One concern I do have with Awake is that, ideally, it should be able identify high-risk users and devices and entities. However, we don't have confidence in their entity resolution, and we've provided this feedback to Awake. My understanding is that this is where some of the AI/ML is, and it hasn't been reliable in correctly identifying which device an activity is associated with. We have also encountered issues where it has merged two devices into one entity profile when they shouldn't be merged. The entity resolution is the weakest point of Awake so far. Even without that it's useful because with the MNDR team, they'll at least do some of that work for us and then we can follow up on certain things. But that is something that we would want to see improved. Because we have the MNDR team, in some ways we don't work as hands-on with the interface itself as we did before. But another thing that would be helpful would be easier ways to integrate it with other systems. The integrations seem to exist, but they're a little weak in terms of how easy they are to set up, or what kind of information can be pulled in. That's something they've said that they're working on, as part of their roadmap, but that is something that I would like to see improved.
