My experience is with Kibana and Honeycomb; but in my experience, Grafana, even with Tempo, pales in comparison to the power that the ELK stack or a robust, clean UI’d data aggregator, like Honeycomb is capable of.
Moreso speaking for the companies that feel hopeless when the UIs of these open source tools might probably be ok