"The AI learns from our data" is a phrase that sounds either magical or alarming, depending on your mood. In reality it covers a few different things, and understanding the difference matters - both for getting good results and for protecting your business. Here is what actually happens when an agent uses your data.
Three different meanings of "learning"
- Using data to do a task - the agent reads your records to act on them (checking an order, reconciling an invoice). This is the everyday case and involves no "learning" in the training sense.
- Being configured with your context - you give the agent your rules, examples and knowledge so it behaves the way your business needs. This is setup, not training.
- Training a model on your data - your data is used to actually change the underlying AI. This is the case with real privacy implications, and often not what is happening.
Confusing these three is where both false comfort and false alarm come from.
Why the distinction matters
Most business use of agents is the first two - using and configuring, not training. That is reassuring, but you should confirm it rather than assume it. If a vendor is using your data to train models that serve other customers, that is a very different privacy question - one to settle before you sign, per questions to ask an AI agent vendor.
The questions to ask
- Is our data used only to serve us, or also to train your models?
- Where is it processed and stored, and for how long?
- Can we delete it, and what happens to it if we leave?
These are the heart of security and data concerns with business AI agents, and they deserve clear answers.
Good data in, good results out
Whichever sense of "learning" applies, the agent's output reflects the quality of the data and context you give it - the point behind what data you need to run AI agents. Garbage in, confident garbage out.
The bottom line
"Learning from your data" usually means using and configuring, not training - but confirm which, and pin down privacy and control before you commit. Understanding this properly is central to the Data Strategy, Governance and Ethics course at London School of Business UK. Enquire today.