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An AI Agent Should Do Something Useful. Not Just Sound Impressive.

01

Beyond impressive demonstrations

There is a difference between a chatbot that answers questions and a system that can consult information, use tools and carry out defined tasks.

Both may be useful. Neither creates value automatically.

We identify real business applications and design agents with appropriate integration, permissions and supervision.

02

What an agent can do

An agent may combine interpretation, access to authorized information and actions within defined boundaries.

The usefulness depends on the process and the quality of its connections to business systems.

03

Business applications

  • Customer support using approved information and escalation routes.
  • Commercial assistance with data retrieval and draft communications.
  • Internal document and procedure search.
  • Administrative classification and information handling.
  • Coordination of permitted actions across connected applications.

04

Autonomy isn't always an advantage

Retrieving product information and drafting a quotation may be appropriate tasks for an agent.

Sending that quotation, changing prices or agreeing contractual terms may require additional controls and human approval.

The goal is not to remove people from every decision. It is to reserve their attention for decisions that need judgment.

05

How we develop projects

  • Assess the use case and whether an agent is appropriate.
  • Define tools, permissions and approval steps.
  • Build and integrate using existing platforms or specialist development.
  • Test ordinary scenarios, errors and unexpected inputs.
  • Monitor performance, cost and reliability.

06

Not every workflow needs an agent

When a process follows clear rules, conventional automation can be simpler, cheaper and more reliable.

We recommend the solution that fits the task, even if it does not involve an AI agent.

07

Frequently asked questions

How is an agent different from a chatbot?

Agents can use tools and execute defined actions.

Can it connect to our ERP or CRM?

Subject to APIs and permissions.

Can it work without supervision?

Some low-risk tasks can; higher-risk actions need controls.

Do you develop custom agents?

Yes, with existing tools or specialist implementation.

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