DataFocus · The enterprise foundation for AI
Connect business databases and documents, organize knowledge with a business ontology, and serve governed context through open interfaces such as MCP, so every use of enterprise knowledge is grounded, bounded and traceable.
Two editions: OT Flash and OT HeavyWhich EAST orders due September 28–30 might be late? Show me the evidence. Don’t change orders or send messages.
Under this company’s DeliveryBusiness definitionIn this demo enterprise, “delivery” means production is complete and ready for handover at the factory. Transport time and customer acceptance are excluded.A demo enterprise definition., that is a predicted risk, not a breach.
That doesn’t guarantee it will be on time.
Production has no completion forecast yet. It can’t be assessed, and it shouldn’t be counted as on track.
NextAsk production planning for an O-1004 forecast. A follow-up note for O-1001 is drafted, not sent.
S1 · Enterprise task
Orders live in ERP, production progress in MES, and what counts as delivery is written in the contract. Only together do they show the risk, and only after filtering by the asker’s identity can the result go to this sales lead.
QWill O-1003 be delivered on time?
Why a database connection isn’t enough
When a company uses several agents at once, who manages the business knowledge they receive? Give each tool its own copy, and definitions and permissions soon drift apart. General-purpose agents are capable, but they can’t answer the questions below on their own.
Is “Customer A” in CRM, ERP and the contract the same company?
Does delivery mean factory completion, dispatch or customer sign-off?
The contract was revised. Which version applies now?
Can the EAST sales lead see WEST orders?
Connected doesn’t mean understood. Queryable doesn’t mean permitted.
Owning your context is about more than where the servers sit. It means your enterprise can:
Understand · Business ontology
DataFocus organizes objects, relationships and definitions as a business ontology: customers own orders, and orders link to production tasks and the contract in effect. Every field has a source and every definition an owner, so agents look up a definition instead of guessing from table names.
Select a term to read its definition
Customer owns Order; Order fulfilled by Production task; Order governed by Contract in effect
In this demo enterprise, “delivery” means production is complete and ready for handover at the factory. Transport time and customer acceptance are excluded.
So “forecast two days late” is a prediction under this definition. It is not a breach and triggers no penalty.
A real company’s delivery definition must be confirmed by its own business owner.
From connection to trail
Authorize · Trace · S3
The support policy tightens from a 24-hour to a 4-hour response, effective from midnight on September 25. Until the owner approves it, agents keep answering with the old rule. After approval, the same ticket’s deadline moves 20 hours earlier.
Use · Many entry points
The agents people use can change with the team. Definitions and access rules stay in the enterprise layer, and every entry point calls them with the same meaning and permissions. Wording can differ; facts and scope should not.
Entry point A
O-1001 is forecast two days late, judged by the factory-handover definition. O-1004 has no completion forecast, so it can’t be judged yet.
Entry point B
One order may slip: O-1001, by about two days, defined as factory-ready handover. O-1004 has no production forecast and needs more information.
Plan access around the client version, operating mode and enterprise permissions. These names help you choose and evaluate; they do not imply an official partnership.
Build · S2
Coding agents such as Codex can inspect sources, propose objects and relationships, and generate diffs and tests. When a definition is unclear, the agent should stop and ask. Before anything is published, someone with authority approves it.
Explore the building workflow with synthetic data. For your own instance, use the tools and permissions available in that version.
CRM customers · ERP orders · MES production tasks · contract documents
4 object types · 3 relationships · 1 definition to confirm
Does “delivery complete” mean production finished, goods shipped or customer acceptance? It changes the risk result, so I won’t decide it for you.
Source writes 0 · access unchanged
+ Customer → Order + Order → ProductionTask + Order → ContractDoc
Publishing needs someone with authority. The agent can’t approve its own change.
Once published, another agent runs S1 on the same definitions.
Adopt · Two editions
DataFocus OT comes in two editions, both with ontology management. OT Flash uses Apache Doris as its in-memory compute engine and its data warehouse: lighter to deploy, fast to query. OT Heavy continues the Hadoop, Hive, Trino and Iceberg architecture and adds ETL and AutoML. With either edition, start with one task that has data, documents, a business owner and a result someone can accept.
One engine. A fast start.
Apache Doris serves as both the in-memory compute engine and the data warehouse.
Suited forTeams that want one business domain running quickly, with data that can sit in a single analytical engine.
Free distribution View releases and downloads
A full big-data foundation.
Continues the Hadoop, Hive, Trino and Iceberg architecture, with ETL and AutoML built in.
Suited forEnterprises with large data volumes, an existing big-data platform, and a need for data pipelines and modelling.
Free distribution View releases and downloads
OT stands for Ontology. Choose an edition around your data scale, existing stack and implementation needs.
Start with the demo enterprise. No customer data required.
