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AI agents and automation

An agent is a small program that starts up by itself, does one single job and puts the result in front of a person. Not a chat window somebody types into, and not a robot in a factory hall. Only one thing about it is new. A program like that can now understand text. Read a mail and know what it is about. Find on a receipt who charged what and when. Pull the point out of three paragraphs. Programs could not do that for twenty years, and that is exactly why this kind of work stayed with people.

Everything you do at a computer can be automated.

The sentence sounds bigger than it is meant, and it is still meant literally. Work at a screen consists of reading, understanding, deciding, typing in, passing on. For the typing in and the passing on there have been programs for as long as there has been office software. For the reading and the understanding there were none, which is why a person still sits there today, even for work that asks nothing of them. That gap has closed. The question is no longer whether something can be automated, but whether it is worth it.

Two things it does not mean. It does not mean it is worth it everywhere, because what happens three times a year stays manual, where setting it up costs more than the work. And it does not mean the deciding is taken away from you. What gets taken over is everything around it, the collecting, sorting, preparing and following up. You still decide.

One entirely ordinary Tuesday

How you would notice

Not because something new is on the screen. Because of what stops happening on a normal day.

8:10 am

Today
Thirty-four new mails. A newsletter, two invoices, an enquiry, a supplier, and in among them the authority with a deadline. You sort that yourself, every morning. It does not take long, but it is the first thing the day wants from you.
With an agent
The inbox is sorted before you open it. What sits at the top is not the newest mail but the one with the deadline, and next to it a sentence saying why it is there. Advertising sits at the bottom. And the one mail that only says “please get back to me” is marked as unclear rather than guessed at.

10:30 am

Today
Somebody asks how the acceptance was handled back then. The answer is in a contract from two years ago. You roughly know where and search for ten minutes. Or you ask the one colleague who knows it by heart, and then two of you are out of your work.
With an agent
You ask in one sentence and get the answer with the place it came from. Contracts, minutes, old quotes, manuals. Nobody has to have tidied up first.

Friday, 4:40 pm

Today
An enquiry from Tuesday was never answered. Not through carelessness. It had been read, somebody wanted to check one thing first, then something came up. Nobody noticed, and the prospect does not write a second time.
With an agent
On Wednesday morning it was there on the screen. Nobody has answered these three mails for four days. It is the one kind of message nobody else writes, because it is not about a mistake but about something that failed to happen.

One case, six steps

The enquiry from your website

Instead of listing what would all be possible, we show one single case in full. Everything else on this page follows the same pattern.

  1. What happens today

    The form sends a mail to info@. There it sits between newsletters and invoices. Whoever sees it first decides what happens. On a busy day nobody sees it first.

  2. What the agent gets

    The text from the form, your service description, your price list and the customer list. Nothing else. No access to your mailbox, none to the accounts, none to the open internet.

  3. What it decides

    What this is about, in your own categories: quote, support, job application, advertising. Whether the company is already a customer. How urgent it sounds. And what it would still need in order to answer properly.

  4. What it puts down

    A task with a title, three lines of summary, the original text underneath, the earlier correspondence beside it and a draft reply in your tone. And the sender gets a confirmation of receipt straight away.

  5. What the person does

    Read it, change the draft or throw it away, send. Two minutes instead of twenty. The agent may not answer by itself and does not get that right either, because the first reply to a prospect is a poor place for a mistake.

  6. What happens when it gets it wrong

    It files an enquiry in the wrong place, that happens. Then it sits in the wrong column and a person moves it across. Every step carries what it based itself on, so you can see why it was wrong and talk it out of it.

An agent whose mistakes cannot be traced does not belong in a company. That is the reason every step is on the record, and not a love of order.

What goes beyond that

Most people only know the first of these five kinds

The case above is the simplest form, and so are two of the three scenes just now. What follows gets more independent from one kind to the next, and it is the real reason for this page. Nobody asks for something they do not know exists.

  1. The single routine

    Sorting the post and drafting replies. Recognising receipts, naming them, filing them. Proposing and agreeing appointments. Reporting deadlines out of your contracts, six weeks ahead, with the clause it turns on. Turning an enquiry into a draft quote with the items from your own price list. Turning a meeting into minutes with a task list, and putting the tasks where they get worked on. Summarising before the weekly meeting what has happened since the last one. Preparing invoices and bookkeeping to the point where all that is left is checking. Keeping the customer records complete instead of half empty. Sending reminders where you actually look, rather than into yet another inbox. Everything that comes round regularly, follows rules and gives nobody any joy.

  2. The agent that knows your tone

    How you write is already there in what you have written, and it differs from case to case. A long-standing supplier is not written to like a stranger's enquiry. This is not a template with placeholders, it is a draft that sounds like you, and it gets better because every change made while editing travels back as an example.

  3. The agent that knows what you know

    Your contracts, manuals, old quotes and minutes already hold almost everything anyone asks about. Nobody can find it, though, so a colleague gets interrupted instead. An agent sitting on those documents answers “how do we do this again” in one sentence and names the place the answer came from. For new staff that is half the induction, and for everyone else it is the half day they would otherwise spend searching.

  4. The agent that watches

    Up to here an agent is set off by something. But it can also simply watch and speak up by itself: when a figure falls out of range, when a payment never arrives, when a nightly run did not finish, when a supplier changes a price, when something turns up on a tender portal that fits you. That an absence gets reported is usually worth more than any error message. The expensive mistake is rarely the one somebody made, it is the one nobody noticed for weeks.

  5. A whole team for one decision

    An agent does not have to work alone. For a question with something riding on it, whether an investment pays off, which supplier fits, what a new regulation means for you, you can set several of them on it, each with a clear role. One researches, one hunts for the counter-arguments, one checks whether the sources really say what is claimed, one writes it up. You can even let different AI models argue against each other, because they judge differently. What lands on your desk is one page: what speaks for it, what against, and what both rest on. You still decide, but no longer from the gut.

What an agent has over you, and what it does not

The difference is not cleverness. It is stamina.

It does not get tired
The eightieth receipt gets the same attention as the first. That is exactly where people make careless mistakes, not through any lack of ability, but because monotonous work eats attention.
It forgets nothing
Whatever has been stored once comes back. No sticky note, no calendar entry somebody has to have created, no “I still meant to do that”.
It is always there
At night, at the weekend, during the holiday week. What comes in at three is sorted by seven. Not because it is urgent, but so that nobody has to catch up in the morning.
But it gets things wrong differently
A person overlooks something. An agent can misunderstand something and sound entirely convinced while doing it. That is why it prepares rather than sends, and why every step carries what it based itself on.

From running it ourselves

A team of six agents writes this blog

The last of those five kinds is not a preview, it runs on this website. On Mondays an agent puts three topics in front of us, a person picks one, or none. Then one writes the draft, one checks it against our own writing rules, one produces the cover image, one translates. A person edits and approves, and only then does the post go online, and whatever they changed on the way, a last agent captures as an example, so the next draft starts out better. A full run costs under a euro. And not only here. For Kunst gegen Bares in Düsseldorf an AI writes the posts for each network separately, and three campaigns set up once produced twenty-seven finished posts.

Under every post it says which robot drafted it and which person approved it. When a machine helps write, we think that is the minimum form of honesty.

Where a mistake would really hurt, with payments, with cancellations, with anything that has legal consequences, the person belongs in front of it rather than behind it. An agent that prepares such a thing makes sense. One that sends it off itself does not.

Which AI model works behind it, and where it runs, is your decision. It can sit on your own server, and then not a single sentence leaves the house, and unlike automation services from the cloud there is no per-transaction bill. A model set up specifically for your business has a page of its own.

What could a machine take over at your place?

Write down how a working day runs at your company. You get back which of those steps a machine could already do today, along your own sentences. Not binding, in about ten minutes.

Show me what is possible

Does any of this match what you have in mind?

Then let us talk, even if you are not yet sure what exactly you need.

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