bench &paper

Independent AI testing for small businesses.

Give AI the context.
Then check its work.

I turn your working rules and examples into instructions AI can use. Then I test them on one task you repeat, so you can see what helps and what still needs a person.

Tell me about a task

A short enquiry to start. Pilots from €150.

The rule behind the reply.

The customer’s request

“Could you deliver and install the shelves by Friday?”

A reply without the business context

“Yes, we can install them by Friday.”

But your rule is: check availability first.
The reply should ask for the delivery location and check the schedule before promising a date.

Illustrative example.

Your rules belong in the instructions. The test checks whether the AI follows them.

One task.
A proper look.

Quote requests, document summaries, turning notes into a brief. We start with one piece of work you already know.

  1. Start with how your business works.

    For one repeated task, we gather the relevant rules, examples and signs of a good result. I turn these into a reusable task brief.

  2. Find a setup that fits the work.

    I test suitable tools with your business context and compare them with how you work today. The aim is a good fit for the quality you need, the time spent checking, and the cost.

  3. Leave with something you can use.

    You get reusable instructions, your business context and a short guide to using the recommended setup. The report explains the choice, the results and what still needs checking.

Keep the first
test small.

A small pilot, from€150

50% to start. 50% on delivery.

Scope, delivery date, total price and applicable taxes agreed in writing before payment.

Enough to make a better decision about one task.

  • One text or document task A clear, agreed scope
  • 5–10 authorised examples Your work, anonymised
  • Your reusable setup Instructions, context and a guide
  • A recommendation for your task Tested against your current method
  • A short written report Findings and limitations
  • One clarification revision Questions about the findings

A small sample gives direction, not a guarantee of reliability or savings. Production integrations and ongoing support need a separate scope.

This started
after class.

I’m a university student who builds software. After an AI class, I kept coming back to one question: which of these tools actually helps with somebody’s everyday work?

This workshop is my way of finding out. You work directly with me, from the first email to the report.

A few things you might ask.

Is this for me if I work on my own?

Yes. You don’t need a team or a technical background. You need one repeated task and a way to tell whether the result is useful.

Do we need to have a call?

No. We can start and work through the details by email, in English or Portuguese. A call is optional.

When would I pay?

The enquiry is free. Once we agree the scope and total price, you pay 50% to start and 50% when I deliver the setup and report. For a €150 total, that is €75 each. No subscription.

What happens to my examples?

We agree the tools and data handling before you share them. Start with a general description, without personal or confidential details. Only use examples you’re authorised to share.

Will you find the best AI model?

The aim is a setup that fits your task, business rules and budget. I test a focused selection of options, not every model on the market. If your current method works better, the report will say so.

Tell me about
the work you repeat.

A few details are enough to start. I’ll read your enquiry and reply by email.

No need to choose a model or write technical instructions. This first conversation is free.

If I can help, we agree the scope and price. You pay half to start, then the balance when I deliver the setup and report.

Private preview — try the form.The email address is ready. Form sending will be enabled once its delivery service is connected and the privacy details are complete. Nothing is sent through this preview form.

Step 1 of 3

The task

A general description is enough. Please leave out personal or confidential information.