onpremisai.be Let's talk about it

Private AI news

Reflective articles on topics connected to OPA.

Technology, organization, usage patterns and current events: analysis of how private AI changes practical decisions for companies.

Comparison between an oversized AI infrastructure and a compact local server producing the same result

AI sobriety as an architecture principle

Why a proven and correctly sized model already covers most business workloads.

Read full article
OPA mascot presenting an AI agent isolated in a sandbox with approved tools and blocked external access

An AI agent is only powerful when it can access the right data

An agent’s power comes from the data it can mobilise. The sandbox makes that access precise, dynamic and observable.

Read full article
OPA mascot to the right of two charts comparing variable token spending with a stable fixed cost

Turn variable token bills into a fixed cost

Move from unpredictable consumption to private AI capacity that is measurable and financially controlled.

Read full article
OPA mascot presenting a protected, portable and reversible software and IT architecture

Digital sovereignty starts with the ability to choose

Data, software, infrastructure, skills and reversibility: a practical view of digital sovereignty.

Read full article
OPA symbol for the history of computing power

From mainframe to private AI server: why computing power keeps changing sides

A global overview of the balance between computers, servers, networks, front-end, JavaScript, cloud and private AI infrastructure.

Read full article
Minimal illustration of AI data governance, standards and audit controls

AI data governance: the enterprise challenge and ISO standards

Why AI forces companies to structure access, traceability and accountability around data.

Read full article
Minimal illustration of data center energy use and climate impact

AI and climate: the energy challenge of data centers

What model growth and data center expansion change in the energy equation of AI.

Read full article
Minimal illustration of personal and enterprise AI data flows

Personal accounts, enterprise licenses: where does AI data go?

The questions to ask before teams use AI through unmanaged personal accounts.

Read full article
Minimal illustration of token usage and cloud bill control

Token burning: when token bills explode

A practical view of token, agent and API usage surprises when AI workloads are not bounded.

Read full article