UNDERSTANDING LAYER
Context connects everything.
Systems store data. The Understanding Layer maps what it means to the organization: people, assets, processes, responsibilities and their relationships.
Organizational context layers align
An organizational model over source systems.
The Understanding Layer is an approach to building shared context for data and actions: which entity is being discussed, how each system identifies it, what it relates to and who is responsible for it. This model is also called an organizational ontology. It is built around a defined need with the people who understand the work.
Document retrieval can find a relevant instruction or passage. An organizational model adds explicit relationships: which asset an instruction applies to, who may work on it and which process depends on its condition. This makes it possible to examine both the basis of an answer and the boundaries of any proposed action.
ILLUSTRATIVE WORKFLOW — NOT A CUSTOMER CASE
One pump. Several systems. One decision.
Suppose a maintenance manager asks: “Can we move forward with the work on pump P-204?” The maintenance system holds the work order, the ERP lists spare parts and the workforce system holds the assignment. Each has its own identifiers and terminology. Before connecting the information, we need to verify that all three refer to the same asset and task.
Asset
P-204 belongs to a specific production line and is linked to the work order.
Task
The work order requires a particular part and an accountable person’s approval.
Part
The inventory record describes the required part’s availability and location.
Person
A worker is assigned to the task; their role and permissions are checked separately.
Every relationship needs a source and an owner.
In this example, matching the equipment number in maintenance to the ERP asset code is a mapping decision that needs validation. Define the authoritative source for each field, when it was updated, who maintains it and how changes reach the model. If the records conflict — for example, a part is available in one system and reserved in another — surface the discrepancy for resolution.
Context is not permission. The right to see a record and the right to change it are defined separately by role, system and process. Even when an agent can connect records, its answers and actions must stay within the approved access boundaries.
From a question to a recommendation to a controlled action.
The example could produce a recommendation to wait for confirmation of part availability, with the source records and missing information attached. Changing a work status or creating a purchase order are separate steps, governed by permissions and approvals defined in advance. The responsible person retains the operational decision; an AI response alone does not authorize maintenance work.
Start in one domain and expand around a need.
Choose a defined process, set of entities and source systems. The implementation team and internal experts validate the mapping, questions and actions together. Connections to TITANS products and available capabilities are scoped for each product and project; the layer has a different scope in each offering.
You can start by understanding information and add actions once there is a useful model, an accountable owner and a suitable policy. On this site, the Understanding Layer describes our approach to organizational context; specific components, interfaces and deployment conditions are established during scoping.