AI Coding Insights • Live
Finally, see what your AI coding investment is producing.
Engineering teams can tell you what they're spending on coding agents. Very few can tell you what they're getting back. Darkplane connects AI sessions, token spend, and engineering output across your organization.
Measure the impact of AI.
The factory floor
Every session, every dollar, and the pull requests they produced, in one view.



The questions every engineering team gets asked
Leadership wants to know whether AI is paying off. Most teams don't have the data to answer.
Is AI actually making us faster?
More AI usage doesn't automatically mean more software shipped.
See how coding sessions translate into pull requests, cycle time, and merged work instead of guessing from adoption numbers alone.
Where is the money going?
Your invoice tells you how many tokens you bought.
It doesn't tell you which teams are creating value.
Track spend by developer, team, repository, model, and session in real time.
What does poor AI output cost?
Every rejected pull request, every round of review, and every rework has a cost.
Connect that work back to the coding sessions that created it instead of treating AI as a black box.
From AI activity to engineering outcomes
Most AI dashboards stop at usage. Darkplane connects AI activity to software delivery.
Cost
Understand token spend as it happens.
Break it down by developer, team, model, repository, and coding session instead of waiting for a monthly invoice.
Adoption
See who's actively using AI, how they work, and whether adoption is expanding or stalling across your organization.
Productivity
Measure the path from coding session to merged pull request.
Track session depth, tool usage, cycle time, and the engineering output each session produces.
Available today for Claude Code · more coding agents coming
Pricing
Simple. Pay for the developers using coding agents. Nothing else.
- Cost, adoption, and productivity in one view
- Real-time breakdowns by developer, team, and model
- Every session tied to the pull requests it produced
- Only human developers are billed, never bots
Get started