


The Client
Building a foundation for AI-augmented engineering
Citation, an Hg portfolio company with more than 170 engineers globally, is using Plandek to support its transition to AI-augmented engineering.
In this short interview, Beccy Weeks, Chief AI Officer at Citation, explains how Plandek gave the team the visibility to turn AI adoption into measurable productivity improvement. By establishing a delivery baseline, identifying high-value constraints, and tracking quality alongside speed, Citation is using data to guide its transition to AI-augmented engineering.
Key takeaways
Lessons from Citationβs AI journey with Plandek
Measure before you optimise. Citation established a delivery baseline before rolling out AI, making it possible to measure genuine improvements over time.
AI doesnβt remove bottlenecks - it moves them. As engineering output increased, new constraints emerged. Plandek helped identify where flow was slowing and which constraints to tackle next.
Productivity and quality must improve together. Citation tracks engineering productivity alongside software quality to ensure AI accelerates delivery without increasing defects.
Benchmark against peers. Quarterly business reviews and industry benchmarks provide context on performance and help prioritise continuous improvement. defects.
Turn data into action. Engineering managers, agile coaches, and product leaders use Plandek to identify bottlenecks, coach teams, and measure the real impact of AI across the SDLC.
As engineering teams transition to AI-augmented engineering, adopting AI tools is only the beginning. Plandek helps organisations measure real impact, identify emerging constraints, and continuously improve software delivery as AI changes the way software is built.
See how your engineering efforts translate into measurable business impact
Measure delivery performance, AI impact, and engineering productivity with hundreds of metrics, OOTB dashboards and custom configurations.
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