Field notes on winning the answer
Practical, engineer-written guides to GEO, AI search, and the mechanics of getting recommended by LLMs.
How to Choose an AI Visibility (GEO/AEO) Tool
The 'best AEO tools' listicles are multiplying, and most rank whatever the author is affiliated with. Here is an honest framework for evaluating GEO and AI-visibility tools, so you can judge any list for yourself.
Should You Chase AI Traffic Over Google? An Honest Take
Some teams report most of their new traffic now comes from ChatGPT and Perplexity, and are tempted to drop Google. Here is how to think about the shift without over-rotating in either direction.
StrategyDoes GEO Actually Work? An Honest Look
Is generative engine optimization a real strategy or repackaged SEO hype? Here is the honest case, what the skeptics get right, and how to decide for your own brand without taking anyone's word for it.
FundamentalsHow AI Assistants Decide Which Brands to Recommend
When ChatGPT or Perplexity names a few vendors, what actually drove the choice? Here is what we know about how models pick brands to recommend, drawn from how they are built and what category audits consistently show.
LocalGEO for Local Business: How Local Companies Show Up in AI Answers
When someone asks ChatGPT for the best plumber, clinic, or agency in their city, how does a local business get named? Here is how GEO works for local, what is different from national, and where the wins are.
TechnicalHow to Optimize Your Content for LLMs: A Practical Checklist
Optimizing content for large language models is mostly good writing pointed at a new reader: the model. Here is a concrete checklist for making your pages easy to extract, quote, and cite.
FundamentalsCan You 'Rank #1' in ChatGPT? How AI 'Ranking' Actually Works
There is no ranked list inside a ChatGPT answer, so 'ranking #1' is the wrong mental model. Here is what actually decides whether you are named, and how it differs from Google AI Overviews and classic search.
StrategyWhy SEO and Marketing Agencies Must Add GEO Now (Without Building a Team)
Your clients are asking about ChatGPT visibility, and the ones who don't ask are quietly comparing you to agencies that already offer it. Here is the case for adding GEO now, and how to do it by partnering instead of rebuilding.
StrategyGEO vs AEO: The Difference, Explained Simply
Answer Engine Optimization is about being the answer box; Generative Engine Optimization is about being the source an AI cites when it writes its own answer. Here is the plain-language difference, and why the work mostly overlaps.
StrategyLLM SEO: What It Is, and How It Differs from SEO, GEO and AEO
LLM SEO is the practice of getting your brand into the answers large language models generate. It overlaps heavily with GEO and AEO. Here is what the term means, what actually moves it, and why the acronym matters less than the work.
PlaybookHow to Get Your Brand to Show Up in ChatGPT
A practical playbook for getting named and cited in ChatGPT answers: answer the real questions, get onto the sources it trusts, make your claims extractable, and measure share of voice. Grounded in what practitioners report actually works.
StrategyHow to Track Your Brand's Visibility Inside ChatGPT and AI Engines
You cannot manage what you cannot see, and AI visibility does not appear in Google Analytics. Here is how to actually measure whether ChatGPT, Claude, Perplexity, and Google AI answers name your brand, and what to track.
StrategyWhat GEO Costs, and How to Budget for It
There is no public benchmark for generative engine optimization pricing. Here is what actually drives the number, how region and commitment change it, and how to budget without guessing.
StrategyWhy Reddit Shows Up So Often in AI Answers (and What to Do About It)
Ask an AI engine a buying question and you will often find Reddit among the cited sources. Here is why models lean on Reddit and other community sources, and how to earn a place there honestly rather than gaming it.
GEOHow to choose a GEO agency in Dubai (and the 2026 buyer's shortlist)
The independent, engineer-built guide to choosing a Generative Engine Optimization (GEO) agency in Dubai. The named alternatives, the questions to ask, and the red flags.
For commsWhen ChatGPT Gets Your Brand Wrong: AI Reputation Management
AI engines confidently repeat facts about your company — sometimes outdated or wrong. Here's how to monitor and fix what they say.
For salesYour Buyers Build the Shortlist in ChatGPT Before They Call Sales
B2B buyers now assemble vendor shortlists with AI before any human contact. If the model doesn't name you, the deal starts without you.
For foundersFounders: AI Search Is Deciding Your Category Right Now
In early markets, whoever the AI recommends first tends to define the category. Here's why founders should treat GEO as category strategy.
For marketersAI Visibility for CMOs: The New Share of Voice
How marketing leaders should think about, measure, and report AI visibility — in language the board already understands.
StrategyWhy Your Organic Traffic Is Declining (and It's Not a Google Update)
B2B sites are down 30–50% on organic traffic, and the usual SEO explanations miss the real cause: AI is answering the query before the click.
MeasurementHow to Measure AI Share of Voice
A clear definition of AI Share of Voice, the inputs that go into it, and why single samples will mislead you.
DistributionWhy AI Engines Love Reddit — and How to Use It (Ethically)
Reddit shows up in a huge share of AI citations. Here's why, and how to earn legitimate presence without spamming.
TechnicalSchema Markup for AI Search: The JSON-LD That Earns Citations
Which structured data types actually help AI engines understand and cite your content — and how to implement them without overcomplicating it.
Technicalllms.txt: What It Is, and Why No Engine Honours It Yet
llms.txt is cheap to ship and costs you nothing — but as of 2026 no major AI engine consumes it, and Google has explicitly said it ignores it. Here's the evidence, and what to do instead.
StrategyHow LLMs Decide Which Sources to Cite
Most AI citations in a category trace back to ~20 URLs. Here's why models favor certain sources — and how to become one of them.
StrategyGEO vs. SEO: What Changes When AI Answers the Query
SEO competes for ranked links; GEO competes to be the AI's answer. Here's what carries over, what's new, and how to run both without starting from scratch.
FundamentalsWhat Is Generative Engine Optimization (GEO)?
A plain-language guide to GEO: how to get your brand mentioned, cited, and recommended inside ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews.
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