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Field notes · published weekly

The AI search visibility playbook

Frameworks, original audit data, and tactical guides for B2B founders and agencies optimizing for ChatGPT, Claude, Gemini, and Perplexity.

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Featured·fundamentals

Google's New AI Search Guide Calls AEO And GEO 'Still SEO'

Every few months, a new acronym lands in the marketing inbox and people assume it means throwing out everything they know. AEO. GEO. AI-mode search. Each one tr

Cyberg7 AEO team·AI visibility editorial··6 min read

Latest posts

tools··8 min read

From Citation Selection to Citation Absorption: A Measurement Framework for Generative Engine Optimization Across AI Search Platforms

Most teams chasing AI search visibility are optimising for the wrong outcome. They want citations — a URL appearing somewhere in a ChatGPT or Perplexity respons

Cyberg7 AEO team·AI visibility editorial
tools··6 min read

llms.txt explained: write one that actually moves your AI visibility score

When someone asks ChatGPT, Claude, or Perplexity "what's the best lead generation tool in Southeast Asia," your site almost certainly does not appear. Not becau

Cyberg7 AEO team·AI visibility editorial
fundamentals··7 min read

GEO vs SEO: the 5 differences that actually matter at the margin

We have run 17 audits across 14 distinct domains since launching in May 2026. The average score is 23 out of 100 — a Grade F. Every single one of those domains

Cyberg7 AEO team·AI visibility editorial
engines··6 min read

What is AEO? How to Get ChatGPT, Perplexity & AI Search Engines to Cite Your Website — 2026 Guide

Google impressions look fine. Traffic is holding. But when a prospect asks ChatGPT "best [your category] tools in Singapore," your brand doesn't appear. That's

Cyberg7 AEO team·AI visibility editorial
fundamentals··6 min read

How Answer Engine Optimization (AEO) Is Replacing SEO in the Age of AI Search

The click is disappearing — and most marketers haven't noticed

Cyberg7 AEO team·AI visibility editorial
engines··6 min read

AIEthos Debuts Next-Gen Generative Engine Optimization (GEO) Platform to Measure Brand Visibility in ChatGPT, Claude, and Gemini

AIEthos is not the first vendor to build tooling around generative engine visibility, but its public debut marks something we've been watching for months: the f

Cyberg7 AEO team·AI visibility editorial
engines··6 min read

Why Your Business Isn't Showing Up in ChatGPT (and How to Fix It)

You spent years earning a page-one Google ranking. Then a prospect opens ChatGPT, types "best B2B SaaS tools in Singapore," and your company isn't in the answer

Cyberg7 AEO team·AI visibility editorial
engines··6 min read

AEO 2026: How to Get Cited by ChatGPT, Claude, and Perplexity

When a buyer asks ChatGPT "what's the best B2B CRM for Southeast Asia" or asks Perplexity "top marketing automation tools in Singapore," your site either appear

Cyberg7 AEO team·AI visibility editorial
fundamentals··7 min read

How Answer Engine Optimization (AEO) Is Replacing SEO in the Age of AI Search

The click is disappearing — and most B2B marketers haven't noticed

Cyberg7 AEO team·AI visibility editorial
fundamentals··6 min read

AI Answer Engine Citation Behavior: An Empirical Analysis of the GEO16 Framework

Why Citation Behavior in AI Search Engines Is the Wrong Thing to Ignore

Cyberg7 AEO team·AI visibility editorial
fundamentals··5 min read

Why Aggarwal's GEO Definition Matters for B2B Founders

When a Singapore B2B SaaS founder asks "are we showing up in search?", they almost always mean Google. That was the right question in 2022. It is not the right

Cyberg7 AEO team·AI visibility editorial
fundamentals··6 min read

Brandi AI Unveils 2026 Trends for Generative Engine Optimization (GEO) and AI Visibility

The problem: your site ranks on Google but disappears in ChatGPT

Cyberg7 AEO team·AI visibility editorial
fundamentals··7 min read

BoardroomPR Launches Answer Engine Optimization (AEO) Service to Help Brands Win Visibility in the Age of AI Search

Why BoardroomPR's Move Is a Turning Point for AI Search Visibility

Cyberg7 AEO team·AI visibility editorial
engines··7 min read

RedReplier Launches AI Reddit Monitoring and Generative Engine Optimization Tool That Finds Buyers and Gets Brands Cited by ChatGPT, Claude, and Gemini

Why Reddit plus GEO is not as strange a pairing as it sounds

Cyberg7 AEO team·AI visibility editorial
industries··7 min read

Informa TechTarget Launches AI Visibility and GEO (Generative Engine Optimization) Content Solutions for the Zero-Click B2B Buyer Journey

A Major Publisher Just Placed Its Bet on AI-Driven Buyer Journeys

Cyberg7 AEO team·AI visibility editorial
engines··6 min read

Why Your Business Isn't Showing Up in ChatGPT (and How to Fix It)

We've audited 17 sites across 14 distinct domains since launching in May 2026. The average AI visibility score was 23 out of 100 — a Grade F. Every one of those

Cyberg7 AEO team·AI visibility editorial
fundamentals··6 min read

FAQ on GEO and AEO: Where AI Search and SEO Overlap in 2026

We keep hearing the same thing from B2B founders and agency leads across Asia: "We rank on Google — why isn't ChatGPT recommending us?"

Cyberg7 AEO team·AI visibility editorial
fundamentals··9 min read

FAQ on GEO and AEO: Where AI Search and SEO Overlap in 2026

The question we keep getting: "Is GEO just SEO with a new name?"

Cyberg7 AEO team·AI visibility editorial
fundamentals··7 min read

SEO, AEO, and GEO Are Converging — What Integrated AI Search Optimization Actually Means

When a B2B founder in Singapore asks ChatGPT "what's the best AEO tool for SaaS companies in Asia," their company name does not appear. Not because they lack a

Cyberg7 AEO team·AI visibility editorial
fundamentals··6 min read

What is GEO? Generative Engine Optimization explained

For two decades, "search" meant Google. People typed a query, scanned blue links, clicked one. Then ChatGPT launched at the end of 2022 and ate part of that wor

Cyberg7 AEO team·AI visibility editorial

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