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Field notes on the agentic SEO era

Search is going zero-click, and the response that works is not more content — it is an agent that reads your real data and runs the loop. A pillar guide for each topic, with the deep-dives beneath it.

AGENTIC SEO · PILLAR GUIDE
Agentic SEO: What It Is and How an Agent Runs Your SEO

Pillar guide · 10 min read

Agentic SEO: What It Is and How an Agent Runs Your SEO

A dashboard shows you data and waits. An agent reads your real Search Console numbers, decides what they mean, and acts — closing the loop you used to close by hand. This is the pillar guide to agentic SEO, with the supporting deep-dives beneath it.

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AI SEO Tools in 2026: The Honest Buyer's Guide

June 8, 2026 · 8 min read

AI SEO Tools in 2026: The Honest Buyer's Guide

Most "AI SEO tools" automate one slice and hand the rest back to you. Here's how to choose one that closes the loop — and what agentic SEO actually means.

SEO Automation: What Actually Runs on Autopilot (and What Still Needs a Human)

June 8, 2026 · 8 min read

SEO Automation: What Actually Runs on Autopilot (and What Still Needs a Human)

A senior operator's guide to SEO automation: the three tiers, what's safe to hand off, and why an agent that runs the loop beats a pile of tools.

SERP Analytics: Stop Watching Rankings, Start Acting on Them

June 10, 2026 · 9 min read

SERP Analytics: Stop Watching Rankings, Start Acting on Them

SERP analytics is only useful if it ends in action. A triage framework for ranking movements, a real zero-click case, and how an agent closes the loop.

Putting an SEO Agent Inside Your Dev Workflow

November 3, 2026 · 8 min read

Putting an SEO Agent Inside Your Dev Workflow

Most SEO fixes are code changes — so an AI SEO agent belongs in your dev workflow. How agent-opened pull requests, human review, and verified fixes work.

What an Agentic SEO MCP Server Is and How One Works

November 3, 2026 · 9 min read

What an Agentic SEO MCP Server Is and How One Works

A plain-English explainer of how an SEO MCP server works — what an agentic SEO MCP server actually is, the landscape that exists today, and why the loop it serves matters more than the protocol.

Closed-Loop SEO: From Finding Issues to Verified Fixes

November 3, 2026 · 9 min read

Closed-Loop SEO: From Finding Issues to Verified Fixes

Closed-loop SEO treats a fix as done only when Search Console confirms it moved. The find → fix → verify → repeat method, and why verifying takes weeks.

SEO KPIs: The Metrics That Prove the Work Worked (and the Vanity Ones to Drop)

June 15, 2026 · 10 min read

SEO KPIs: The Metrics That Prove the Work Worked (and the Vanity Ones to Drop)

Most SEO KPIs are lagging or vanity. The one that survives scrutiny is verified causal movement — did this fix move this query, confirmed in Search Console.

SEO Competitor Gap Analysis: The Method an AI Agent Runs

June 11, 2026 · 9 min read

SEO Competitor Gap Analysis: The Method an AI Agent Runs

A step-by-step SEO competitor gap analysis: find keyword, content, and performance gaps — and how an AI competitor gap analysis agent runs it continuously instead of quarterly.

Enterprise SEO Software: A Buyer’s Comparison Guide

June 13, 2026 · 9 min read

Enterprise SEO Software: A Buyer’s Comparison Guide

A buyer’s guide to enterprise SEO software: the four categories, a feature comparison matrix, real use cases, and the question every platform skips.

Technical SEO Audit: The Checklist Nobody Verifies

July 10, 2026 · 9 min read

Technical SEO Audit: The Checklist Nobody Verifies

A repo-first technical SEO audit checklist — crawl, index, canonicals, schema, CWV — with every fix verified in Search Console about three weeks later.

Is SEO Dead? No — But the SEO Report Is

July 10, 2026 · 9 min read

Is SEO Dead? No — But the SEO Report Is

SEO isn't dead — the rankings-and-traffic report is. How zero-click and AI answers broke SEO's proxies, and the verified fix-and-prove model that survives.

E-E-A-T SEO: Why Verifiable Experience Is the Lever That Works

July 10, 2026 · 9 min read

E-E-A-T SEO: Why Verifiable Experience Is the Lever That Works

E-E-A-T is not a score you set in a plugin — it is corroboration machines can verify. Why first-hand experience raises citation rates, and how to add it.

Keyword Clustering: Why SERP Overlap Beats String Similarity

July 10, 2026 · 9 min read

Keyword Clustering: Why SERP Overlap Beats String Similarity

Keyword clustering by string similarity gets intent wrong. Learn the SERP-overlap method — group queries that return the same results — and plan by cluster.

Semantic SEO: Own the Topic, Not the Keyword String

July 10, 2026 · 9 min read

Semantic SEO: Own the Topic, Not the Keyword String

Google matches meaning, not strings. What semantic SEO really is — entities, relationships, full concept-space coverage — and why AI search raises the stakes.

SEO ROI: The Honest Formula and Why It Can’t Steer the Work

July 10, 2026 · 9 min read

SEO ROI: The Honest Formula and Why It Can’t Steer the Work

SEO ROI is real but lagging. Get the honest formula, see why it can't judge a single fix, and the three-week verification loop that actually steers SEO.

Topical Authority: Why Coverage Beats Content Volume

July 10, 2026 · 9 min read

Topical Authority: Why Coverage Beats Content Volume

Topical authority is completeness plus corroboration, not post count. Map any topic to a finite done state — and see why half-covered topics never rank.

Entity SEO: Become a Node AI Search Can Resolve and Cite

July 10, 2026 · 9 min read

Entity SEO: Become a Node AI Search Can Resolve and Cite

Search runs on entities, not keywords. Become a recognized entity — consistent identity, schema, sameAs, corroboration — so AI search can resolve and cite you.

Machine Learning in SEO: What It Actually Does (and Doesn't)

July 10, 2026 · 9 min read

Machine Learning in SEO: What It Actually Does (and Doesn't)

What machine learning actually does in SEO — inside Google's ranking systems and in your own workflow: clustering, forecasting, anomaly detection, prioritization.

Striking Distance Keywords: SEO’s Highest-ROI Play

July 10, 2026 · 9 min read

Striking Distance Keywords: SEO’s Highest-ROI Play

Striking distance keywords rank at positions 8–20 — the cheapest clicks in SEO. The quick-win math, the Search Console pull, and why to run it as a loop.

Autonomous SEO: What Actually Runs Without a Human

July 10, 2026 · 9 min read

Autonomous SEO: What Actually Runs Without a Human

Autonomous SEO, honestly graded: the find-measure-verify loop already runs unattended — the fix stays human-gated. A five-level ladder for reading the hype.

Autoblogging: Why Auto-Publishing at Volume Is Now a Liability

July 10, 2026 · 9 min read

Autoblogging: Why Auto-Publishing at Volume Is Now a Liability

Autoblogging sells content at volume on autopilot — the exact pattern Google spent two years demoting. Why volume backfired, and the proven alternative.

Programmatic SEO: Scale With Proof, Not Instead of It

July 10, 2026 · 9 min read

Programmatic SEO: Scale With Proof, Not Instead of It

Programmatic SEO works only when every templated page is backed by real demand and a verification loop. The two gates, the guardrails, and how to prune bloat.

JavaScript SEO: How Google Renders JS and Where It Breaks

July 10, 2026 · 10 min read

JavaScript SEO: How Google Renders JS and Where It Breaks

JavaScript SEO for the render era: how Google crawls and renders JS, the indexation traps, why JS redirects leak equity vs 301s, and a repo-first checklist.

Looker Studio SEO Dashboard: The Lean Build and Its Hard Limit

July 10, 2026 · 9 min read

Looker Studio SEO Dashboard: The Lean Build and Its Hard Limit

Build a lean Looker Studio SEO dashboard — five tiles worth having, the vanity charts to delete, and the accountability gap no read-only report can close.

Pagination SEO After rel=next/prev: The Honest Playbook

July 10, 2026 · 9 min read

Pagination SEO After rel=next/prev: The Honest Playbook

rel=next/prev is dead. How to handle paginated series, infinite scroll, and view-all for crawl and indexation — a repo-first checklist plus GSC verification.

Faceted Navigation SEO: Decide Per Facet, Then Prove It

July 10, 2026 · 10 min read

Faceted Navigation SEO: Decide Per Facet, Then Prove It

Faceted navigation turns filter clicks into millions of duplicate URLs. The per-facet decision framework and how to verify crawl waste actually dropped.

Parasite SEO: Why Renting Authority Stopped Working

July 10, 2026 · 9 min read

Parasite SEO: Why Renting Authority Stopped Working

What parasite SEO is, why Google's site reputation abuse crackdown keeps deleting it overnight, and how to build first-party authority you actually own.

Crawl Budget: When It Actually Matters (and When It Doesn't)

July 10, 2026 · 10 min read

Crawl Budget: When It Actually Matters (and When It Doesn't)

What crawl budget is, Google's real thresholds for when it matters, and the four levers — crawl traps, internal links, sitemaps, server health — that move it.

Log File Analysis for SEO: See What Search Console Hides

July 10, 2026 · 9 min read

Log File Analysis for SEO: See What Search Console Hides

Server logs are the only complete record of what Googlebot actually fetches. The method, the five findings that pay, and how each fix gets verified in GSC.

SEO Split Testing: Verification by Another Name

July 10, 2026 · 10 min read

SEO Split Testing: Verification by Another Name

SEO split testing is verification by another name: how page-group and time-based tests really work, what confounds them, and how the verify loop automates it.

AI SEARCH · PILLAR GUIDE
AI Search: AEO, GEO, and the Zero-Click Era

Pillar guide · 7 min read

AI Search: AEO, GEO, and the Zero-Click Era

Search is being answered before the click. This is the pillar guide to AI search — what zero-click really changed, how AEO and GEO differ, and how to become the source AI answers cite, with the deep-dive beneath it.

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Answer Engine Optimization: Get Cited by AI Search

June 8, 2026 · 11 min read

Answer Engine Optimization: Get Cited by AI Search

Answer engine optimization (AEO) is how you become the source AI answers cite. A clear definition, AEO vs GEO, and a workflow you can actually run.

Zero-Click Searches: What They Are and How to Win Anyway

June 11, 2026 · 9 min read

Zero-Click Searches: What They Are and How to Win Anyway

Zero-click searches end on the results page. What the numbers really show, why the shift is structural, and the two-part response: get cited, win what remains.

Generative Engine Optimization (GEO): What Actually Works

June 11, 2026 · 9 min read

Generative Engine Optimization (GEO): What Actually Works

Generative engine optimization (GEO): how it differs from AEO and classic SEO, what actually influences AI answers, and which tactics are snake oil.

AEO vs SEO: Why It's a Layer, Not a Replacement

July 10, 2026 · 9 min read

AEO vs SEO: Why It's a Layer, Not a Replacement

AEO vs SEO is the wrong fight: answer engine optimization is a layer on the SEO foundation. Where they differ, where they don't, and how one page wins both.

AI Search Optimization: The Real Levers and How to Measure Them

July 10, 2026 · 9 min read

AI Search Optimization: The Real Levers and How to Measure Them

AI search optimization is classic relevance, extractability, and corroboration — measured in citations, not clicks. The levers, and how to prove they worked.

LLM Optimization: Optimize the Inputs, Not the Black Box

July 10, 2026 · 9 min read

LLM Optimization: Optimize the Inputs, Not the Black Box

LLM optimization is not prompt-guessing. Structure and corroborate the inputs AI engines retrieve, then measure whether you get cited — a verifiable loop.

How to Rank in Google AI Overviews (It’s Not a New Trick)

July 10, 2026 · 8 min read

How to Rank in Google AI Overviews (It’s Not a New Trick)

AI Overviews overwhelmingly cite pages already on page one. The real lever: be the cleanest extractable source for queries you rank for — tradeoffs included.

GEO vs SEO: The 80% Shared Core and the 20% That's New

July 10, 2026 · 9 min read

GEO vs SEO: The 80% Shared Core and the 20% That's New

GEO is measured in citations, SEO in rankings and clicks — yet ~80% of the work is shared. Map the common core, the GEO-specific 20%, and what to instrument.

ChatGPT SEO: How to Get Cited, Not Ranked

July 10, 2026 · 10 min read

ChatGPT SEO: How to Get Cited, Not Ranked

ChatGPT doesn't rank pages — it retrieves and synthesizes. How to check whether ChatGPT cites your site today, and the moves that change the answer.

Perplexity SEO: Turn Its Citations Into a Teardown Lab

July 10, 2026 · 9 min read

Perplexity SEO: Turn Its Citations Into a Teardown Lab

Perplexity shows its sources inline — the one AI engine you can reverse-engineer. A hands-on teardown method: read its citations, find the pattern, apply it.

How to Get Cited by AI: The 4 Properties of a Citable Passage

July 10, 2026 · 9 min read

How to Get Cited by AI: The 4 Properties of a Citable Passage

Citation is the new ranking. The four properties of a citable passage — extractable, corroborated, specific, current — plus a self-audit for your own pages.

llms.txt: What It Is, Who Reads It, and Why Ship One Anyway

July 10, 2026 · 9 min read

llms.txt: What It Is, Who Reads It, and Why Ship One Anyway

llms.txt explained without hype: what the standard is, the honest evidence no major AI engine reads it yet, and the one-hour case for shipping one anyway.

AI Search Engines in 2026: Who Cites You, and How to Prove It

July 10, 2026 · 9 min

AI Search Engines in 2026: Who Cites You, and How to Prove It

Map the five AI search engines that matter in 2026 — Google AI Overviews, ChatGPT, Perplexity, Copilot, Gemini — how each cites sources, and how to measure it.

Bing Webmaster Tools: The AI Search Instrument You Ignored

July 10, 2026 · 9 min

Bing Webmaster Tools: The AI Search Instrument You Ignored

Bing Webmaster Tools stopped being optional when ChatGPT and Copilot started answering from Bing's index. What it shows that Google hides, and how to use it.

CLAUDE FOR SEO · PILLAR GUIDE
Claude for SEO: Run the Whole Loop, Not Just the Writing

Pillar guide · 10 min read

Claude for SEO: Run the Whole Loop, Not Just the Writing

Every "Claude SEO" result on page one is a prompt list. The real shift is that Claude can now hold the entire job — read your Search Console data, edit the actual source files, ship the PR, and re-check the number three weeks later.

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Claude Code SEO: The Agent That Edits Your Site, Not Your Drafts

July 10, 2026 · 9 min read

Claude Code SEO: The Agent That Edits Your Site, Not Your Drafts

Claude Code turns SEO into repo work: read Search Console over MCP, edit titles, meta and schema in the source files, open PRs, verify the result weeks later.

Claude SEO Prompts: 5 That Work — and Where They Stop

July 10, 2026 · 9 min read

Claude SEO Prompts: 5 That Work — and Where They Stop

Five copy-paste Claude SEO prompts — striking-distance audit, title rewrites, briefs, clustering, competitor teardowns — and the honest line where prompts stop.

Claude vs ChatGPT for SEO: An Honest Comparison

July 10, 2026 · 9 min read

Claude vs ChatGPT for SEO: An Honest Comparison

An honest Claude vs ChatGPT comparison for SEO work — context, tool use, writing, agent execution — from a team that builds on Claude and says so upfront.

Claude Skills for SEO: Package the Procedure, Not the Prompt

July 10, 2026 · 10 min read

Claude Skills for SEO: Package the Procedure, Not the Prompt

What a Claude Skill actually is, the three SEO skills worth building first, and how skills, MCP, and a task board compose into an autonomous SEO operator.

Claude for Technical SEO: Audit the Repo, Not the Crawl

July 10, 2026 · 9 min read

Claude for Technical SEO: Audit the Repo, Not the Crawl

How Claude does technical SEO from inside the repo: read next.config, sitemap, and JSON-LD, ship fixes as reviewed PRs, verify each one in Search Console.

Claude for Keyword Research: The Right Division of Labor

July 10, 2026 · 10 min read

Claude for Keyword Research: The Right Division of Labor

Claude can't measure search volume — any volume it outputs is invented. What it's great at: clustering, gap analysis, and prioritizing real keyword data.

Claude for SEO Content: SERP-First, Not Autoblogging

July 10, 2026 · 9 min read

Claude for SEO Content: SERP-First, Not Autoblogging

How to use Claude for SEO content that ranks and gets cited by AI: tear down the page-1 winners, outline the superset, gate on quality, verify in GSC.

Best AI for SEO: Claude, GPT, or Gemini — an Honest Job-by-Job Answer

July 10, 2026 · 10 min read

Best AI for SEO: Claude, GPT, or Gemini — an Honest Job-by-Job Answer

An honest job-by-job answer to the best AI for SEO: where Claude, GPT, and Gemini each win — and why the loop around the model matters more than the model.

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