The evidence
The case for private AI, in the numbers.
Cost, control, privacy, compliance, sovereignty — the headlines and the hard data point the same way in 2026. Here it is in one place, with the receipts.
Cost, control, privacy, compliance, sovereignty — the headlines and the hard data point the same way in 2026. Here it is in one place, with the receipts.
Not opinion — incidents, rulings, and survey data from this year. Each link goes to the source story.
Cloud AI bills by the token, so the bill climbs every time your team uses it. Own the model and the marginal cost falls to roughly electricity.
Rent your AI and someone else decides when it changes, breaks, or vanishes — a deprecation, an outage, an export order, a court.
With cloud AI, what happens to your prompts is the vendor’s call — and the default keeps shifting toward training on them.
HIPAA, CMMC, the EU AI Act, the US CLOUD Act — the rules for regulated and sovereign work all point the same way: keep the data inside.
Frontier-grade open models, on hardware you own, built and run for you — so the meter stops, the data stays, and no one else holds the switch.