What is intent recognition used for?#
By correctly identifying the user's goal, the system can automatically trigger the correct business process, such as looking up an order status or connecting to a support agent. This allows for effective automation of customer interactions and creates a more efficient, natural user experience.
How does intent recognition work?#
First, the system is trained on a large dataset of example phrases that have been manually labelled with their corresponding intent. For instance, phrases like "What time do you close?", "Are you open on Sundays?", and "Store hours" would all be labelled with the get_store_hours intent. The AI learns the patterns, keywords, and sentence structures associated with each specific goal.
When a new user request comes in, the AI analyses its wording and compares it to the patterns it learned during training. It then predicts which pre-defined intent the new request most closely matches. Once the intent is identified, the system can execute the appropriate action.
How is intent recognition different from keyword matching?#
Intent recognition is more advanced than simple keyword matching. A keyword-based system might see the word "account" and not know if the user wants to "open an account," "close an account," or "check an account balance." Intent recognition analyses the entire phrase to understand the user's specific goal, allowing it to distinguish between these different requests and respond correctly.