Citation Group case study: How Citation is turning AI adoption into measurable engineering improvement

How Citation Is Turning AI Adoption into Measurable Engineering Improvement

How Citation Is Turning AI Adoption into Measurable Engineering Improvement

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.

“As we accelerated with AI, we’d see productivity improve, then plateau. Plandek helped us identify the next high-value constraint so we could unlock the next stage of improvement.”

Beccy Weeks

Chief AI Officer, Citation

Beccy Weeks, Chief AI Officer at Citation

“As we accelerated with AI, we’d see productivity improve, then plateau. Plandek helped us identify the next high-value constraint so we could unlock the next stage of improvement.”

Beccy Weeks

Chief AI Officer, Citation

Beccy Weeks, Chief AI Officer at Citation

“As we accelerated with AI, we’d see productivity improve, then plateau. Plandek helped us identify the next high-value constraint so we could unlock the next stage of improvement.”

Beccy Weeks

Chief AI Officer, Citation

Beccy Weeks, Chief AI Officer at Citation
Key takeaways

Lessons from Citation’s 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 doesn’t 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.

Learn how Plandek can help
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  • G2 Fall 2025 Best Support Enterprise badge
  • G2 Fall 2026 Easiest To Do Business With Enterprise
  • G2 Fall 2026 Europe High Performer
  • G2 Fall 2026 High Performer
  • 4.5 Rating from software advice
  • 4.5 rating from  capterra
  • AICPA SOC badge — SOC for Service Organizations compliance certification
  • Crozdesk Happiest Users badge — High User Satisfaction 2023
  • Software Advice Best Customer Support award badge 2022
  • G2 Fall 2025 High Performer Enterprise badge
  • SD Times 100 award badge 2023
  • G2 Fall 2025 Easiest To Do Business With Enterprise badge
  • G2 Fall 2025 Best Support Enterprise badge
  • G2 Fall 2026 Easiest To Do Business With Enterprise
  • G2 Fall 2026 Europe High Performer
  • G2 Fall 2026 High Performer
  • 4.5 Rating from software advice
  • 4.5 rating from  capterra
  • AICPA SOC badge — SOC for Service Organizations compliance certification
  • Crozdesk Happiest Users badge — High User Satisfaction 2023
  • Software Advice Best Customer Support award badge 2022
  • G2 Fall 2025 High Performer Enterprise badge
  • SD Times 100 award badge 2023
  • G2 Fall 2025 Easiest To Do Business With Enterprise badge
  • G2 Fall 2025 Best Support Enterprise badge