Articles · Choosing

What to hand an AI agent: five signs for yes, three for no

12 October 2026

The owner of a building firm had four offers on the table, each with a price. AI estimating at 60,000 NOK plus 8,500 NOK a month: hours on fixed-price jobs were 20.5% over the estimate, so the estimates had to be off. An AI agent for payment reminders at 15,000 plus 3,900 a month: customers, the owner believed, were paying late. Digital signing at 25,000 plus 2,400 a month. And an assistant that drafts price proposals, at 35,000 plus 5,900 a month. The report on the firm's records turned down the first three. Of the fourth it said: later, and only if two free rules turn out not to be enough.

The firm is invented, like the others in this article: it is one of our sample reports, which are written by our audit agent. It shows how the choice is made. A task for an agent is not picked where it hurts most, or because a product for it happens to be on sale. It is picked because it has the right signs. There are five signs for and three against, and one rule sits above them all: free first.

A task can be handed over if it has all five signs

1. It happens every week, not four weeks a year

At the building firm, team foremen log 58.67 changes a month, and pricing each one takes the project manager around 20 minutes. That is a steady flow. The training centre in another sample report, by contrast, was offered an AI receptionist at 70,000 KZT a month on a 12-month contract. The receptionists there really do fall behind — but during the four weeks of enrolment, when enquiries run at 165 a week instead of the usual 71.

Count the task week by week across a year, not as a monthly average. A temporary assistant for six weeks costs the centre 240,000 KZT; the AI receptionist costs 990,000 KZT in the first year.

2. There is something in it to read

The foreman logs a change with a photo the same day. Turning a note and a picture into a draft with hours and materials is work that depends on understanding what was written. That is where a model belongs. The same goes for emails and free-form requests: sorting them by subject, pulling out the fields you need. But if the task reads as "when the status changes, create a task", it is a rule in your software. A rule is cheaper and does the same thing every time.

3. Everything it needs is written down

An agent knows only what it has been given to read. At the cleaning firm in our sample reports, one person builds the schedule, and keys, alarm codes, allergies and who cannot work with whom exist only in the planner's head. A scheduling agent would build the week without any of it. Write it down first, hand it over second.

4. You can tell in a minute whether the result is right

A draft price proposal is read and approved by the project manager. A "who to call today" list can be checked by a receptionist at a glance. "Improve sales" cannot be checked against anything. That is a wish, not a task.

5. Someone owns it

The owner of a fitness club believed the front desk was working through a Friday list, ringing members whose direct debit had come back. The desk had had no such list since last year. Hand an agent a task nobody owns and you get messages nobody reads. Whoever owns the task decides what is said, takes the disputed cases and notices when the agent gets it wrong.

A task must not be handed over if even one of these three applies

1. A decision about money is hidden inside it

An AI agent for payment reminders writes to everyone with an overdue invoice. The building firm has 76,712 NOK overdue across four invoices, and 31,875 NOK of that is agreed retention. A customer holding money back by agreement would have received a demand to pay. Sending a reminder is work for software. Deciding who should not get one is work for a person. The same goes for the price quoted to a customer, a complaint, a refund, a dispute.

2. It sits somewhere the firm is not losing

The building firm's estimates are accurate: across 19 finished jobs, 4,156 contract hours were used against 4,070 estimated. AI estimating would be improving something that already works. The fitness club was offered an AI enquiry assistant at 390 EUR a month. Among online enquiries, 35% of those answered within an hour joined, against 32% of those answered later. There is nothing there to speed up.

3. It cannot be done without standing at the front desk

The vendor promised the training centre one receptionist for two branches. Classes run in both branches at once in 15 of the week's 23 teaching slots, and each front desk needs a person. The AI receptionist itself works only in WhatsApp: calls, contracts and the desk stay with people. If the only part of a task you can hand over is the messaging, count only the messaging.

First a free rule, then an agent

The report gave the building firm two rules, both free. One: all changes are priced on a fixed day each week, and the final invoice does not go out while any change on the job is still open. Two: nobody collects goods on the company account without a project number. In three months, 68 completed changes were closed without an invoice, which is 499.5 hours of work. The first rule is aimed squarely at that.

Only then comes the fourth offer. If after eight weeks unforeseen work is still not being priced the same week, the assistant that drafts price proposals is worth a try. It passes the checklist: the flow is steady, there is something to read, the project manager approves the draft, and a person names the figure to the customer.

A free rule does not replace an agent. It shows exactly which work to hand it.

A rule does three things without which an agent is useless. It names an owner. It gives a "before" number: today 52% of completed changes on finished jobs are closed without an invoice. And it shows the real volume: with the rule, pricing goes up from 11.78 to 19.56 hours a month for the project managers combined. Those are the hours that can be handed over later.

The other sample reports go the same way. The fitness club first brings back the phone list: about 80 calls a month, roughly 8 hours. After two debit cycles it will be clear whether staff can manage it. If they cannot, software takes the routine part: a message with a way to pay, and a reminder before the retry. The training centre first brings in a rule — call the day after the trial lesson — and only then adds an agent that every day finds the people left with no next step. A draft, a reminder, a list for today: all of these pass the test. The member refused at the gate and the conversation with a parent after the trial lesson stay with people.

You can find your first task in an hour

1. Write the task down in one line: what comes in, what should come out, who checks it. If you cannot, the task is not ready yet, and AI is not the issue.
2. Open the system where this work is recorded and count how many times it happened in each week of the past year. A steady flow fits; a spike does not.
3. Name its owner. If there is none, appoint one and give them a free rule for a month or two.
4. List what stays with a person inside the task: price, complaint, refund, dispute. The rest is a candidate for an agent.

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