Why does freshness matter in business AI knowledge?

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 pu…

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 deta…

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-o…

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 consiste…