You already have a dashboard. It doesn't watch the work.
A provider usage page, a DIY OpenTelemetry board, a FinOps tool, a developer-intelligence platform — each one orbits the question and misses it. They can tell you what you spent. None of them can tell you whether it was waste or leverage, what to fix, or how the work actually happened.
The bill, versus the work behind it.
| Dimension | Dashboards you already have | Promptster |
|---|---|---|
| What it attributes to | An API key, a span, or an invoice line. | The developer, the repo, and the workflow — from the session. |
| What it judges | How much you spent. | Whether the spend was recoverable waste or real leverage. |
| Reconstructs the session | No — metrics with no story behind them. | Yes — how the session actually happened, prompt to verification. |
| Tells you what to change | No — a number with no fix attached. | Yes — the exact model, habit, or skill the team should improve. |
| Setup & maintenance | Instrument every agent, run the collector, own the boards. | Nothing to instrument — one scoped client reads real sessions. |
The honest version, tool by tool.
Each comparison is written straight — what the other tool genuinely does well, and exactly where it stops short of developer-level TokenOps.
Promptster vs DIY OpenTelemetry dashboard
A self-hosted OTel + Grafana stack gives you raw per-request token metrics — if you instrument every agent and maintain the boards. Promptster is the discipline on top of the plumbing.
Promptster vs The Anthropic Console
The free source of truth for what you spent on Anthropic — but Anthropic-only, keyed to API keys not humans, and silent on whether a burn was waste or leverage. Keep it for the bill; use Promptster for the work behind it.
Promptster vs Vantage
Pulls your cloud and AI invoices into one pane for finance. Promptster attributes token spend to the developer and workflow from the actual session, and separates recoverable waste from real leverage.
Promptster vs DX
Org-wide, exec-facing productivity measurement built on surveys plus system metrics. Promptster is the session-level layer underneath: how each engineer actually works with AI, and what their tokens cost.
Book a 15-min walkthrough.
We'll show the live dashboards.
Bring a VP Eng or platform lead, and we'll show the manager view and an engineer's private view, and you decide in 15 minutes whether to connect a repo and see your own.