A realistic look at what enterprise AI agents cost and the return to expect.
dgm is an independent osFoundry integration partner — not affiliated with osFoundry’s maker (OS LLC), and dgm has no completed client integrations yet.
AI agents — systems that take multi-step actions toward a goal — are promising but easy to over-hype. Here is a realistic look at their cost and return for Canadian businesses.
What agents actually do
Agents chain steps (retrieve, reason, call tools, act) toward a goal — useful for multi-step workflows like research, triage and routine processing. They are more capable than a single prompt but need guardrails.
The cost and return
Cost comes from model usage (more steps = more tokens), building and testing the workflow, and oversight. Return comes from time saved on multi-step tasks. Measure against a baseline; the honest first win is usually a specific workflow, not a whole role.
Doing it well
Start with a bounded workflow, keep a human checkpoint, and instrument it so you can measure. 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/JP) or deployment into your own cloud. supports agents and scheduled automations on your chosen models.
Where dgm fits
dgm is an independent integration partner that helps Canadian 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.