Blog

Latest news and guides on AEO and AI visibility

AEO MeasurementBlind Spot
"We Rank #1 in AI Search" -- But Who Is Asking That Question?
The AEO measurement blind spot: measuring yourself with your own queries proves nothing. Why you need user-centric question spaces and statistically significant observations, backed by 3,419 experiment data points.
StrategyOpen StandardsPhilosophy
Why We Publish Our Methodology: Open Standards for AI Visibility
Why Sighted publishes its methodology openly. Learning from Google Analytics and PageRank: the 'publish standards to create markets' approach, and our three-layer IP strategy.
MethodologySystematicAI Visibility
The Sighted Methodology: A Complete Guide to AI Visibility Optimization
Sighted's systematic 5-phase methodology for AI Visibility optimization: Measure, Diagnose, Optimize, Monitor, Iterate. Actions, outputs, and timelines for each phase.
ResearchContent AnalysisData
What 4,365 AI Citations Reveal: Content Patterns That Get Recommended
Analysis of 4,365 citation URLs across 440 domains from GPR experiments. Six structural patterns common to AI-cited content, backed by quantitative data.
Case StudyDogfoodingOpen Data
From 0% to 45%: How Sighted Improved Its Own AI Visibility in 120 Days
Complete record of Sighted's 120-day AI Visibility improvement on our own domain. Timeline of interventions mapped to measured outcomes. What worked and what didn't.
BenchmarkIndustry Data
AI Visibility Benchmark Report 2026: Citation Rates Across 10 Industries in Japan
AI Visibility benchmarks across 10 industries in Japan. First-ever publication of industry-specific Mention Rate, Citation Rate, and Response Share baselines.
MethodologyQuestion SpaceAI Visibility
Question Space: Why URL-First Measurement Changes Everything About AI Visibility
Defining Question Space and comparing Query-First vs URL-First measurement paradigms. How reverse-engineering AI's cognitive structure reveals your true AI Visibility.
Measurement StandardMetricsAI Visibility
The AI Visibility Measurement Stack: Metrics, Definitions, and How to Use Them
Precise definitions, formulas, interpretation guidelines, and common misreadings for the five core AI Visibility metrics: Mention Rate, Citation Rate, Response Share, Placements, and AEO Score.
Market DefinitionAI VisibilityStrategy
What is AI Visibility? Defining the Next Frontier of Search Marketing
AI Visibility measures how much a brand is recognized, mentioned, and cited within AI-generated answers. Learn the four measurement dimensions (Mentions, Citations, Response Share, Placements) and how to start improving.
GPR ExperimentData AnalysisIndustry Research
What 109 Questions and 439 AI Responses Reveal About Getting Cited
We asked 109 questions to AI search engines and analyzed 439 responses. 4,365 citation URLs across 440 domains revealed 5 conditions that determine whether AI recommends your site.
AEO GuideComparison
AEO vs SEO: What's the Difference? Optimization Strategies for the AI Search Era
A systematic comparison of AEO (Answer Engine Optimization) and SEO (Search Engine Optimization) covering goals, metrics, and tactics. Learn how to combine both strategies to maximize visibility in the AI search era of 2026.
OntologyEntity DesignSchema.orgAdvanced
Ontology-Driven AEO Content Editing — From Entity Design to Schema.org
To get your content accurately cited by AI, you need to explicitly define entities and relationships before schema implementation. This advanced guide covers ontology design, Schema.org mapping, and impact on Sighted scores.
AEO Optimization LogSEO Audit
AEO Optimization Log #20260219 - Implementing SEO Audit Findings: Canonical, E-E-A-T, and Schema Fixes
Following an SEO audit of our site (SEO Health Score: 68/100), we addressed the Critical and High priority issues. This article documents the improvements made.
AEO Optimization LogCitation Recovery
AEO Optimization Log #007 - Citations Rebound to Two: Official Landing Page Cited for a Pricing Query
Day 7 results: 2 Citations (2/14) and 5 Mentions (5/14), recovering from 0 Citations on Day 6. The official landing page was cited as the first source for a pricing query.
AEO Optimization LogPerformance
AEO Optimization Log #006 - Performance Improvements: Tackling LCP 7.6s
Recorded a mobile performance score of 67 on PageSpeed Insights. To address the root cause of LCP 7.6s -- a 3,100ms element render delay -- we reduced HeroSection initial animations, enabled Next.js Image optimization, and changed the GTM loading strategy.
AEO Optimization LogCitation Achieved
AEO Optimization Log #005 - First Citation Achieved: Official Landing Page Cited for an "AEO Tools" Query
On Day 5, the official site was cited in an AI response for the first time, for the query "AEO tools." Mentions also increased from 3 to 5.
Practice GuideSighted
A Practical Guide to Improving AI Search Visibility with Sighted
How to use the AEO monitoring tool Sighted to see how ChatGPT and Perplexity mention and cite your brand, from measurement to optimization.
AEO Optimization LogInternal Analysis
AEO Optimization Log #004 - The Zero-Citation Wall: The Need for Query-Specific Content Strategy
Day 4 results show 0 Citations and 3 Mentions. The root cause: the official site lacks citation-worthy articles for each target query, so a practical guide article became the top priority.
AEO Optimization LogInternal AnalysisBacklinks
AEO Optimization Log #003 - Flat Numbers, Fluctuating Recognition: Laying the Groundwork for Backlink Acquisition
Day 3 results show 0 Citations and 3 Mentions. A query where AI correctly recognized the brand on Day 2 reverted to brand confusion, and we began preparing for backlink acquisition.
AEO Optimization LogSelf-AnalysisStructured Data
AEO Optimization Log #002 - Mentions Down, but a Glimmer of Hope: Changes 1 Day After Glossary Addition
Re-measurement 1 day after adding glossary and FAQ entries. Mentions dropped from 4 to 3, but accurate brand recognition was confirmed for one query. Structured data implementation also completed.
AEO Optimization LogInternal Analysis
AEO Optimization Log #001 - Starting from Zero Citations: Baseline AEO Analysis of Our Own Landing Page
We publicly share the AEO monitoring results for Sighted's own landing page. Starting from 0% Citations and 29% Mentions, we analyze the challenges and outline our action plan.
AEO DiagnosisPractical Guide
Mentions but No Citations? An AEO Diagnostic Guide
Your brand is mentioned in AI responses but never cited with a link. This guide diagnoses the situation across 4 patterns and provides actionable improvement strategies.
AEO StrategyLibrary & Librarian
What Is AEO? Understanding AI Visibility Through the Library & Librarian Metaphor
AEO (Answer Engine Optimization) explained through the Library & Librarian metaphor. A 4-phase practical guide based on 3,400+ observations for getting recommended by AI search engines.
AEOCorporate WebsiteStructured DataCase Study
What Makes a Corporate Website AI-Ready
Design principles for corporate websites optimized for LLMs, AI search, and AEO, with implementation examples from our own corporate site.