Questions People And AI Systems Are Likely To Ask.

Scanning creates a baseline and helps avoid building blindly. Two businesses in the same industry can have very different information gaps: one may have deep written content but poor structure, while another has great images and staff knowledge but almost no answer-ready pages. A baseline lets the Digital Twin focus on the missing pieces and provides a reference point for later reporting. It also makes the sales conversation more concrete: rather than sell…

The useful next step is to turn the diagnosis into a build plan. Start with identity and core business facts, then organise services and topics, publish connected Q&A, add image and video context, expose machine-readable outputs, and create a way to keep the information current. The scan should also identify which existing assets can be reused rather than recreated. After launch, monitoring and reporting matter because the market and the business both chan…

No. A scan is an assessment of readiness signals and improvement opportunities. It cannot know every future prompt, every model’s retrieval path or every change made by third-party AI platforms. A higher readiness score should therefore be treated as evidence that the business has improved the inputs it controls, not as proof that a citation, ranking, lead or sale will follow. OTC deliberately separates what can be measured from what must remain uncertain.

A polished website can be excellent for human trust and conversion while leaving important business knowledge implicit. Beautiful layouts, sliders, PDFs, image galleries and short marketing slogans may not answer the specific questions an AI system is trying to resolve. AI readiness improves when the same business has explicit facts, named topics, natural-language questions and answers, descriptive media, clear entities and machine-readable outputs. That i…

The AI Visibility Scan is a diagnostic starting point. It examines signals that affect how easy a business website is to discover, parse and understand as a source of business knowledge. That can include content clarity, structured data, answer-ready information, machine-readable resources, image context and other technical or semantic signals. The purpose is to show the gap between a conventional website and a stronger AI-readable layer, not to produce a …

No. An independent AI platform controls its own retrieval, ranking, reasoning and answer generation, and those systems change. Own The Conversation can improve the quality, structure, freshness and discoverability of the information made available about a business, and it can measure some forms of discovery, retrieval, citation and referral. It cannot honestly guarantee that a particular model will recommend a client for a particular prompt. The defensible…

The industry is still settling on its vocabulary. GEO commonly means Generative Engine Optimisation, AEO commonly means Answer Engine Optimisation, and terms such as LLMO or AI search optimisation are also used. They overlap around the same commercial problem: helping a brand appear accurately and usefully in AI-generated answers. Own The Conversation uses ‘AI visibility’ as the broad outcome and ‘Digital Twin’ for the maintained business-knowledge system …

For practical purposes, “understand” means an AI system can find enough consistent context to identify the business, its services, locations, terminology, evidence and relationships, then use that information appropriately in an answer. It does not mean the model has a human mental model of the company. Clear entities, structured topic pages, Q&A, descriptive media, machine-readable outputs and consistent facts reduce ambiguity. A Digital Twin is useful be…

SEO traditionally focuses heavily on how pages perform in search results and whether people click them. AI visibility adds another layer: whether AI answer systems can retrieve, interpret, mention or cite the business while answering a question. The two overlap because strong websites, crawlability, useful content and authority still matter. The difference is the customer journey. A person may now ask an AI assistant a complete question and receive a synth…

AI visibility is the degree to which a business can be found, understood and accurately represented when people use AI systems to research, compare or choose options. It is broader than a traditional ranking. A business may be discovered because an AI system retrieves one of its pages, mentions the brand, cites a source, or sends a referral. Own The Conversation treats those as different signals rather than collapsing them into one score. The practical goa…