The blog

Explainers, benchmarks and teardowns.

Everything here is free to read and free to cite. Prompt sets and methods are published with each test so you can reproduce it.

Core / Pillar What Is AI Visibility? (2026 Guide) I define AI visibility the way I measure it: citation, inclusion, and influence inside generative answers in 2026. September 2026 · 31 min read Core / Pillar What Is Answer Engine Optimization (AEO)? (2026 Guide) A 2026 practitioner guide to what is answer engine optimization, how engines pick answers, and how AEO meaning differs from SEO. September 2026 · 30 min read AI Visibility Tools 12 Best AI Visibility Monitoring Tools in 2026 (Reviewed) Field notes on 12 platforms, ranked by how they alert, how often they refresh, and how far back they keep AI answer logs. September 2026 · 28 min read Core / Pillar What Is Generative Engine Optimization (GEO)? (2026 Guide) A practitioner definition of generative engine optimization: Princeton paper context, GEO meaning, and the tactics I use so AI systems cite the page. September 2026 · 31 min read Core / Pillar What Is LLM Optimization (LLMO)? (2026 Guide) I define LLM optimization from the field: overlap with GEO and AEO, and the practical scope of work I actually do. September 2026 · 25 min read Core / Pillar What Is AI Search? (2026 Guide) A first-person 2026 map of AI search across ChatGPT, Perplexity, AI Overviews, AI Mode, and Gemini. September 2026 · 29 min read Core / Pillar What Is an AI Visibility Score? (2026 Guide) A first-person 2026 guide to the AI visibility score: methodologies across tools, how measurement works, and what a good score is. September 2026 · 24 min read Core / Pillar What Is AI Share of Voice? (2026 Guide) A practitioner’s 2026 definition of AI share of voice, with the formula, three-level scoring, and benchmarks I use. September 2026 · 23 min read Core / Pillar What Are AI Citations? (2026 Guide) I define AI citations, show how LLMs attach sources, and separate a real citation from a mention. September 2026 · 24 min read Core / Pillar What Are Google AI Overviews? (2026 Guide) Field notes on how Google AI Overviews work in 2026, when they trigger, and what that does to clicks. September 2026 · 27 min read Core / Pillar What Is Google AI Mode? (2026 Guide) A practitioner's 2026 field guide to Google AI Mode: query fan-out, how it differs from AI Overviews, and what I actually measure. September 2026 · 24 min read Core / Pillar What Is ChatGPT Search? (2026 Guide) I explain what ChatGPT Search is, how it retrieves and cites the web, and how I trigger a live search in 2026. September 2026 · 26 min read Core / Pillar What Is Perplexity AI? (2026 Guide) I break down Perplexity as a real-time answer engine and the AEO moves I use so brand pages get retrieved and cited. September 2026 · 24 min read Core / Pillar What Is ChatGPT Shopping? (2026 Guide) A practitioner’s 2026 guide to what ChatGPT Shopping is, how products get recommended, and the merchant requirements I actually check. September 2026 · 24 min read Core / Pillar What Is llms.txt? (2026 Guide) Field notes on what is llms.txt: the spec, 2026 adoption, and whether the file moved AI citations in my tests. September 2026 · 24 min read Core / Pillar What Is an AI Crawler? (2026 Guide) I define what an AI crawler is, name the bots I see, and explain the robots.txt tradeoffs behind citations. September 2026 · 24 min read Core / Pillar AEO vs SEO: What's the Difference? (2026 Guide) I compare AEO vs SEO side by side: the overlap, the workflow that changes, and how I measure citations next to rankings. September 2026 · 26 min read Core / Pillar GEO vs SEO: What's the Difference? (2026 Guide) A field side-by-side of geo vs seo: overlap, citation versus ranking, and the workflow I changed for answer engines. September 2026 · 28 min read Core / Pillar AEO vs GEO: What's the Difference? (2026 Guide) Field notes on aeo vs geo: what each term means in my work, where they overlap, and which label I pick when. September 2026 · 26 min read Core / Pillar AI Visibility vs SEO: What's the Difference? (2026 Guide) How I measure and optimize AI visibility vs SEO in 2026, from citation tracking to the content I actually change. September 2026 · 27 min read Core / Pillar How Do LLMs Choose Which Brands to Recommend? (2026 Guide) A first-person map of retrieval, training bias, and the brand signals I can still influence in answer engines. September 2026 · 28 min read Core / Pillar How to Rank in ChatGPT (2026 Guide) A first-person, step-by-step playbook on how to rank in ChatGPT, from prompt maps to a living measurement loop. September 2026 · 34 min read Core / Pillar How to Get Cited by Perplexity (2026 Guide) I share the retrieval-first steps I use so a page can rank on Perplexity and show up as a named citation. September 2026 · 27 min read Core / Pillar How to Appear in Google AI Overviews (2026 Guide) A first-person playbook on eligibility, the 2026 Search Console toggle, grounding content, and measuring AI Overview citations. September 2026 · 28 min read Core / Pillar How to Rank in Google AI Mode (2026 Guide) I walk through how to rank in Google AI Mode, from crawl eligibility to the AEO tests I run on live clusters. September 2026 · 26 min read Core / Pillar How to Rank in Gemini (2026 Guide) My 2026 playbook for how to rank in Gemini, from Google indexation to answer-first pages and citation gap measurement. September 2026 · 27 min read Core / Pillar How to Measure AI Visibility (2026 Guide) Field notes on metrics, sampling, and tooling I use to measure AI visibility across answer engines in a KPI framework I can defend. September 2026 · 28 min read Core / Pillar How to Track Brand Mentions in ChatGPT (2026 Guide) Field notes on my manual and tool workflow to track brand mentions in ChatGPT, including citations and a monthly cadence. September 2026 · 26 min read Core / Pillar How to Track AI Search Traffic in GA4 (2026 Guide) I show how I use channel grouping, regex, and attribution to track AI search traffic in GA4. September 2026 · 27 min read Core / Pillar AI Visibility Audit: Step-by-Step Checklist (2026 Guide) Field notes for running an AI visibility audit checklist across ChatGPT, Perplexity, Google AI, and other answer engines. September 2026 · 27 min read Core / Pillar AEO Checklist: 25 Things to Do (2026 Guide) The 25-item AEO checklist I run to make pages retrievable, quotable, and citable by answer engines. September 2026 · 28 min read Core / Pillar GEO Checklist: 25 Things to Do (2026 Guide) A practitioner geo checklist of 25 checks I use to get brands cited by ChatGPT, Perplexity, and Google AI Overviews. September 2026 · 28 min read Core / Pillar AI Visibility Statistics (2026 Guide) I collected the AI visibility statistics I actually use, with sources and the cuts I keep in a dated file. September 2026 · 26 min read Core / Pillar AEO Statistics (2026 Guide) I keep a dated file of 2026 AEO statistics from Google and OpenAI that I can actually cite in briefs. September 2026 · 28 min read Core / Pillar GEO Statistics (2026 Guide) I collect GEO statistics I can cite: Google reports, audience surveys, and citation counts from my own logs. September 2026 · 26 min read Core / Pillar AI Visibility Glossary (2026 Guide) I define the GEO, AEO, and citation terms I actually log when I track how brands appear in answer engines. September 2026 · 26 min read Core / Pillar Why Isn't My Brand Showing Up in ChatGPT? (2026 Guide) I share the diagnostic I run when a brand is not showing in ChatGPT, from product checks to recommendation gaps. September 2026 · 27 min read Core / Pillar How Much Does AEO Cost? (2026 Guide) First-person aeo pricing ranges for retainers, audits, and tools from my consultancy work, with no product pitch. September 2026 · 26 min read Core / Pillar How Much Do AI Visibility Tools Cost? (2026 Guide) First-person notes on AI visibility tools pricing, from free checks to enterprise quotes, based on invoices I have paid. September 2026 · 26 min read Core / Pillar How to Choose an AI Visibility Tool (2026 Guide) A 2026 practitioner's guide on how to choose an AI visibility tool, covering platforms, citations, prompts, reports, and cost. September 2026 · 27 min read Core / Pillar How to Choose an AEO Agency (2026 Guide) A first-person buyer’s guide to briefs, questions, proof, and terms before you hire an AEO agency. September 2026 · 26 min read AI Visibility Tools 20 Best AI Visibility Tools in 2026 (Expert Review) A practitioner ranking of 20 AI visibility tools by engine coverage, pricing, and who each one is for. October 2026 · 31 min read AI Visibility Tools 12 Best AI Visibility Tools for Agencies in 2026 (Reviewed) First-person review of 12 AI visibility tools for agencies, compared on seats, white-label reporting, and client metrics. October 2026 · 27 min read AI Visibility Tools 12 Best AI Visibility Tools for Small Business in 2026 Field notes on 12 AI visibility tools, filtered for small-business price, setup time, and no-analyst use. October 2026 · 28 min read AI Visibility Tools 12 Best AI Search Visibility Tools in 2026 (Expert Review) A first-person review of 12 AI search visibility tools and the measurement gap classic SERP tracking still leaves. October 2026 · 19 min read AI Visibility Tools 12 Best LLM Visibility Tools in 2026 (Expert Review) First-person notes on 12 llm visibility tools, scored by GPT, Claude, Gemini, Perplexity, and Grok coverage. October 2026 · 28 min read AI Visibility Tools 12 Best AI Share of Voice Tools in 2026 (Expert Review) I compared 12 platforms on competitor SOV methodology, sampling accuracy, and prompt volume from my AEO practice. October 2026 · 22 min read AI Visibility Tools 12 Best AI Citation Tracking Tools in 2026 (Expert Review) Field notes on 12 tools that track which URLs get cited in AI answers, and how each reports citation share and source gaps. October 2026 · 25 min read AI Visibility Tools 15 Best AI Rank Tracker Tools in 2026 (Expert Review) Field notes on 15 AI rank tracker tools and how each one defines position inside generated answers. October 2026 · 28 min read AI Visibility Tools 12 Best AI Visibility Analytics Tools in 2026 (Reviewed) Field notes on 12 AI visibility analytics tools, focused on dashboards, exports, and GA4/BI joins. October 2026 · 27 min read