What analytics do you actually need to understand a Discord community?

I built Retrace specifically because of the gaps I saw in existing Discord analytics tooling. Most if not all of the existing tools out there just track stats, e.g. message counts, time spent in VC, stuff like that. Those numbers are neat for like a high-level idea of how many people are chatting in your server, but it doesn't actually identify anything all that useful.

What matters are the actual messages under those stats, and if you're managing a big server, processing that firehose of information is completely untenable. If there's a spike of messages in some channel, you might go scroll through to see what's up, but then a smaller conversation about real, substantive stuff in some other channel gets buried. You can try to guess what works and what doesn't based on the numbers when you make a change or announce something, but that's unreliable.

Retrace gives CMs and admins the tools they need to monitor sentiment and trends, producing rolling summaries and offering features like saved searches, reporting, escalation to external tools and more. Instead of needing to either, 1) be present in every channel for every conversation/spend hours scrolling through the noise or, 2) try to guess what purely-statistical indicators mean, you can make sense of any message volume and have confidence in subsequent decisions.

Released an update for your game or tool? Create an event and analyze the impact before and after. Curious about what people are saying about a meta change? Create a search and get notified when there are relevant discussions. It unlocks all that high-value signal and continues extracting value from it over time, totally hands-free. It's working tremendously well in my own communities, happy to set you up with a trial if you're curious.