An AI agent that acts, not just answers

A chatbot answers a question. An AI agent checks the stock, opens a purchase order, drafts and sends a follow-up email, or reconciles an invoice against a purchase order — step by step, with clear permissions for what it’s allowed to do.

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The difference between a chatbot and an agent isn’t nuance, it’s substance. A chatbot has a conversation and stops there. An agent is given a goal, takes several steps to reach it — checks, decides, acts — and reports what it did. For general questions, a chatbot is enough. For repetitive workflows spanning several systems, an agent takes a person out of the loop.

We build agents wired directly into your systems: ERP, CRM, email, documents, databases, internal APIs. Every action the agent is allowed to take is defined explicitly — we don’t give it general access to “do what’s needed”, we give it an exact list of permitted actions, with limits.

Control isn’t an afterthought, it’s part of the design from day one: a full log of every action, mandatory human validation on anything irreversible — a payment, a deletion, an email sent to a client — and clear scope limits. An agent that fails quietly is riskier than one that does nothing at all.

What we build

Designing the goal and the permitted actions

We define explicitly what the agent can do — checks, updates, notifications — and what stays exclusively a human decision.

Connecting to your systems

ERP, CRM, email, internal documents, databases, APIs — the same integration approach as the rest of our services, not an isolated bolt-on.

Real action examples

Checks stock and opens a purchase order when needed; drafts and sends a follow-up to a client who hasn’t replied; reconciles a received invoice against the order and the goods receipt; assembles a report from data across several systems.

Permissions and an audit log

Every action is logged — what the agent did, when, based on what information. You can review any automated decision at any time.

Human validation on anything irreversible

Payments, deletions, outbound communication to clients — go through an explicit human confirmation, never execute automatically.

Clear scope limits

The agent doesn’t get to “do whatever it thinks helps” — it has a fixed list of actions, with cost and frequency limits.

Technologies

Models

Claude (Anthropic)
OpenAI GPT
agent orchestration

Integrations

ERP
CRM
email
internal APIs
databases

Control

audit log
per-action permissions
human validation
cost limits

A good fit if

you have a repetitive workflow spanning several systems that eats up someone’s time
you need execution outside office hours, not just automated answers
you already run an ERP and CRM and want automation on top of them, with control, not an unsupervised experiment
the process is well-defined enough to describe step by step

Frequently asked questions

How is this different from your AI automation service?

AI automation is the page for chatbots and conversational assistants — they answer questions, guide, inform. This one is about agents that execute multi-step actions in your systems. Many projects combine both: a chatbot for questions and an agent for actions — we build the combined version too.

What stops the agent from making a mistake?

Three things: an explicit list of permitted actions (it can’t do anything outside it), mandatory human validation on anything irreversible, and a full log you can review at any time. We design for the case where something goes wrong, rather than assuming it won’t.

Agent or chatbot — which do I need?

If you want people to get information faster, that’s a chatbot. If you want a multi-step process to run without human intervention at every step, that’s an agent. Many companies need both, for different cases — we sort out which is which in the first conversation.

How much does an AI agent cost?

It depends on how many systems it connects to, how many distinct actions need defining, and the execution volume. It’s as much an integration project as an AI one — the real figure comes after we see the actual process.

All services

Let’s get specific

Do you have a project like this?

Message us on WhatsApp or by email with two or three sentences about what you need. We’ll come back with the questions that matter and a budget and timeline estimate.