How we put intelligence into existing systems

Architecture notes for business owners and IT teams evaluating AI applications, private inference, accounting analytics and legacy-system integration. The examples are anonymised and the data shown is synthetic.

Read-only data path from a legacy production system to an isolated analytics store and guarded AI application
Architecture guide12 min read

Adding AI to a legacy system without giving it access to production

A practical way to expose business insight while keeping the model away from the live operational database, with a clear choice between approved cloud inference and local Private AI.

Read the architecture guide
Comparison of approved cloud inference and local Private AI using the same secure analytics foundation
AutoCount guide13 min read

Building an intelligent AutoCount dashboard without exposing the accounting database

How a read-only synchronisation layer, verified business views and guarded queries turn accounting data into dashboards and natural-language answers.

Read the AutoCount guide

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