How We Operate

One accountable partner, end to end

DNY combines technical evaluation, local integration, managed infrastructure and ongoing operations — so customers adopt suitable AI without assembling and governing the whole stack themselves.

The Operating Engine

Evaluate → integrate → deploy → govern → operate

1

Evaluate

Select suitable open models, review licences and assess capability, cost and safety before production.

Model selectionLicence review
2

Integrate

Connect to enterprise data, APIs and tools with identity, access and a clear data separation.

API-firstIAM
3

Deploy

Cloud, private or hybrid deployment where data needs to live, with reference architectures.

Private / hybrid
4

Govern

Provenance, audit logging, human oversight and a model licence & standards register — governance as product.

Auditable
5

Operate

Monitoring, support, incident handling and continuous improvement as a managed service.

Managed service
Ground Rules

Data and IP, handled properly

Clear IP

Each party keeps existing IP; new data, derived results and joint work are assigned by specific agreement.

Data rights

Customer data is not a platform asset because it is processed; ownership, processing and training permissions are defined by contract.

Human oversight

Escalation and review where full autonomy is inappropriate or unsafe.

See the platform in full