How well do you use Claude Code?
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…
In plain words
Promptster analyzes how engineering teams use Claude and Codex through dashboards that track code quality and workflow patterns. Managers see aggregate team-level insights, while individual engineers receive personalized guidance on optimizing token usage without sacrificing output quality. The platform includes an open-source, locally-run audit tool for testing Claude Code setups. It targets teams looking to improve AI tool efficiency beyond basic spend and seat tracking.
written from the facts on this page · September 2026
From the sources
In the maker’s words, at launch
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!
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