Notes on AI search visibility and answer-engine optimization
Field guides for teams measuring how AI answers mention, cite, and compare their brand.
AI Visibility Measurement Methodology
A practical methodology for measuring AI visibility across prompts, channels, brand mentions, citations, competitors, visibility score, Tasks, Runs, and reports.
AI Search Visibility Sample Report
A sample AI visibility report showing executive summary, channel breakdown, citation evidence, competitor snapshot, visibility signals, and next actions.
AI Search Query Set Methodology
A practical methodology for building stable AI search query sets across buyer intent, competitors, proof, pricing, implementation, and source-page mapping.
AI Citation Tracking Methodology
A practical methodology for reasoning about owned versus earned sources, cited versus mentioned, source quality, citation gaps, query variance, and evidence review.
AEO Metrics Glossary
Definitions for AI visibility, answer-engine visibility, citation, mention, competitor appearance, visibility score, channel breakdown, source evidence, Task, Run, report, and prompt set.
AI Visibility Dashboard
Use an AI visibility dashboard to monitor brand mentions, citations, competitors, and channel-level answer signals across ChatGPT, Google AI Overview, and Perplexity.
AI Citation Tracking Software
Track AI citations by source URL, domain, answer context, channel, Task, Run, and report so teams can see what evidence supports AI search visibility.
AI Search Reports
Create AI search reports from completed Runs with executive summaries, provider breakdowns, citation evidence, competitor snapshots, and share-ready recommendations.
AI Competitor Benchmarking
Benchmark competitors in AI answers by tracking competitor mentions, citations, share of voice, and ranking signals across Tasks, Runs, reports, and channels.
AI Visibility Score
Measure AI visibility with brand visibility score, risk score, mentions, citations, and share-of-voice facts tied to Tasks, Runs, reports, and selected channels.
Featured
AI Search Volatility: How Many Runs Before You Trust a Change?
Learn why AI visibility changes across Runs, how to separate normal answer variance from a durable shift, and when mention or citation movement is actionable.
ChatGPT
ChatGPT Ads vs Organic AI Visibility: Metrics & Attribution
Jul 22, 2026
AI Citations
Cited but Not Mentioned? The AI Search Visibility Funnel
Jul 22, 2026
Measurement
Google vs Bing AI Visibility Reports: 2026 Metrics & Gaps
Jul 22, 2026

AI Citations
Bing Webmaster Tools AI Performance: Intents & Topics
Jul 10, 2026

Measurement
How to Track AI Referral Traffic in GA4
Jul 10, 2026
Technical SEO
Canonical URL Checklist for AI Search Visibility
Jul 4, 2026
Google AI
Google AI Overviews Eligibility Checklist for SaaS Pages
Jul 4, 2026
Technical SEO
How to Audit Internal Links for AI Search Crawlers
Jul 4, 2026

Measurement
AI Visibility Dashboard: Metrics, Layout, and Workflow
Jun 21, 2026

Technical SEO
Agent-Friendly Website Checklist for SaaS SEO Teams
Jun 18, 2026

Google AI
Search Console AI Reports: What SEOs Can Track
Jun 18, 2026

Measurement
AEO Metrics: Mention Rate, Citation Rate, and Source Quality
Jun 15, 2026

Audit
AI Search Visibility Audit Checklist
Jun 15, 2026

Templates
AI Search Visibility Report Template
Jun 15, 2026

Monitoring
ChatGPT vs Perplexity vs Google AI Overview Monitoring
Jun 15, 2026
Competitors
How to Track Competitors in AI Search
Jun 15, 2026

Technical SEO
llms.txt and AI Crawlers for SaaS Sites
Jun 15, 2026

AEO Basics
AEO vs GEO vs SEO vs LLMO: What Each Term Means
Jun 14, 2026

Monitoring
AI Search Monitoring: The Complete Operating Guide
Jun 14, 2026

Measurement
How to Build an AI Search Query Set
Jun 14, 2026

Measurement
AI Visibility Benchmark Template for B2B Teams
Jun 14, 2026

AEO Basics
What Is Answer Engine Optimization? A Practical AEO Guide
Jun 14, 2026

AI Citations
How to Monitor Perplexity Citations for Your Brand
Jun 14, 2026

ChatGPT
How to Track Brand Mentions in ChatGPT
Jun 14, 2026

Google AI
How to Track Google AI Overview Visibility
Jun 14, 2026

AEO Basics
How to Build an AI Search Visibility Baseline
Jun 9, 2026

Measurement
AI Visibility Score: How to Track & Improve Yours (2026 Guide)
Jun 8, 2026

Tools
Best AEO Monitoring Tools for Small B2B SaaS Teams (2026)
Jun 8, 2026

GEO
Generative Engine Optimization (GEO): The Complete 2026 Playbook
Jun 8, 2026

AI Citations
How to Get Cited by ChatGPT: 9 Proven Tactics (2026)
Jun 8, 2026