At launch Phyn Smart Water Assistant will be in its "learning state," listening to water use and the feedback that you give it, but it will not be applying any of this knowledge yet. Then, after a few weeks it will begin to take in the feedback that you have provided and you will notice the fixture identification will improve dramatically. When this happens Phyn will needs around 5-10 user generated feedback corrections or labels to begin to adapt to the categorization of any given fixture. Eventually it will need less feedback (3-5) from you to improve, as it gets in more homes and sees more usage events and feedback from all users. We encourage you to provide as much feedback as you can in the initial stages of the product to help make it better, faster for you and for the entire Phyn community of users.