Use Cases and Deployment Scope
The single most useful improvement has been the AI chat interface, which reliably references the raw data. While the overhaul has led to confusing navigation and feels less intuitive than before, the ability to extract high-level insights at a glance proves very useful for a small team such as ours that runs at a high pace. I will note, though, there are contextual issues where the chat interface will misconstrue feedback, but this represents general AI limitations for analysis. Lastly, for visual concepts, the addition of Alloy has proved useful for bringing insights to life and framing them in a more visually engaging way for stakeholders to consume output in a different medium.
Other Software Used
UserTesting, Typeform, Hotjar