEO best practices remain relevant for generative AI search. Its AI features are. The practical question is what this changes for SEO, content quality, and AI search visibility.

FAQ Changes Put Schema’s AI Value Under Pressure

Notes / SEO / May 17, 2026

FAQ Changes Put Schema’s AI Value Under Pressure

Google has been pulling back visible Search rewards tied to specific structured data types since 2023. Google restricted FAQ rich. The practical question is what this changes for SEO, content quality, and AI search visibility.

WebMCP Could Change How Agents Use Your Website

Notes / SEO / May 17, 2026

WebMCP Could Change How Agents Use Your Website

While SEOs have long debated whether we should be optimizing for search engines or humans (shockingly, it's both), that paradigm. The practical question is what this changes for SEO, content quality, and AI search visibility.

A Practical Client Acquisition System for SEO Consultants

Notes / SEO / May 17, 2026

A Practical Client Acquisition System for SEO Consultants

There are many ways to get SEO clients, but here are some strategies you can implement right away. The practical question is what this changes for SEO, content quality, and AI search visibility.

How Fintech Brands Can Earn Trust in AI Answers

Notes / SEO / May 17, 2026

How Fintech Brands Can Earn Trust in AI Answers

Your fintech brand can appear in AI search in three ways: Mentioned when AI explains topics in your category Cited and linked. The practical question is what this changes for SEO, content quality, and AI search visibility.

Local Pages Need Stronger Proof for AI Search

Notes / SEO / May 15, 2026

Local Pages Need Stronger Proof for AI Search

This on demand session delivers a practical framework for strengthening your local SEO foundation so your brand surfaces. The practical question is what this changes for SEO, content quality, and AI search visibility.

When AI Surfaces Brand Risk Without the Query Asking

Notes / SEO / May 15, 2026

When AI Surfaces Brand Risk Without the Query Asking

• Why Some Complaints Show Up in AI Answers & Others Don't • Step 1: Audit Your Negative Signal Footprint • Step. The practical question is what this changes for SEO, content quality, and AI search visibility.

Why Direct Traffic Is a Weak Popularity Shortcut

Notes / SEO / May 15, 2026

Why Direct Traffic Is a Weak Popularity Shortcut

Direct traffic is widely considered a symptom of good performance, not a primary driver of search rankings. Treating direct. The practical question is what this changes for SEO, content quality, and AI search visibility.

AI Visibility Has Three Different Operating Layers

Notes / SEO / May 15, 2026

AI Visibility Has Three Different Operating Layers

The first layer is retrieval. This is where the AI search optimization conversation has spent most of the last two years. The. The practical question is what this changes for SEO, content quality, and AI search visibility.

How I Would Handle Client SEO Advice From ChatGPT

Notes / SEO / May 15, 2026

How I Would Handle Client SEO Advice From ChatGPT

It might feel good to tell them the AI output they sent is wrong and that they should leave the SEO to you. But that response. The practical question is what this changes for SEO, content quality, and AI search visibility.

What Adobe’s AI Traffic Data Really Signals

Notes / SEO / May 14, 2026

What Adobe’s AI Traffic Data Really Signals

This is not something slowly getting better. This is something that's gone from pretty much broken to kind of working. Maturation. The practical question is what this changes for SEO, content quality, and AI search visibility.

ALDRIFT Points to a More Reliable AI Answer Layer

Notes / SEO / May 14, 2026

ALDRIFT Points to a More Reliable AI Answer Layer

The evidence in the paper centers on a framework called ALDRIFT (Algorithm Driven Iterated Fitting of Targets). The method. The practical question is what this changes for SEO, content quality, and AI search visibility.

The IT Line of Death Is an SEO Execution Problem

Notes / SEO / May 14, 2026

The IT Line of Death Is an SEO Execution Problem

You can see how organizations are frantically responding to the pressure to perform in AI Search, albeit subtly. Work that sat. The practical question is what this changes for SEO, content quality, and AI search visibility.

Planning for a Search Traffic Floor of Zero

Notes / SEO / May 14, 2026

Planning for a Search Traffic Floor of Zero

Lynch described how the search results page has changed, based on a comparison his team prepared for a recent board meeting. The practical question is what this changes for SEO, content quality, and AI search visibility.

Good Content Still Loses When Execution Signals Are Weak

Notes / SEO / May 14, 2026

Good Content Still Loses When Execution Signals Are Weak

Before blaming positioning, an honest assessment: Sometimes the content genuinely isn't good enough. This pattern shows up often. The practical question is what this changes for SEO, content quality, and AI search visibility.

Why AI Recommendation Sets Leave Some Brands Out

Notes / SEO / May 14, 2026

Why AI Recommendation Sets Leave Some Brands Out

Traditional SEO has conditioned us to think of visibility as a function of ranking, where the objective is to position a page as. The practical question is what this changes for SEO, content quality, and AI search visibility.

TurboQuant Makes Entity SEO Harder to Ignore

Notes / SEO / May 14, 2026

TurboQuant Makes Entity SEO Harder to Ignore

Before the prevalence of AI, SEO relied on basic keywords and topics as stand ins for what human users were searching for. The practical question is what this changes for SEO, content quality, and AI search visibility.

The Real Shift Is the Search User, Not the AI Event

Notes / SEO / May 13, 2026

The Real Shift Is the Search User, Not the AI Event

In a recent piece based on a Search Off the Record episode with Google's Martin Splitt and Nikola Todorovic, Google revealed. The practical question is what this changes for SEO, content quality, and AI search visibility.

Schema Alone Will Not Win AI Citations

Notes / SEO / May 13, 2026

Schema Alone Will Not Win AI Citations

The report analyzed 6 million URLs and found that pages cited by AI were roughly three times more likely to include JSON LD. This. The practical question is what this changes for SEO, content quality, and AI search visibility.

Technical SEO Audits Need an AI Visibility Layer

Notes / SEO / May 13, 2026

Technical SEO Audits Need an AI Visibility Layer

1. What's Actually Happening On Your Site 2. How To Make Sure ChatGPT, Perplexity & LLMs Can Reach Your Content 3. The Technical. The practical question is what this changes for SEO, content quality, and AI search visibility.

A 90-Day Reset for AI Search Visibility

Notes / SEO / May 13, 2026

A 90 Day Reset for AI Search Visibility

AI Overviews, ChatGPT search, and Perplexity are where your buyers are going now. This on demand session gives you the signals. The practical question is what this changes for SEO, content quality, and AI search visibility.

AI Use Needs a Safer Legal Operating Model

Notes / SEO / May 13, 2026

AI Use Needs a Safer Legal Operating Model

The following nine areas are where most AI risk shows up inside a business. You don't have to be a legal expert to manage these. The practical question is what this changes for SEO, content quality, and AI search visibility.

Vibe Coding Is Turning Into a Practical SEO Edge

Notes / SEO / May 13, 2026

Vibe Coding Is Turning Into a Practical SEO Edge

A few years ago, building tools like calculators or interactive widgets meant tickets, specs, and dev cycles. Today, with AI,. The practical question is what this changes for SEO, content quality, and AI search visibility.

Where AI Brand Visibility Breaks at the Consensus Layer

Notes / SEO / May 12, 2026

Where AI Brand Visibility Breaks at the Consensus Layer

Most people would guess that if a URL gets cited by one major AI engine, it has a reasonable shot at appearing in the others. But. The practical question is what this changes for SEO, content quality, and AI search visibility.

Affiliate SEO Needs a New Relevance Playbook

Notes / SEO / May 12, 2026

Affiliate SEO Needs a New Relevance Playbook

We're already seeing customized outputs in LLMs and AI Overviews (to an extent) based on what the system knows about the person. The practical question is what this changes for SEO, content quality, and AI search visibility.

How Wikipedia Can Carry Reputation Risk Into AI Answers

Notes / SEO / May 12, 2026

How Wikipedia Can Carry Reputation Risk Into AI Answers

One of the main criteria of getting information on Wikipedia is verifiability. Media outlets and Wikipedia users verified by the. The practical question is what this changes for SEO, content quality, and AI search visibility.

The Delegation Boundary Is the New Brand Selection Layer

Notes / SEO / May 12, 2026

The Delegation Boundary Is the New Brand Selection Layer

Underneath the three mechanisms sits the same commercial truth that's been the point of search since Sergey Brin first. The practical question is what this changes for SEO, content quality, and AI search visibility.

The Automation Risk Behind Friendly AI Marketing

Notes / SEO / May 10, 2026

The Automation Risk Behind Friendly AI Marketing

A practical view on The Automation Risk Behind Friendly AI Marketing, focused on the signal to inspect, the risk to avoid, and the decision it should change.

Core Updates and AI Links Are Changing SEO Signals

Notes / AIO / May 10, 2026

Core Updates and AI Links Are Changing SEO Signals

A practical view on Core Updates and AI Links Are Changing SEO Signals, focused on the signal to inspect, the risk to avoid, and the decision it should change.

Why Agent Runtimes Change Website Readiness

Notes / SEO / May 10, 2026

Why Agent Runtimes Change Website Readiness

A practical view on Why Agent Runtimes Change Website Readiness, focused on the signal to inspect, the risk to avoid, and the decision it should change.

Community Trust Is Becoming an AI Visibility Asset

Notes / SEO / May 10, 2026

Community Trust Is Becoming an AI Visibility Asset

A practical view on Community Trust Is Becoming an AI Visibility Asset, focused on the signal to inspect, the risk to avoid, and the decision it should change.

Recognition Is Becoming the More Useful SEO Goal

Notes / AIO / May 8, 2026

Recognition Is Becoming the More Useful SEO Goal

A practical view on Recognition Is Becoming the More Useful SEO Goal, focused on the signal to inspect, the risk to avoid, and the decision it should change.

Visibility Now Starts Before the Search Result

Notes / AIO / May 5, 2026

Visibility Now Starts Before the Search Result

A practical view on Visibility Now Starts Before the Search Result, focused on the signal to inspect, the risk to avoid, and the decision it should change.

The AEO Tool Stack I Would Actually Start With

Notes / AIO / May 5, 2026

The AEO Tool Stack I Would Actually Start With

A practical view on The AEO Tool Stack I Would Actually Start With, focused on the signal to inspect, the risk to avoid, and the decision it should change.

Brand Authority Is Outgrowing Topical Coverage

Notes / AIO / May 5, 2026

Brand Authority Is Outgrowing Topical Coverage

A practical view on Brand Authority Is Outgrowing Topical Coverage, focused on the signal to inspect, the risk to avoid, and the decision it should change.

More Content Is No Longer a Growth Strategy

Notes / SEO / May 3, 2026

More Content Is No Longer a Growth Strategy

A practical view on More Content Is No Longer a Growth Strategy, focused on the signal to inspect, the risk to avoid, and the decision it should change.

AI Visibility Is Becoming a Signal Quality Game

Notes / AIO / May 3, 2026

AI Visibility Is Becoming a Signal Quality Game

A practical view on AI Visibility Is Becoming a Signal Quality Game, focused on the signal to inspect, the risk to avoid, and the decision it should change.

Brand Signals Are Rewriting the Authority Stack

Notes / GIO / May 3, 2026

Brand Signals Are Rewriting the Authority Stack

A practical view on Brand Signals Are Rewriting the Authority Stack, focused on the signal to inspect, the risk to avoid, and the decision it should change.

Technical SEO Problems That Quietly Limit Growth

Notes / SEO / May 2, 2026

Technical SEO Problems That Quietly Limit Growth

A practical view on Technical SEO Problems That Quietly Limit Growth, focused on the signal to inspect, the risk to avoid, and the decision it should change.