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Beyond the Hype: Measuring the Real Impact of AI-Assisted Engineering

Posted Oct 01, 2025 | Views 7
# AI
# Engineering Workflows
# Metrics
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Justin Reock
Deputy CTO @ DX

Justin Reock is the Deputy CTO of DX, and is an engineer, speaker, writer, and software practice evangelist with over 20 years of experience working in various software roles. He is an outspoken thought leader, delivering enterprise solutions, technical leadership, various publications and community education on developer productivity.

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SUMMARY

Slide deck available here: https://docs.google.com/presentation/d/1bhe8JAW0UPcsvw5MtL3Ktr3n_5yiTW5GG79ZTjata5Y/preview?slide=id.g382d824f327_0_0

How do we move beyond tracking surface-level AI metrics to truly understanding its impact on engineering performance? High adoption rates and code completion percentages may look impressive on a dashboard—but do they really translate into better business outcomes?

In this immersive session you’ll go past the hype and into the reality of AI-assisted engineering. Blending cutting-edge research with practical tools you can use the very next day, the session is built for engineering leaders and DevProd teams tasked with measuring and maximizing the value of AI tools in engineering.

Through interactive exercises and simulated scenarios, you’ll apply the AI Measurement Framework to capture the full picture of AI’s effect on developer experience, team effectiveness, and business results. Attendees will leave with concrete, actionable techniques: specific metrics to rethink, questions to ask their teams, and a framework for making smarter AI tool investments that truly drive developer productivity and organizational performance.

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