Gracjan Kasprzyk
Gracjan Kasprzyk, HubSpot consultant

Custom AI Agent for a Repetitive Process

The agent gathers data, prepares the result and saves it in your system, and a person approves irreversible steps.

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The problem this solves

Every week someone on your team spends hours on the same sequence: pull data from several systems, assess it against rules they know by heart, enter the result and let someone know. There are too many exceptions for standard automation, and it’s a poor use of a specialist’s time.

How I work

First I check whether the process suits an agent: clear inputs, rules that can be written down and mistakes that are easy to catch. If it doesn’t, I tell you before any work starts.

The agent gets only the tools and API permissions it needs, in HubSpot too if you use it. I build it on Claude with custom code in Node or Python. Every decision and action goes into a log, and limits cap the number of operations and the cost. Before launch I test the agent on your past cases. At first a person approves every result, and we widen what the agent does on its own only once it does what we agreed.

What you get

  • A process assessment: what goes to the agent and what stays with people
  • An agent with defined tools and permissions
  • Human approval for irreversible steps
  • Limits on operations and cost
  • A log of the agent’s decisions and actions
  • Test results on your past cases

What people ask before a quote

Which processes suit an AI agent?

Ones an employee can describe step by step, where a mistake is easy to catch, such as data cleanup, research before a meeting or drafts for approval. Decisions that can’t be undone are a poor fit, and so are processes everyone on the team does differently.

How do you keep the agent from doing something it shouldn’t?

It can only use the tools it was given, with the narrowest permissions. Irreversible steps wait for a person’s approval, and every action is logged, so you can see what the agent did and why.

How long does it take to build an agent?

It depends on how many systems the agent uses and how many exceptions the process has. I give you a timeline after the process assessment.

Let’s check whether this service fits your situation

After you submit the form, you pick a time in my calendar. I prepare the scope and a quote after the call.

Gracjan Kasprzyk
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