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 5/9

Customers find the right service but still do not recognize your business
Start with the correct legal entity name, brand name, services, service area, and contact channels. A clear, consistent source is a better foundation than…

If you keep chasing documents, perhaps the process needs fixing at the start
Review is not just about finding a past error. It also helps identify where errors are likely to recur. Findings should feed back into the process, rather…

Everyone else has left, but one person is still rereading the group chat
When data is gathered into records with statuses, checking becomes more specific: which fields are missing and which tasks remain unconfirmed. ACC's AI…

Sending a report is convenient—but might it reach the wrong people?
During solution discovery, specify who may receive alerts, who may see details, and who may confirm information. ACC discusses the scope of use through Zalo…

One customer, three files, three different names
Before implementing AI, agree on identifiers, cutoff times, and exception handling. ACC examines reconciliation tasks according to actual processes, rather…

Where are the acceptance photographs? Everyone searches their phones again
Before implementation, agree on how information will be attached to work updates. AI can help process images and content, but it should not turn inferences…

The return-on-investment figure looks good—but does the money actually come back?
The value of findings does not automatically equal money recovered, and time saved does not always become cash. A calculator only helps explore assumptions;…

Both are called automation—why are the quotations different?
A starting price is not a universal price for every system. Data sources, integrations, access rights, exceptions, and handover requirements all need…

One person speaks for a few seconds; another spends hours compiling it
The processing flow needs to turn content into verifiable data fields while preserving the ability to revisit the source. Regional accents, noise, and…

Collected money does not necessarily mean money received by the company
For processes involving collection on another party's behalf, establish who updates the status, which documents confirm it, and who reconciles it. This…

The team still uses Zalo, but not every group can be read
Within the scope described in ACC's materials, work updates pass through the business's Zalo OA. This should not be understood as permission to…

After 30 days, do not just ask whether people like the tool
At the end of the trial, compare results using the same measurements. If automated reports exist but nobody reads them, reconsider their content and…

