How to move an AI pilot into reliable production instead of letting it stall.
dgm is an independent osFoundry integration partner — not affiliated with osFoundry’s maker (OS LLC), and dgm has no completed client integrations yet.
Many AI pilots impress in a demo and then stall. Moving from pilot to reliable production is a distinct step. Here is how Australian businesses make it.
Why pilots stall
A pilot proves a concept on a happy path; production must handle edge cases, integrate with real systems, meet compliance, and be maintainable. Skipping that gap is why pilots stall.
What production needs
Reliability (handling messy real inputs), integration with your systems, monitoring, a human-in-the-loop where it matters, and compliance with the Privacy Act and residency for sensitive data.
Making the jump
Plan for production from the pilot: use real data, design integration early, and instrument it. 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. 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.