Before you automate the wrong workflow.

When an AI trial stalls in real work, we take 5 to 10 days to decide what AI handles and where a person decides.

Bring the real case Versione italiana
Illustrative case One order. Two different dates.
Email 12 May New date requested
AI at work Compares the sources
Email
12 May
Document
15 May
Result
conflict
The change stops.
Consistent sources AI prepares the change
Different dates A person decides
Decision produced by the diagnosis
AI

consistent sources

Person

conflicting sources

Measures

errors and rework

01 / 05
A request arrives

The email says 12 May.

AI inside the workflow

AI must show where it cannot decide.

Input
Does it read the data required?
Uncertainty
Does it surface errors and conflicting information?
Control
Can the reviewer correct or stop the step?

Who runs the work

I run the diagnosis myself.

I work on AI adoption and implementation after 14 years delivering software products. I have run discovery with more than 30 Italian SMEs and led AI supported workflows with human control.

Check my experience and background See the AI work

Conditions

For people deciding what to do with an AI trial already underway.

  • You own the workflow, the technology or the decision to continue.
  • You have tried an AI solution, but part of the work still happens outside the system.
  • It is unclear who approves, corrects or stops the output.
Stopping may be the right decision.

I stop if no owner is available, the material cannot be used or the cost of verification exceeds the expected value. Not every workflow needs AI.

This is not the right service if you need ready made software, AI training or a complete implementation project.

An AI trial can be a case tested with data similar to real work, even without integration into company systems.

First contact

Which case came to mind?

Describe the workflow and the current state of the AI trial. Do not include client names, documents, personal data about other people or confidential information.

Maximum 600 characters. Do not attach or copy confidential data.
Prefer email? Use the prepared questions You will receive confirmation after the request is saved. The first exchange checks the case and commercial scope.