G — Generation

AI Search Marketing Insights

AEO, GEO, SEO, and the AEGIS methodology — strategies for building brands that generative AI cites.

Measuring Performance When Clicks Disappear — How to Design AEO KPIs

"We did AEO -- so how do we report on it?" The click-era KPI framework does not have an answer. Start by accepting that no tool perfectly automates citation-rate measurement yet, then look at what you can track instead.

Dohak Kim

2026.09.07

#AEO KPI#Performance Measurement#Citation Rate

AEO Insights8 min

When Competitors Get Cited by AI and You Don’t — A Framework for AEO Competitive Gap Analysis

"We’ve written way more content, so why does ChatGPT only mention our competitor?" Answering that question means pulling the gap apart across three separate axes, not just writing more.

Dohak Kim

2026.09.03

#Competitive Analysis#AEO Gap#Entity

AEO Insights8 min

AI Does Not Cite Stale Answers — A Practical Guide to AEO Content Refresh Strategy

Will a post you wrote well once still get cited by AI six months from now? The answer depends on whether your content is signaling that it is actively maintained. This is not theory -- it is what to actually update, and when.

Dohak Kim

2026.08.30

#Content Refresh#dateModified#AEO

AEO Insights9 min

Why FAQPage and HowTo Schema Are AEO Fundamentals — A Practical Guide to Structured Data AI Can Actually Cite

Everyone agrees AEO matters by now. The harder question is what comes next -- what do you actually need to mark up so AI reads your content as a citable answer? This post covers FAQPage and HowTo schema not as theory, but as practical, testable implementation.

Dohak Kim

2026.08.25

#Structured Data#Schema.org#FAQPage

AEO Insights7 min

Going Live on Our Own Domain Wasn't Just a URL Change — It's the Owned Media Groundwork AEO and GEO Are Built On

A domain switch is easy to file under branding. From an AEO/GEO standpoint it's something else entirely. When an AI search engine decides whether to trust and cite a brand, that judgment starts at a single point: the domain, the core of Owned Media. As we register marketing-pivot.com as our official domain, we're sharing the domain groundwork we did as part of moving into full production.

Dohak Kim

2026.08.17

#DomainMigration#OwnedMedia#AEO

Research Note9 min

C³ Cube Stands Before the Academy — A Peer-Reviewed K-Beauty Inbound Marketing Case Study

A framework born in practice is always asked the same question: "where's the evidence?" A paper on C³ Cube Strategy just answered it, published in a KCI-indexed journal. This post walks through how a generative-AI-driven case study on K-Beauty inbound customer targeting validated the Context, Cognition, and Conversion axes — and what that means for brand E-E-A-T.

Why Does the AI Say "Attack This Market"? — Inside the C³ Cube Strategy Classification Engine

"Should we attack this market or defend it?" — C³ Cube answers the marketer's oldest question with numbers, not gut feeling. We open up the classification engine that cross-multiplies a competitor-normalized ownershipGap score against four-tier cognition weights to sort every market into one of five strategic paths.

Dohak Kim

2026.07.29

#C3Cube#ownershipGap#StrategyClassification

AEO Insights10 min

The AEGIS A·E·G·I·S Framework — Redesigning Content Structure Around the 5 Stages AI Uses to Read Your Site

Many brands publish blog posts diligently while leaving their About page untouched. AI does not count pages — it reads structural completeness. This guide breaks down the AEGIS Framework's 5 stages to diagnose the gaps in your site.

Dohak Kim

2026.07.20

#AEGIS Framework#Site Structure#AEO

Marketing Insights11 min

2026 AI Search Brand Visibility Study — AEGIS Index Benchmarks Across 40 Korean Digital Brands

Live AEGIS Insight diagnostics on 40 Korean digital brands show SEO (79.6) and AEO (76.1) are nearly identical across tiers. The gap is GEO only: established brands averaged 79.3 vs startups/SMBs at 58.6 — a 20.7-point divergence. Three brands scored SEO 60+ yet GEO 0, making them effectively invisible in the AI search ecosystem.

Dohak Kim

2026.06.29

#AI Search Research#AEGIS Index#Brand Visibility

GEO Strategy11 min

How We Applied Our Own GEO Strategy — Project AEGIS Multilingual Blog Launch, Fully Disclosed

We used Project AEGIS to mirror our 10 Korean blog posts into English and used FORGE's 4-language translation feature to extend into Japanese and Chinese. This post is our global GEO experiment report — openly sharing how AEO schema, hreflang tags, and Hub & Spoke multilingual linking actually work in production.

Dohak Kim

2026.06.18

#GEO#Multilingual Strategy#Global Marketing

AEO Insights11 min

AEGIS Index Methodology — Measurement Reliability and Result Interpretation Guide

The AEGIS Index measures AI search visibility across 38 metrics in two stages. T1 structural scanning (~100% reproducibility) captures real measured values first; T2 Gemini AI analysis runs on top of those verified inputs. Understanding Critical Fail gating and SPA correction logic is essential for reading results accurately.

Dohak Kim

2026.06.06

#AEGIS Index#Measurement Methodology#SEO Diagnosis

AEO Insights8 min

What Is AEO? — The Complete Guide to Answer Engine Optimization

AEO (Answer Engine Optimization) is the strategy of optimizing content, structure, and authority so that AI answer engines select your brand as their cited source. Unlike SEO — which competes for rank positions — AEO competes for the single AI-generated response. The battleground has moved from keyword rankings to AI knowledge architecture.

Dohak Kim

2026.06.04

#AEO#GEO#Answer Engine Optimization

AEO Insights9 min

GEO vs SEO vs AEO — How the Three Strategies Differ in the AI Search Era

SEO targets search result rankings. AEO targets AI answer engine citations. GEO targets brand Entity construction inside generative AI knowledge systems. The three strategies are not competing — they are the three interdependent layers of complete brand visibility in the AI search era.

The AEGIS 8 Scenarios Explained — Where Does Your Brand Stand in AI Search?

The 8 AEGIS scenarios classify brand AI search visibility based on whether SEO, AEO, and GEO each exceed 60 points. From S1 PHANTOM (none of the three) to S8 AEGIS (all three), every scenario has a distinct failure mode and a shortest path to the next tier.

Dohak Kim

2026.06.04

#AEGIS Scenarios#AEGIS Index#SEO Diagnosis

CDJ Strategy9 min

What Is a CEP? — The Complete Guide to Context Entry Points in AI Marketing

A CEP (Context Entry Point) is the specific situation that causes a consumer to turn to AI or search for solutions. Keywords capture "what was typed." CEPs capture "why, in what context, with what intent." In the AI search era, brands that own CEPs get cited; brands that only own keywords get skipped.

Dohak Kim

2026.06.04

#CEP#Context Entry Point#Category Entry Point

CDJ Strategy9 min

The Customer Decision Journey (CDJ) — Complete 4-Stage Guide for the AI Search Era

The CDJ (Customer Decision Journey) structures the consumer purchase path as 4 stages: Awareness → Consideration → Decision → Loyalty. In the AI search era, consumers ask AI different questions at each stage — and brands must have content designed to be AI's cited answer at every stage, not just the final one.

Dohak Kim

2026.06.04

#CDJ#Customer Decision Journey#Purchase Journey

AEO Insights8 min

Hub & Spoke Content Strategy — Designing AI Citation Architecture

Hub & Spoke content strategy links a comprehensive hub page (covering a topic broadly) to a cluster of spoke articles (covering subtopics deeply) via internal links. AI answer engines consistently cite brands with this kind of topic cluster depth over brands with isolated articles — making Hub & Spoke the foundational content architecture for AEO and GEO.

Dohak Kim

2026.06.04

#Hub and Spoke#Content Strategy#AEO

AEO Insights10 min

AI Memory Engineering: The New Marketing Operating System

In the zero-click era, AI delivers one answer per query. If your brand isn't in it, you don't exist for that consumer at that moment. Project AEGIS's Memory Engineering framework — built on CEP, CDJ, and structured content — is how brands architect their place in AI knowledge systems.

The CPC/ROAS Crisis: Why Paid Search Is Breaking and How AEO Fixes It

Paid search CPCs are rising while ROAS falls. This isn't a bidding problem — it's a structural one. AI answer engines are capturing buyer intent that used to generate clicks. AEO (Answer Engine Optimization) builds the brand visibility infrastructure that generates organic conversions without paying for every impression.

Dohak Kim

2026.06.01

#AEO#GEO#Performance Marketing

CDJ Strategy11 min

CEP × CDJ: The Framework for AI-Era AEO/GEO Strategy

Cookies are gone. ROAS is falling. AI search has reorganized buyer intent. CEP (Category Entry Point) and CDJ (Customer Decision Journey) are the conceptual anchors of a new marketing architecture — one where you don't target audiences but own contexts, and where brand visibility is measured at the AI answer layer.

Dohak Kim

2026.06.01

#CEP#CDJ#Intent

Marketing Insights7 min

The Era of Search Is Over — Welcome to the Age of AI Answers

The SEO-driven search era is ending. AI answer engines now deliver one response per query, and brands not included in that response effectively cease to exist. Marketing Pivot redefines marketing as AI-first architecture — integrating search intent, decision flow, and content structure into one system.

Dohak Kim

2026.05.03

#AEO#GEO#AI Search