The definitive guide
If you only read one thing in this cluster, start with the pillar.
Foundations
4 articles
GEO vs SEO: What's the Difference in 2026?
GEO optimizes for AI citation; SEO optimizes for blue-link rankings. Side-by-side comparison across 10 dimensions, with the Aggarwal et al. 2024 research findings.
Apr 2026
LLMO vs SEO: What's the Difference in 2026?
LLMO targets AI citations; SEO targets blue-link rankings. Side-by-side comparison across 12 dimensions, grounded in the Aggarwal et al. 2024 GEO research.
May 2026
Google AI Overviews Explained: How They Work & How to Appear
Google AI Overviews launched May 2024 (rebrand of SGE). Powered by Gemini, they cite sources, trigger on a subset of queries, and reshape SEO/LLMO strategy.
May 2026
Entity SEO for AI: Build Machine-Readable Authority in 2026
Entity SEO connects your brand to Knowledge Graph, Wikidata, and LLMs. Tactics: Schema.org Organization+sameAs, Wikipedia presence, consistent NAP, citation graphs.
May 2026
Definitions & Glossary
2 articles
What Is LLMO? Large Language Model Optimization Explained
LLMO is the practice of optimizing content so large language models cite it. Definition, examples, tactics, and how it differs from SEO and GEO — with sources.
Apr 2026
What Is GEO? Generative Engine Optimization Explained
Discover what GEO is, its definition, and how it differs from SEO. Learn about Generative Engine Optimization and its applications.
May 2026
Tactics & Playbooks
10 articles
How to Get Cited by ChatGPT: 12-Step Playbook
Step-by-step guide to getting your content cited by ChatGPT search. Covers entity clarity, Schema.org, llms.txt, citation-rich writing & OAI-SearchBot setup.
Apr 2026
How to Get Cited by Perplexity AI: Complete 2026 Playbook
Get cited by Perplexity AI with a 9-step playbook: entity clarity, schema, llms.txt, citation-rich writing, and PerplexityBot setup — grounded in verified research.
May 2026
Best LLMO Tools 2026: 7 Real Platforms for AI Visibility Tracking
7 verified LLMO tools for 2026: Profound, Otterly.ai, Adobe LLM Optimizer, Ziptie, AthenaHQ, Peec AI, LLMrefs. Pricing, coverage, and how Alice Labs picks tools.
May 2026
LLMO Content Strategy: What AI Models Actually Cite
LLMO content strategy grounded in Aggarwal et al. 2024 GEO research: citations, statistics, and quotation tactics that lift AI source visibility by up to 40%.
May 2026
How to Get Cited by Claude & Anthropic: 2026 Guide
Get cited by Claude in 9 steps: entity clarity, schema, llms.txt for ClaudeBot, citation patterns Claude prefers. Verified Anthropic facts and methodology.
May 2026
GEO Strategy: How to Optimize for Google AI Overviews (2026)
GEO strategy grounded in Aggarwal et al. 2024 (40% lift): citations, statistics, quotation. Plus E-E-A-T, schema, llms.txt, and a quarterly LLMO cycle.
May 2026
GEO Audit Checklist: Is Your Site AI-Search Ready? (12 Categories)
Audit your site's AI-search readiness across 12 categories: schema, entity signals, llms.txt, robots.txt, citations, freshness, FAQ markup, brand monitoring.
May 2026
Bing Copilot Optimization: Get Cited in Microsoft AI (2026)
Optimize for Bing Copilot in 8 steps: Bing Webmaster Tools, Schema.org, llms.txt, citation patterns, Edge + Microsoft 365 integration. Verified Microsoft tooling.
May 2026
LLMO for B2B Enterprise: 4-Phase Playbook for 2026
B2B enterprise LLMO playbook: buying committee research patterns, enterprise schema stack, Tier-1 citation strategy, Alice Labs 4-phase methodology.
May 2026
LLMO Case Studies: Real Alice Labs Client Outcomes (2026)
Six real Alice Labs LLMO case studies: Media +2,092% clicks, Accounting Firm 41 top-3 rankings, Ljusgårda 2.5M SEK/yr — verified metrics with full case links.
May 2026
ai search data trends
8 articles
AI Search Engine Market Share 2026: ChatGPT, Perplexity, Google & Microsoft
The 5 major AI search players in 2026: ChatGPT, Perplexity, Google AI Overviews, Microsoft Copilot, Anthropic Claude. Verified launch dates, user counts, and methodology.
May 2026
Zero-Click Search in the AI Era: What Marketers Need to Know
Zero-click search hit ~60% of US Google searches in 2024 (SparkToro). AI Overviews + ChatGPT Search compounded the shift — here's the strategic response.
May 2026
AI Search ROI: Is Optimizing for ChatGPT & Perplexity Worth It?
60% of search demand is now zero-click (SparkToro 2024). The ROI question: addressable demand, citation lift, brand search compounding. With Alice Labs client cases.
May 2026
AI Search Market Statistics 2026: Size, Growth & Platform Timeline
AI search market 2026: LLM tools $22B by 2030 (Grand View 48.8% CAGR), LLMOps $14B by 2035 (Marketgenics), platform launch timeline, user behavior shifts.
May 2026
AI Overview Trigger Rate: Which Queries Show AI Answers?
Google AI Overviews trigger on a subset of queries — typically informational and exploratory. Query patterns by likelihood, measurement methods, and strategic implications.
May 2026
Voice Search + AI: The 2024–2026 Convergence
Voice search and AI converged 2023–2025: ChatGPT Voice (Sept 2023), Apple Intelligence + Siri (June 2024), Amazon Alexa Plus (Feb 2025). Schema.org Speakable strategy.
May 2026
AI Search Users 2026: Adoption Data, Milestones & Behavior
How AI search adoption is measured: ChatGPT 700M+ WAU, fastest to 100M, Google ~8.5B daily searches. Verified milestones — no invented Feb 2026 MAU figures.
May 2026
AI Search vs Google Search: 2026 Comparison (12 Dimensions)
Traditional Google vs AI search engines (ChatGPT, Perplexity, Claude): 12-dimension comparison. Where each wins, when to optimize for which, strategic implications.
May 2026
ai search technical
8 articles
llms.txt Guide 2026: How to Create & Optimize for AI Crawlers
Complete llms.txt guide: format spec, deployment, real code examples, validation. The Jeremy Howard / Answer.AI standard for machine-readable site summaries.
May 2026
Schema.org for AI: Structured Data That LLMs Understand (2026)
How to write Schema.org for AI search: real JSON-LD code for Article, FAQPage, HowTo, Organization, Person + DefinedTerm — validated and ready to deploy.
May 2026
Citation Optimization for AI: Get Linked from AI Answers (2026)
Citation optimization is the #1 LLMO lever (Aggarwal et al. 2024: up to 40% lift). Tier-1 source hierarchy, inline citation patterns, inbound citation tactics.
May 2026
AI Crawler Management: GPTBot, ClaudeBot, PerplexityBot & More
Complete AI crawler reference: user agents per platform (OpenAI, Anthropic, Google, Perplexity, Common Crawl) with robots.txt syntax + strategic allow/block decisions.
May 2026
FAQ Schema for AI Search: Complete 2026 Guide (with JSON-LD)
FAQ schema still matters for LLMs even after Google narrowed Rich Results in 2023. Real JSON-LD code, sourcing tactics, validation — for AI Overviews + ChatGPT/Claude.
May 2026
AI Search Analytics: Measure Your AI Visibility (2026 Guide)
Five LLMO measurement methods: prompt audits, citation tracking tools (Profound/Otterly/Ziptie), GA4 referrer filters, GSC monitoring, server log analysis.
May 2026
Site Architecture for AI Crawlers: Hub-and-Spoke for LLMs
Site architecture optimized for AI crawlers: hub-and-spoke pattern, URL structure, internal linking density, BreadcrumbList schema, llms.txt + sitemap + robots.
May 2026
Content Freshness & AI Search: Why Dates Matter (2026)
Why content freshness matters more in AI search. Schema.org datePublished/dateModified, visible 'Updated' badges, 90-day review cadence by content type.
May 2026
ai search by industry
7 articles
AI Search Optimization for SaaS Companies (2026 Playbook)
Why SaaS is uniquely exposed to LLM-mediated buyer research. Schema, comparison content, G2/Capterra strategy, and the Alice Labs LLMO Citation Benchmark.
May 2026
AI Search Optimization for E-commerce: Product Schema & Reviews
AI search optimization for e-commerce: full Product/Offer/AggregateRating/Review JSON-LD, category page LLMO, comparison content, brand authority signals.
May 2026
AI Search Optimization for Financial Services: YMYL & EU AI Act
Finance has the highest LLMO bar (YMYL). Author credentials, regulator citations (BIS/ECB/IMF), Schema.org FinancialService, EU AI Act compliance for fintech AI.
May 2026
AI Search Optimization for B2B: Long-Form, Comparison & Brand
B2B buyers research via ChatGPT and Perplexity before contacting vendors. Long-form, schema, Tier-1 citation hierarchy (Gartner/Forrester/IDC), comparison content.
May 2026
AI Search Optimization for Legal & Professional Services 2026
Legal services LLMO under YMYL: bar credentials, LegalService schema, Tier-1 statute citation hierarchy, EU AI Act compliance for legal AI tools.
May 2026
AI Search Optimization for Healthcare: YMYL & Medical Schema
Healthcare LLMO under highest YMYL bar: medical credentials, MedicalCondition/Drug/Hospital schema, Tier-1 PubMed/WHO/NIH citations, EU AI Act Annex III.
May 2026
AI Search Optimization for Agencies & Consultancies (2026)
Why agencies face unique LLMO opportunity: methodology assets, Person schema with credentials, named-outcome case studies. The Alice Labs playbook as meta-example.
May 2026
More from AI Search & LLMO
Recently published or updated in this cluster.
What Is GEO? Generative Engine Optimization Explained
Discover what GEO is, its definition, and how it differs from SEO. Learn about Generative Engine Optimization and its applications.
May 2026
How to Get Cited by Claude & Anthropic: 2026 Guide
Get cited by Claude in 9 steps: entity clarity, schema, llms.txt for ClaudeBot, citation patterns Claude prefers. Verified Anthropic facts and methodology.
May 2026
llms.txt Guide 2026: How to Create & Optimize for AI Crawlers
Complete llms.txt guide: format spec, deployment, real code examples, validation. The Jeremy Howard / Answer.AI standard for machine-readable site summaries.
May 2026
Zero-Click Search in the AI Era: What Marketers Need to Know
Zero-click search hit ~60% of US Google searches in 2024 (SparkToro). AI Overviews + ChatGPT Search compounded the shift — here's the strategic response.
May 2026