Knowledge base
AI knowledge for governance, data and operations
Practical articles on AI, governance, data, invoicing and operations: illustrative scenarios, actionable steps and limitations to understand.
104 articles · Page 4/9

Identical amounts do not necessarily mean the same transaction
During review, distinguish clear matches, assumed matches, and items that cannot yet be matched. Unclear cases should go onto a confirmation list, not…

If every notification is red, eventually nobody opens them
An alert system should be adjusted after real-world use. How many alerts are useful? Which ones recur without prompting action? Specialists and users need…

The report has been sent—but what should happen tomorrow morning?
ACC's published review package includes an action list and a presentation of results. The value of that discussion lies in turning findings into practical…

Reviewing two years of data? Do not start by sending every file
Do not send financial records through comments or a channel whose security is unclear. ACC can discuss and agree on an appropriate receiving method…

The group chat never stops, but the manager still has to ask about progress
AI Operations Log aims to turn work updates into structured records and reports. The goal is not to replace familiar communication methods immediately, but…

You found the problem once—how do you keep it from returning?
Do not switch merely because there is a promotion. Consider whether the business has a regular flow of data, someone to handle alerts, and a need to read…

The assistant answered correctly—but was the person entitled to know?
Do not start with a promise to 'answer anything.' Begin with a clear scope and frequently asked questions. ACC undertakes needs-based solution discovery,…

An image online is not enough reason to change how you issue invoices
An article or summary image only helps identify what to ask. Specific obligations must be checked against official sources, the relevant date, and…

Do not judge a review package's price before looking at its outputs
Price comparisons are meaningful only when both parties are discussing the same data period, volume, method, outputs, and support. ACC must confirm prices…

'It's done'—but which task is done?
Agree on a short work-update template before automating. AI helps read and classify content; the person reporting still needs to provide minimum…

If you pay an extra amount every month, what should you get in return?
A recurring service needs someone who uses its outputs and someone who takes ownership of the issues identified. Confirm volumes, reports, support…

The machine has read the document; a person still needs to understand the transaction
Distinguish data extraction from confirmation of transaction details. A solution should identify unclear fields and send them back for human review. Good…

