DEMUS services

AI Agents

Build AI agents that use business data, tools, and systems to retrieve information, assist employees, complete tasks, and support day-to-day operations.

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A discovery call directly with Nikolai + Ramsay.

AI agent architecture diagram connecting approved context and tools with documents, company data, external data, and a controlled operating environment.

Our approach.

We define a narrow task, the information and tools it can use, and the actions that need review. We evaluate expected cases and exceptions before deployment.

Systems and information

Approved documents, company records, and software interfaces. An agent's available actions depend on the systems and permissions agreed for the project.

Who this fits

Businesses with repeatable multi-step work and a clear owner who can define what a correct result looks like and where human review belongs.

Before we meet

A few practical questions.

Is an AI agent just a chatbot?

A chatbot primarily exchanges messages. An agent can also use tools to carry out steps toward a defined task. Those actions need explicit boundaries.

Does an agent act without permission?

Permissions and approval points must be defined in the project scope. We do not assume that an agent should have unrestricted access or authority.