Own The Conversation Public Q&A
Questions People And AI Systems Are Likely To Ask.
Practical Answers About AI Visibility, Digital Twins And Business Knowledge.
Browse clear explanations, comparisons, limitations, evidence and current terminology. Each answer links into related topics so you can go deeper without hunting through disconnected pages.
Vectors are excellent for finding semantically related material, but they are not the same thing as a controlled public source of truth. Deterministic JSON and published Q&A make it possible to inspect exactly what the business is saying, reproduce it across outputs and keep important facts consistent. Vector search can help an assistant discover the right passage, while the maintained records give the system something stable to retrieve. OTC uses the stre…
Business Brain · 2026-06-19Why does freshness matter in business AI knowledge?AI-readable information can become misleading if the underlying business changes. Prices, products, staff, opening hours, policies, inventory and service areas may all move. A Digital Twin therefore needs an update loop, not merely an impressive launch day. Stable knowledge can remain stable, while volatile knowledge should carry dates, sources or confirmation prompts where appropriate. The aim is to make “current enough to trust” part of the operating pro…
Business Brain · 2026-06-18Who should control the knowledge inside the Business Brain?Ultimately the business should control its own facts. OTC can collect, structure, draft and maintain the system, but the organisation needs a clear path to correct or update information. That is why the Digital Twin includes management and editor tools instead of treating the build as a static one-off website. Control also means provenance: knowing whether a statement came from approved business material, a public source, a conversation, market research or…
The Public Brain contains information the business is happy for customers, search engines and AI systems to access: services, public policies, explanations, Q&A, locations, images and other approved facts. A Private Brain is for internal knowledge such as procedures, staff guidance, operational detail or sensitive material that should not be published. They can share an architecture without sharing permissions. A public Digital Twin can operate with only t…
Business Brain · 2026-06-16What is the Business Brain behind a Digital Twin?The Business Brain is the organised knowledge foundation behind the Digital Twin. It contains the facts, explanations, Q&A, terminology and context needed to represent the business consistently. In OTC’s architecture the brain is not synonymous with a vector database. It can include deterministic public JSON, structured records and other controlled sources, with vectors used for discovery where useful. The principle is that business knowledge should be mai…









