Generated by All in One SEO v5.0.0.1, this is an llms.txt file, used by LLMs to index the site. # CiteCompass - (AEO/GEO/SEO) Drive Business Growth Through AI Search (GEO/AEO/SEO) ## Sitemaps - [XML Sitemap](https://citecompass.com/sitemap.xml): Contains all public & indexable URLs for this website. ## Posts - [Hyper-Personalisation in the AI Search Era](https://citecompass.com/hyper-personalisation-in-the-ai-search-era/) - Discover why hyper-personalisation is the new competitive moat, how to design a five-stage buyer journey that secures AI citations & builds decision confidence - [Optimisation Cadence: Maintaining Citation Authority as AI Results Change](https://citecompass.com/optimisation-cadence-maintaining-citation-authority-as-ai-results-change/) - AI citations change faster than SEO rankings. Establish a 30-60-90 day optimisation cadence to monitor competitive share of voice and maintain trust signals. - [AI Search Visibility Playbook: Optimising for AI Answers](https://citecompass.com/ai-search-visibility-playbook-optimising-for-ai-answers/) - A practical playbook to move content from the digital attic into AI answers. Learn to use structured data, answer nuggets, and canonicals for AI visibility. - [Beyond Rankings: Selecting the Right tools for AI Search Citations](https://citecompass.com/selecting-the-right-tools-for-ai-search-citations/) - Traditional SEO tools miss 80% buying journey. Learn why selecting the right measurement tools requires tracking citations and influence, not just rankings. - [The CMO-CFO Gap: Building a Business Case for AI Search](https://citecompass.com/building-a-business-case-for-influence-in-ai-search/) - Bridge the CMO-CFO gap by moving from vanity metrics to authority indicators. Learn how to build a business case for AI search influence and reduce CAC. - [ Building a Business Case for AEO Content](https://citecompass.com/building-a-business-case-for-aeo-content/) - AI Search Authority is the new goal throughout the buying journey. Here to help organisations build a business case for AEO content - [From Project to Practice: Turn AEO Into a Recurring Retainer](https://citecompass.com/how-content-writers-turn-aeo-into-a-recurring-retainer/) - Learn how Content Writers can Turn AEO Into a Recurring Retainer, career development and higher value to businesses - [What Content Writers need to Look for When Choosing an AI Search Tool](https://citecompass.com/what-content-writers-need-to-look-for-when-choosing-an-ai-search-tool/) - Five criteria that help Content Writers select the right AI Search content optimisation tools to improve their value - [Content Writers First 60 Days as an AEO Visibility Strategist](https://citecompass.com/content-writers-first-60-days-as-an-aeo-visibility-strategist/) - 60-day playbook for Content Writers first AEO engagement - baseline diagnostic, legacy content audit, pillar content, answer-first structure, E-E-A-T schema. - [Why Your Best Content Stopped Performing](https://citecompass.com/why-your-best-content-stopped-performing/) - Your content did not get worse - search did. Here is why rankings hold while traffic falls, and what the shift to AI answers means for writers. - [The Visibility Paradox: When Rankings Stay High but Pipeline Softens](https://citecompass.com/the-ai-search-visibility-paradox/) - Rankings are stable, but pipeline is softening. CiteCompass explains the Visibility Paradox and why zero-click behaviour is hiding your true digital performance - [Influencing the New B2B Buying Journey in AI Search](https://citecompass.com/influencing-the-new-b2b-buying-journey-in-ai-search/) - Navigate the complex AI guided B2B buying cycle. From Awareness to Value, unlock the non-linear path of modern procurement and stakeholder decision-making. ## Pages - [CiteCompass (AEO/GEO/SEO)](https://citecompass.com/) - Track brand visibility across AI search platforms, uncover citation gaps, and build authority across the full buying journey for your products and services. - [About Us](https://citecompass.com/about-us/) - CiteCompass is an AI Visibility Suite that moves B2B brands from clicks to citations - forensic GEO across the buying journey so AI models recommend you. - [Organisational Trust and Security Markers for AI Credibility](https://citecompass.com/knowledge-hub/organizational-trust-markers/) - Understand organizational trust markers that influence AI citation, credibility, and visibility across AI search and generative answer engines. - [Optimisation Metrics for AI Visibility: How to Measure What Matters in AI Search](https://citecompass.com/knowledge-hub/optimization-metrics/) - Learn which optimisation metrics matter in AI search, including Citation Authority, Share of Model, Entity Confidence, hallucination detection, and attribution. - [Market Intelligence: Competitive Analysis for AI Visibility](https://citecompass.com/knowledge-hub/market-intelligence/) - Learn how to track competitor citations, identify topic gaps, monitor AI platforms, and analyse semantic positioning to improve AI visibility. - [Content Strategy for AI Visibility: How Companies Win Citations in AI Search](https://citecompass.com/knowledge-hub/content-strategy/) - Learn how to create citation-worthy B2B content for AI search using topic authority, semantic clarity, verifiable claims, structured content, and freshness. - [E-E-A-T for AI Citation Credibility](https://citecompass.com/knowledge-hub/eeat-trust-signals/) - Learn how E-E-A-T, trust signals, schema, reviews, and third-party validation help B2B brands build AI citation credibility and visibility. - [Knowledge Hub: How to Be Cited by AI Search Engines](https://citecompass.com/knowledge-hub/) - Explore CiteCompass AI Visibility Knowledge Hub covering GEO, AEO, RAG, E-E-A-T, AI search metrics, structured data, and technical implementation. - [CiteCompass AEO Blog](https://citecompass.com/blog/) - [AEO For Content Writers](https://citecompass.com/aeo-for-content-writers/) - Build a premium AEO practice with CiteCompass. Diagnose client visibility, prove citation gaps and turn GEO roadmaps into recurring content services. - [AI Visibility Suite - Pricing](https://citecompass.com/ai-visibility-suite/) - Boost AI search visibility with citations, share of voice metrics, and AEO/GEO specific optimisation recommendations across the full customer buying journey - [Customer Testimonials](https://citecompass.com/testimonials/) - Explore CiteCompass customer testimonials including demand generation impact from AI Search in as little as 3 months. - [Strategic AI Optimization](https://citecompass.com/strategic-ai-optimization/) - Monthly strategic advisory to protect and grow AI search visibility. Competitive alerts, model-update impact analysis, and a rolling 90-day GEO roadmap. - [AEO Content Remediation Service](https://citecompass.com/aeo-content-remediation-service/) - Turn “digital attic” content into AI-ready answers for Google AI Summaries, Perplexity, ChatGPT & more—structure, schema, citations, validation. - [Onboarding & Training Packages](https://citecompass.com/onboarding-training-packages/) - 30-day onboarding to operationalise AI visibility: platform configuration, AI Visibility workshop, first audit walkthrough, and stakeholder ROI presentation. - [Professional Services](https://citecompass.com/professional-services/) - CiteCompass Professional Services helps you optimise your AI Search visibility through access to business advisory support - [Core Frameworks for AI Visibility](https://citecompass.com/knowledge-hub/core-frameworks/) - Outline How B2B buyers now research through AI platforms GEO optimises content for generative search engines AEO targets AI assistants and answer engines RAG explains how AI retrieves and cites sources Zero-click search replaces traffic with citation value LLM search behaviour differs from traditional search AI browsers, assistants, and agents reshape discovery Framework priority guidance - [Privacy and Data Rights](https://citecompass.com/privacy-data-rights/) - CiteCompass uses Termly to manage privacy, cookie and data rights policies. This page provides quick access to the policies and privacy preference tools available to visitors, customers and prospects. Privacy PolicyOur Privacy Policy explains how CiteCompass collects, uses, stores and protects personal information. Terms of ServiceOur Terms of Services explain the conditions that apply when - [Terms of Service](https://citecompass.com/terms-of-service/) - Our Terms of Use are managed through Termly. View our Terms of Use: CiteCompass Terms of Use - [Comprehensive Topic Coverage for AI Citation Dominance](https://citecompass.com/knowledge-hub/comprehensive-topic-coverage/) - Learn how comprehensive topic coverage helps AI systems retrieve, trust and cite your content using pillar pages, spoke pages and edge-case content. - [Multi-Format Content Approaches for AI Visibility](https://citecompass.com/knowledge-hub/multi-format-content/) - Learn how text, images, video, audio and PDFs improve AI visibility through transcripts, alt text, metadata and cross-format consistency. - [Content Freshness and Update Strategies: Keeping AI Systems Current](https://citecompass.com/knowledge-hub/content-freshness-strategies/) - Learn how content freshness and update strategies help AI Search assess recency, trust and citation confidence across pages, feeds and APIs. - [Content Structure for RAG Retrieval: Optimising for AI Systems](https://citecompass.com/knowledge-hub/content-structure-rag/) - Learn how content structure improves RAG retrieval using semantic headers, focused paragraphs, descriptive internal links and clear hierarchy. - [Topic Authority and Expertise Signals for AI Discovery](https://citecompass.com/knowledge-hub/topic-authority-expertise/) - Learn how AI systems detect topic authority through content depth, author credentials, citation networks and semantic consistency. - [Creating Citation-Worthy Content for AI Systems](https://citecompass.com/knowledge-hub/citation-worthy-content/) - Learn how to create citation-worthy content that AI systems can retrieve, verify and cite using definitional clarity, semantic density and structure. - [Multi-Modal Signals: Images, Videos, and Alternative Content for AI](https://citecompass.com/knowledge-hub/multi-modal-signals/) - Author Introduction I'm Andrew McPherson (LinkedIn), and in my work helping organisations get cited by AI engines, I keep seeing the same blind spot: brilliant video, diagrams and PDFs that AI simply cannot read. In this article I'll show you how to structure multi-modal assets so ChatGPT, Gemini, Claude and Perplexity can confidently discover, understand - [llms.txt and robots.txt for AI: Feed Declaration and Crawler Control](https://citecompass.com/knowledge-hub/llms-txt-robots-txt/) - Learn how llms.txt and robots.txt help AI systems discover feeds, follow crawler rules and retrieve more relevant, current B2B content. - [Freshness and Consistency Patterns: Keeping AI Systems Updated](https://citecompass.com/knowledge-hub/freshness-consistency-patterns/) - Learn how freshness and consistency patterns help AI systems assess recency, trust and citation confidence across web pages, feeds and APIs. - [Product and Service Feed Optimisation for AI Discovery](https://citecompass.com/knowledge-hub/product-service-feed-optimization/) - Learn how structured product and service feeds improve AI discovery, comparison and citation using Product, Service and SoftwareApplication schema. - [API and Structured Data Feeds: Programmatic Access for AI Agents](https://citecompass.com/knowledge-hub/api-structured-data-feeds/) - Learn how APIs and structured data feeds help AI agents access accurate, machine-readable content for pricing, product data and citation confidence. - [Breadcrumb Schema: Navigation Context for AI Systems](https://citecompass.com/knowledge-hub/breadcrumb-schema/) - Discover how breadcrumb schema and BreadcrumbList markup help AI systems interpret page hierarchy, improve retrieval context and strengthen technical SEO. - [JSON-LD Implementation: Technical Guide for AI Visibility](https://citecompass.com/knowledge-hub/json-ld-implementation/) - Learn how to implement JSON-LD for AI visibility. A practical B2B guide to @graph structure, entity IDs, schema validation and structured data consistency. - [Schema Markup for AI: Essential Structured Data Types](https://citecompass.com/knowledge-hub/schema-markup-for-ai/) - Discover the structured data and JSON-LD schema types to improve AI visibility, support SEO and strengthen citation confidence across AI search platforms - [Hallucination Detection and Tracking: Protecting Brand Accuracy in AI](https://citecompass.com/knowledge-hub/hallucination-detection/) - AI hallucinations present false brand facts as confident truth. Learn to detect, categorise, and prevent them using structured data and entity disambiguation. - [AI-Driven Attribution Tracking: Measuring AI's Impact on Revenue](https://citecompass.com/knowledge-hub/ai-driven-attribution/) - Author Introduction Andrew McPherson is a Director of CiteCompass and a strategic adviser on AI visibility and agentic commerce. A former CIO at SkyCity Entertainment Group and CTO at Stuff, Andrew brings executive-level technology leadership experience to how B2B brands are discovered, evaluated, and recommended by AI systems. Outline What AI-driven attribution tracks and why - [Citation Authority: Measuring Your Brand's AI Visibility Impact](https://citecompass.com/knowledge-hub/citation-authority/) - Understand citation authority, how AI systems measure it, and how to increase visibility, credibility, and influence in AI-generated answers. - [Share of Model: The AI Era's Answer to Market Share](https://citecompass.com/knowledge-hub/share-of-model/) - Author Introduction Andrew McPherson is the Director of CiteCompass, a New Zealand-based AI visibility platform helping B2B organisations win citations across AI search engines. With deep expertise in Answer Engine Optimisation, Generative Engine Optimisation, and structured data strategy, Andrew guides mid-market companies through the transition from click-based discovery to influence-based visibility - ensuring their brands - [Entity Confidence Score: How AI Systems Evaluate and Cite Your Bran](https://citecompass.com/knowledge-hub/entity-confidence-score/) - Author Introduction Andrew McPherson is the Director of CiteCompass, a New Zealand-based AI visibility platform helping B2B organisations win citations across AI search engines. With deep expertise in Answer Engine Optimisation, Generative Engine Optimisation, and structured data strategy, Andrew guides mid-market companies through the transition from click-based discovery to influence-based visibility - ensuring their brands - [Entity Disambiguation for Brand Clarity in AI Systems](https://citecompass.com/knowledge-hub/entity-disambiguation/) - Learn how entity disambiguation helps AI understand meaning, resolve ambiguity, and improve citation accuracy and visibility in AI search. - [Cross-Surface Trust Consistency: How AI Systems Verify Your Business Information](https://citecompass.com/knowledge-hub/cross-surface-trust/) - Learn how cross-surface trust signals improve AI credibility, increase citation likelihood, and ensure consistent visibility across AI search platforms. - [Review Schema and Aggregated Ratings: How to Build AI Trust Signals That Drive Citations](https://citecompass.com/knowledge-hub/review-schema-ratings/) - Learn how review schema and ratings improve AI trust, enhance visibility, and increase citation likelihood in AI search and generative results. - [Third-Party Validation Signals for AI Authoritativeness](https://citecompass.com/knowledge-hub/third-party-validation/) - Learn how third-party validation builds trust, improves AI citation credibility, and increases visibility across AI search and generative answer engines. - [Author Attribution and Credibility for AI Trust Signals](https://citecompass.com/knowledge-hub/author-attribution-credibility/) - Learn how author attribution and credentials improve AI citation, trust signals, and visibility in generative search and AI-powered buyer journeys. - [E-E-A-T for AI Systems: How Experience, Expertise, Authoritativeness and Trust Drive AI Citations](https://citecompass.com/knowledge-hub/eeat-ai-systems/) - Learn how Experience, Expertise, Authoritativeness and Trust determines which B2B content AI platforms cite. Practical E-E-A-T optimisation for AI visibility. - [AI Browsers, Assistants, and Agents: How They Change B2B Information Access](https://citecompass.com/knowledge-hub/ai-browsers-agents/) - Learn how AI browsers, assistants, and agents retrieve and cite B2B content. Optimise for RAG, tool use, and agent readiness to maintain AI search visibility. - [Zero-Click Search and AI Answers: What B2B Companies Need to Know](https://citecompass.com/knowledge-hub/zero-click-search/) - Author Introduction I work with B2B teams who are watching their organic traffic erode even as their rankings look fine on paper. In this article, I break down zero-click search and AI answers in practical terms, so you can protect pipeline by optimising for visibility and citation not just the vanishing click. Outline What zero-click - [LLM Search Behaviour vs Traditional Search: What Marketers Need to Know](https://citecompass.com/knowledge-hub/llm-search-behavior/) - How LLM search differs from traditional SEO and why B2B brands must optimise for AI Citation Authority across RAG-powered platforms.Author Introduction I work at the intersection of AI visibility and buyer behaviour, helping founders and growth leaders understand how LLMs now mediate discovery and evaluation. In this article, I unpack how LLM search behaviour really works, so you can see why some brands get cited constantly while others quietly disappear from AI answers. Outline - [What Is AEO? (Answer Engine Optimisation)](https://citecompass.com/knowledge-hub/what-is-aeo/) - Author introduction I’ve been on both sides of the table as a CIO buying complex solutions and now as Director of CiteCompass helping B2B teams stay visible in AI-shaped buying journeys. In this article, I explain Answer Engine Optimisation (AEO) in clear, practical terms so your expertise becomes the answer AI systems choose to cite. - [What Is GEO? Generative Engine Optimisation Explained](https://citecompass.com/knowledge-hub/what-is-geo/) - Learn what GEO is, how Generative Engine Optimisation improves AI visibility through retrieval, citations, structured data, semantic clarity, and RAG readiness. - [What Is RAG? How it Determines Your AI Visibility](https://citecompass.com/knowledge-hub/what-is-rag/) - Learn what RAG is and how Retrieval-Augmented Generation affects AI visibility, citation retrieval, content structure, entity clarity, and trust in AI search. - [Technical Implementation for AI Visibility](https://citecompass.com/knowledge-hub/technical-implementation/) - Learn how schema markup, JSON-LD, llms.txt, robots.txt, breadcrumbs, freshness signals, and structured feeds improve AI visibility and citation accuracy. - [AI Data Surfaces: How AI Systems Access Your Brand's Information](https://citecompass.com/knowledge-hub/ai-data-surfaces/) - Outline AI systems retrieve brand data from three surfaces Crawled web content builds topical authority Feeds and APIs provide structured, machine-readable data Live sites enable agentic AI interaction Consistency across surfaces increases citation likelihood Multi-surface optimisation improves Share of Model RAG triangulation drives AI confidence scores B2B brands must optimise beyond traditional SEO Key Takeaways - [Contact Us](https://citecompass.com/contact-us/) - Contact us AucklandNew Zealand Phone: +64 27 5350359Email: contact@citecompass.com - [Andrew McPherson](https://citecompass.com/team/andrew-mcpherson/) - Andrew McPherson Director, CiteCompass Professional Background Andrew McPherson is Director at CiteCompass and an AI Visibility expert specializing in helping B2B companies optimize their content, structured data, and digital presence for citation in generative AI systems including ChatGPT, Google AI Overviews, Perplexity, Claude, and Gemini. He has developed comprehensive frameworks for measuring and improving Citation - [Doug Johnstone](https://citecompass.com/team/doug-johnstone/) - Doug Johnstone Director, CiteCompass Professional Background Doug Johnstone is Director at CiteCompass, where he leads strategic client engagements and helps enterprise B2B companies develop comprehensive AI visibility strategies. With extensive experience in digital strategy, marketing operations, and business development, Doug specializes in translating AI visibility concepts into actionable business strategies that align with organizational objectives - [Our Team](https://citecompass.com/team/) - CiteCompass is led by two experienced directors with deep expertise in AI visibility optimization, search engine optimization, and helping B2B companies navigate the shift from traditional search to AI-mediated information discovery. Doug Johnstone Director, CiteCompass Doug Johnstone brings extensive experience in digital strategy and B2B marketing to CiteCompass. As Director, he works with enterprise clients - [Data Request](https://citecompass.com/data-request/) ## Categories - [Uncategorized](https://citecompass.com/category/uncategorized/) - [AI Search](https://citecompass.com/category/ai-search/) ## Tags - [AI Search](https://citecompass.com/tag/ai-search/) - [GEO](https://citecompass.com/tag/geo/)