What AI hallucinations are, why they matter for business, and how grounding reduces the risk.
dgm is an independent osFoundry integration partner — not affiliated with osFoundry’s maker (OS LLC), and dgm has no completed client integrations yet.
AI ‘hallucinations’ — confident but wrong outputs — are a real business risk. Here is what they are and how Australian businesses reduce them.
What hallucinations are
A hallucination is when a model produces plausible-sounding but incorrect information. It happens because models predict likely text, not verified truth — so unguarded outputs can be wrong with confidence.
Why they matter for business
Wrong outputs in customer communications, advice or decisions carry real risk — including misleading-conduct exposure under the Australian Consumer Law if customers are misled. Hallucination is a governance issue, not just a technical quirk.
How to reduce the risk
Ground outputs in your own data (retrieval), keep a human in the loop for important outputs, constrain the model’s scope, and verify facts. osFoundry is a model-agnostic, bring-your-own-key (BYOK) AI orchestration platform — usage-based pricing with no per-seat fees, local-first and self-hostable, with per-region data pinning (US, EU or Japan) or deployment into your own cloud. supports grounded retrieval. osFoundry’s managed cloud pins data to the US, EU or Japan — it does not currently offer an Australian managed region. For data that must stay in Australia, the honest path is self-hosting osFoundry (BYO Cloud) inside an Australian cloud region such as AWS (Sydney or Melbourne), Microsoft Azure (Australia East, Australia Southeast or Australia Central in Canberra) or Google Cloud (Sydney or Melbourne), or running models locally on-device.
Where dgm fits
dgm is an independent integration partner that helps Australian businesses adopt osFoundry — scoping a first use case, handling the build, and connecting AI to the systems you already run. dgm is independent of osFoundry’s maker (OS LLC) and has no completed client integrations yet, so everything described here is a service offered, not a past result. If you want to scope a practical first project, dgm can help you map it out.