Industries
The same layer. A different shape in every organisation.
An automotive network, a maintenance operation and a professional practice do not share a workflow, a vocabulary or a definition of done. They can share an operating layer — provided it is designed around them rather than around itself.
Built around your organisation — not ours.
The operating layer is the same. The shape it takes is not. These are the operating patterns we design against — a starting point for a conversation about yours.
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Automotive
From the manufacturer down to the technician holding the spanner.
- OEM
- Dealer
- Technician
- Vehicle
- Fault
- Knowledge
- Resolution
A fault diagnosed at one dealer is knowledge the whole network should have. Digital workers can sit with the technician, the service desk and the network above them — and what is learned on one vehicle can be made available on the next.
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Engineering & Manufacturing
Machines, downtime, engineers and the record of what actually fixed it.
- Machine
- Issue
- Engineer
- Maintenance
- Evidence
Maintenance history is usually complete and unusable at the same time. Structured as organisational memory it becomes the first thing an engineer consults rather than the last thing anyone writes.
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Professional Services
Document-heavy work with review and delivery standards to meet.
- Client
- Documents
- Research
- Analysis
- Review
- Delivery
The reading, comparing, checking and drafting that fills a professional week — carried by scoped workers, with the source of every statement retained and a human reviewing before anything reaches a client.
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Education
Support and content that follow the learner rather than the timetable.
- Organisation
- Learner
- Support
- Content
- Progress
Workers designed around how an institution actually supports people: producing and adapting material, answering routine questions consistently, and keeping progress visible to the people responsible for it.
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SMEs
A workforce for an organisation that cannot hire one of everything.
- Owner
- Digital workforce
- Admin
- Research
- Marketing
- Operations
Smaller organisations feel disconnected AI subscriptions most sharply. One operating layer with a handful of well-scoped workers replaces a drawer full of tools nobody has time to learn.
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Enterprise
Structure, delegation and an authority boundary that holds at scale.
- Organisation
- Divisions
- Departments
- Agents
- Capabilities
- Authority
At scale the hard part is not capability but control: who may do what, on which data, in which environment — and being able to show afterwards that it held. That is exactly the boundary IrisKey.ai™ owns.
Organisational memory
Your business should never forget how it solved a problem.
In most organisations the answer exists — in an engineer's head, in a closed job card, in an email thread nobody can find. The same fault is then diagnosed from scratch, by someone else, three months later. Organisational memory is the design that stops that happening.
- 01 Fault Something goes wrong, and is reported
- 02 Investigation What was checked, ruled out and found
- 03 Solution What actually resolved it
- 04 Parts / resources What it took to put right
- 05 Result Whether it held
- 06 Evidence The record, kept
- 07 Knowledge Available the next time it happens
Three months later
A similar fault is reported on a different unit.
- Retrieved The earlier investigation, including what was ruled out
- Retrieved The fix that held, and the parts and resources it needed
- Retrieved The evidence record, so the reasoning can be checked rather than trusted
The second engineer starts where the first one finished.
Who this is built for
Service organisations, automotive, engineering, maintenance, technical support and large organisations where the same class of problem recurs across sites, shifts and years — and where the cost of re-solving it is paid quietly, every time.
Organisational memory is a capability we design and build for a customer's own records. It is not a pre-existing dataset, and it does not draw on anyone else's data.
Talk to 8ORA.AI
What could an AI workforce do inside your business?
Tell us what your organisation does. We'll look at where digital workers, specialist AI capabilities and organisational intelligence could create measurable value.
Protected by IrisKey.ai™ — Authority before autonomy.