A bunch of companies that I spoke to had their own claude & codex OTel dashboards that showed spend + seats per month.

However, none of the dashboards actually analyzed how the engineers worked with the tools and if there were any areas for improvement! That's why I created https://www.promptster.ai.

Managers get aggregate level view of code quality and how that ties with team workflows (nothing on a per-engineer level). While engineers get personalized coaching on how they can save tokens while keeping output high.

We also have a tool built for individuals to test their local claude code setups. It's open-source and completely local. You can check that out here: https://github.com/pa-arth/cc-audit.

Would love feedback on either and reach out if you're interested in purchasing the teams product!