How Australian businesses keep AI costs predictable as usage grows.
dgm is an independent osFoundry integration partner — not affiliated with osFoundry’s maker (OS LLC), and dgm has no completed client integrations yet.
AI costs can creep up as usage grows. Here is how Australian businesses keep them predictable while scaling.
Where cost comes from
Most AI cost is model usage (tokens or compute) plus hosting and oversight. Usage scales with volume, so without attention costs can grow faster than value.
Levers to control it
Route simpler tasks to cheaper models, cache and reuse where possible, scope retrieval tightly, and avoid per-seat pricing that charges for headcount rather than use. A model-agnostic layer lets you pick the most cost-effective model per task.
Keeping it predictable
Instrument usage so you can see cost per workflow, and set budgets. 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. makes usage visible and lets you route per task. 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.