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 but never reach production. Here is how a Hong Kong business closes that gap.

Why pilots stall

Integration with real systems, reliability under real volume, governance, and adoption are all harder than the demo. A pilot that ignores them does not scale.

What production needs

Hardening for reliability, integration with your systems, governance and residency, monitoring, and a plan for people to actually use it.

Getting there

Treat the pilot as the start, not the end, and budget for the production gap. osFoundry’s managed cloud pins data to the US, EU or Japan — it does not currently offer a Hong Kong managed region (its nearest managed region is Japan). To keep data in Hong Kong, the honest path is self-hosting osFoundry (BYO Cloud) inside a Hong Kong cloud region such as AWS Asia Pacific (Hong Kong) ap-east-1, Microsoft Azure East Asia (Hong Kong SAR) or Google Cloud asia-east2 (Hong Kong), or running models locally on-device.

Where dgm fits

dgm is an independent integration partner that helps Hong Kong 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.