Analytical Archive

Technical analyses and case studies on the decision-making mechanisms of AI systems.

Apr 5, 202614 min read

How AI Agents Research Brands: The New Rules of GEO in 2026

Discover the fan-out architecture, the 5-layer brand evaluation model, and how MCP is reshaping agent visibility for brands in 2026.

How AI Misinterprets Brands — And Why It's Predictable

AI Visibility

Jan 8, 202511 min read

How AI Misinterprets Brands — And Why It's Predictable

Understanding how and why AI systems misinterpret brands due to inconsistent signals.

What Changes When AI Perception Becomes Consistent

AI Visibility

Jan 15, 202512 min read

What Changes When AI Perception Becomes Consistent

Understanding how LLM interpretation transforms when only consistency is achieved, without changing content volume.

Why Two Similar Brands Are Interpreted Differently by LLMs

AI Visibility

Jan 22, 202513 min read

Why Two Similar Brands Are Interpreted Differently by LLMs

Analysis of two hypothetical brands in the same industry with similar content volume producing different interpretation outcomes.

AI Visibility

Feb 3, 202514 min read

Perception Control vs Optimization

Why shaping interpretation is categorically different from improving performance.

Why SEO Is Insufficient for Large Language Models

AI Visibility

Feb 10, 202515 min read

Why SEO Is Insufficient for Large Language Models

Understanding why traditional SEO logic fails for LLM visibility and the critical difference between retrieval optimization and interpretation alignment.

AI Visibility

Feb 17, 202512 min read

How AI Systems Interpret Brands

Understanding how AI systems read brands, why this differs from traditional SEO logic, and why perception modeling is essential.

The Future of Search: The Era of Agents Begins

Future of GEO

Feb 15, 20257 min read

The Future of Search: The Era of Agents Begins

Users no longer search — they delegate tasks to personal AI agents. Learn how autonomous AI agents discover, evaluate, and recommend brands and products.

Strategy

Feb 10, 20255 min read

Visibility in a Zero-Click World

Users now get answers directly without clicking links. How will your brand survive when traffic ends?

GEO 2.0: The Multimodal (Voice & Visual) Search Revolution

Technology

Feb 1, 20256 min read

GEO 2.0: The Multimodal (Voice & Visual) Search Revolution

Search is no longer just text. New discovery habits changing with ChatGPT Voice and Google Lens.

Is ChatGPT the New Google? The Handover Ceremony

Analysis

Jan 15, 20256 min read

Is ChatGPT the New Google? The Handover Ceremony

The search engine kingdom is changing hands. As Google's throne shakes, how should businesses choose sides?

Perplexity: The New Authority of the Information Age

Platforms

Jan 20, 20254 min read

Perplexity: The New Authority of the Information Age

How to stand out in Perplexity, the reliable and academic-based AI search engine that cites sources?

Guide

Jan 5, 20258 min read

2025 Transformation: Guide to Switching from SEO to GEO

The SEO to GEO transition guide: New rules of digital marketing in 2025, adapting to AI search engines, and building brand visibility in generative systems.

Security

Feb 18, 20255 min read

AI Hallucinations and Brand Safety: Are You Unprotected?

Could ChatGPT be lying about your brand? Explore the technical causes of AI hallucinations and proven strategies to protect your brand's digital reputation.

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