Measuring Agentic Coding Productivity
Teams adopting coding agents are asked whether it is paying off, and lines of code or accepted suggestions rarely answer that. In this half-day workshop you learn to choose metrics that reflect delivery speed, quality and developer experience, to set a baseline and to read the results with care. We do not promise benchmark figures; we help you measure your own.
Request without obligation- Duration
- half day
- Level
- Intermediate
- Format
- Remote or on-site, English or German
- Group size
- Up to 12 participants per trainer
Who it is for
- Engineering managers and heads of engineering
- Tech leads who need to report on AI adoption
- Platform and developer experience teams
What your team will be able to do
- Choose a small set of outcome metrics for delivery, quality and experience
- Establish a baseline before changing the way of working
- Recognise misleading metrics such as raw output volume
- Combine system data with surveys and qualitative feedback
- Design a simple pilot with a fair comparison
Agenda
- What question are you answeringClarify whether you want to justify an investment, steer rollout or find bottlenecks.
- Metrics that mean somethingLead time, change failure and recovery, review wait time, rework and defect trends, and what each tells you.
- Metrics that misleadLines of code, suggestion counts and individual rankings, and how they distort behaviour.
- Baseline and pilot designSet up comparable teams or periods and decide in advance what counts as success.
- Qualitative signalsShort surveys, interviews and retrospectives about trust, flow and frustration.
- Reporting and decisionsPresent results honestly, including uncertainty, and turn them into next steps.
Prerequisites
- Access to some delivery data such as ticket or Pull Request history, if available
- Basic familiarity with agile delivery metrics
- No statistics background required
Why apprat.io workshops
- Taught by practising AI Code Engineers
- Your repositories or a sandbox project
- AI speed, human responsibility: review, security and governance included
- ISO 9001 & ISO/IEC 27001 certified processes
- Follow-up office hours after 30 days
Request without obligation
Tell us about your team and goals. We reply within one business day with a tailored agenda and a quote – free and without obligation.
24/7 call support in English & German:
+49 761 519 751 50
Frequently asked questions
Will you tell us how much faster we will get?
No. We do not claim universal figures. The workshop shows how to measure the effect in your context.
Do we need a metrics tool?
No. You can start with data from your existing tracker and repository platform.
Is this about ranking developers?
No. We advise against individual performance metrics and focus on team and system level.
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