Page 40 - Red Hat PR REPORT - OCTOBER 2025

Article

By embracing Private AI, CIOs can unlock the full value of their enterprise data, reduce cost
and risk, and deliver smarter, more personalized AI experiences. In the race to scale AI
responsibly, the future belongs to those who build their own runway.

Real-World Applications: Regional Case Studies

Two very different sectors point to the same conclusion: open, private AI is delivering hard
business wins.

At DenizBank, Intertech standardized a private, container-based AI stack and gave 120+ data
scientists self-serve workbenches. Time-to-market for new models dropped from about a
week to ~10 minutes, while GPU “slicing” curbed accelerator waste. Crucially, teams now
push core banking models—credit-risk scoring and fraud-anomaly detection—into
production fast enough to influence real-time decisions.

In energy, Aramco’s Upstream Digital Center built a GenAI foundation running inside its own
environment to centralize resources and streamline upstream workflows. Drill and plant
engineers complete routine analysis up to 10× faster, saving roughly two hours per person
per day, and new models are onboarded in under an hour—time that goes back into
subsurface modeling, drilling optimization, production monitoring, and other high-value
tasks. The firm also applies AI to operational risks such as flaring prediction and component-
failure detection to keep output efficient and equipment online.

Across banking and oil & gas, the pattern is consistent: open tooling plus private deployment
= faster model delivery, tighter governance, and measurable productivity gains.

In Saudi Arabia, Aramco is another important government entity that is utilising AI for
complex geological surveys.

A Glimpse into the Future: Agentic AI

Perhaps the most exciting frontier is agentic AI, a paradigm shift from today’s prompt-
response models to autonomous agents capable of interacting with enterprise applications
to complete full workflows. Imagine an AI agent that not only answers queries but
automatically updates Salesforce entries, reconciles invoices in SAP, or schedules meetings