AI agents, data and applications orchestrated for the end-to-end automation of enterprise operations.
Automation stops where the exceptions begin
Most automation projects handle the usual case well and get stuck on the rest. A document arrives in an unexpected format, a value is missing, two systems disagree about the same customer. Each exception reaches a person, and automation remains an island in a process that, as a whole, is still manual.
Orchestration starts from another premise: the process is the whole, and automated and human steps are part of the same flow. What can be automated is automated; what needs judgement reaches the right person, with the full context, and returns to the flow.
What AIAO orchestrates
The component connects four things that usually live apart: the AI agents that classify, extract and summarise; the models and data they work on; the applications information comes from and goes to; and human interventions, where the decision cannot be delegated.
All of them sit on the same core as the rest of the platform — append-only audit, tenant isolation, deny-by-default authorisation. A step run by an agent leaves the same trace as one run by a person: you can see what happened, when and on which data.
Workflows are defined with the BPMN 2.0 standard, which means the process can be read and discussed with non-technical people, and the model is not locked into a proprietary notation.
- AI agents for classification, extraction and summarisation of content;
- human steps built into the flow, not outside it;
- the same traceability for automated and manual steps;
- workflows defined in a standard notation, not in a closed format.
What the organisation gains
The time between a document entering the organisation and producing an effect — an approval, a payment, a reply — drops where steps can run without a person. And where a person is still needed, they receive the case prepared, not from scratch.
The second gain is less obvious: the process becomes visible. When the flow is defined explicitly, you can measure where time is lost, and the discussion about improvement is held on data.
Why a standard matters, not a proprietary notation
A process drawn in a proprietary format can be read only by the application that drew it. When the application changes, the process is redrawn. When an institution asks for “process modelling” in a tender specification without saying in which notation, it receives answers that cannot be compared.
BPMN 2.0 — Business Process Model and Notation — is the open standard for this need. It has a defined set of symbols and an XML representation, so the same model can be read by different tools and understood by people who have never used the application.
From diagram to running process
The value of the standard is not in the drawing but in the fact that the drawing is executable. The same elements — activities, decision gateways, events, swimlanes of responsibility — describe both what is seen on paper and what happens in the system.
In practice: the discussion about the process is held with the people who run it, on a drawing they understand, and what is approved there becomes the real configuration. There are no longer two versions of the process, one in the documentation and another in the application.
Monitoring uses the same elements: you can see how many instances are at each step, where delays build up, which decision branch is taken more often.
- standard, open notation, not a proprietary format;
- the same model for discussion and for execution;
- monitoring on the steps defined in the model;
- a requirement that can be written neutrally in a tender specification.
What the organisation gains
Processes stop being unwritten knowledge held by a few people. An explicitly modelled flow can be handed over, audited and changed in a controlled way, and someone leaving the team no longer takes half the procedure with them.
For a public institution, the standard also has a procedural effect: the technical requirement can be worded without favouring a supplier, because BPMN 2.0 is public and implemented by several.
The distance between a need and a change
In a system that needs development for every adjustment, the distance between “we need one more field” and “we have the field” is measured in weeks and in procurement procedures. The predictable consequence: the organisation gives up small adjustments and works around the system, with parallel files.
Configuration without development shortens that distance. What concerns rules, forms and workflows is changed by the people who know the process, not by those who know the code.
What can be configured
Registers: the code, the sequence, the accepted document types, each register’s own columns and their order in the list and in the form.
Workflows: the steps, the conditions for moving from one to another, who approves, what happens when a deadline is exceeded. Modelling follows the BPMN 2.0 standard notation.
Permissions: what each role may do, on each component and each register.
Forms: which fields appear, which are mandatory, which value lists fill them.
What stays outside configuration — new integrations, complex data transformations — is discussed as development, but these are the exception, not the daily rule.
- registers, columns and accepted document types;
- workflow steps, conditions, approvals and deadlines;
- permissions per role, at component and register level;
- form fields and value lists.
Who does the configuration
After training, the organisation’s own team. This is in fact the condition for the system to stay alive: if every adjustment depends on the supplier, the system freezes in its go-live form and drifts away from the real process.
Configuration changes stay on record, like any other operation, so change does not mean losing control.
Questions and answers
What does “orchestration” mean, compared with simple automation?
Automation runs one step. Orchestration coordinates the whole chain of steps — automated and human — and handles the order, the dependencies and the exceptions between them.
Do AI agents make decisions on their own?
The level of autonomy is configured per type of decision. For sensitive ones, the platform provides human validation — see the Human-in-the-Loop AI capability.
Does it integrate with the applications we already use?
Integration is done through APIs, based on the interfaces your systems expose. What is possible in practice is settled after an inventory of the applications.
How do you follow what an agent did?
As for a user: through the append-only audit log, which records the operation, the moment and the data touched.
Can we import processes modelled in other tools?
BPMN 2.0 defines an XML representation exchangeable between tools. The actual compatibility depends on the source tool and is checked at implementation.
Who models the processes — we or the supplier?
Both are possible. Since the notation is standard, your team can take over the modelling after a training period.
Can a modelled process be changed after go-live?
Yes. Changing the flow is a configuration operation, not development, and it stays on record like any other change.
How does it relate to AI automation?
The BPMN flow is the skeleton in which the automated steps, including those run by AI agents, and the human steps are placed. See the AIAO capability.
Is there really no programming needed?
For registers, forms, workflows and permissions, no. For new integrations with external systems, yes — those remain development.
Who can configure?
The roles with administration rights, defined by the organisation. Not every user.
Can a configuration be wrong?
Yes, like any change. That is why changes stay on record and can be reviewed. For large changes, testing in a separate environment is recommended.
How long is the training?
It depends on the extent of the configuration you take over. It is set at implementation.