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Defined authorityA clear mandate before work begins
MARGELIS AI · CENTRAL ASIA
An EU-built control and evidence layer for Kazakhstan companies deploying AI or preparing low-risk agent workflows for European buyers.
WHY KAZAKHSTAN · WHY NOW
Kazakhstan is moving from isolated AI experiments toward national-scale adoption. Margelis does not build another model — it makes agent work bounded, reviewable and easier to explain to partners.
Add a mandate, risk class, approval points and an evidence trail around an existing agent or workflow.
Package a low-risk workflow so a European buyer can see what the agent may do, where a human intervenes and what evidence remains.
FIRST ENGAGEMENT
One real agent. One bounded workflow. One management decision backed by an inspectable evidence package.