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Matt Gummersbach

Matt Gummersbach

Product Manager at Adaptive & Former Bain Consultant

matt-gummersbach
New York, New York, United States
Joined September 2025
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Adaptive Team

Summary

Matt Gummersbach is a product and operations leader with a strong foundation in management consulting, having spent three years at Bain & Company. His experience spans corporate strategy, business optimization, and product development, particularly in the fintech and construction tech sectors. theorg+1
At Adaptive, Matt focuses on leveraging AI to enhance construction accounting processes. He is instrumental in improving AI agent performance through innovative testing frameworks, ensuring high accuracy in tasks such as invoice processing and cost code assignment. This demonstrates a hands-on approach to product management and a commitment to data-driven improvements. adaptive+1
Matt played a significant role at Center Pixel, Inc., where he progressed from Head of Business Operations to Head of Product. In these roles, he focused on optimizing operational efficiency and overseeing product development, showcasing his versatile expertise in both strategic execution and product leadership within a startup environment. theorg+1
During his undergraduate studies at the University of Virginia, where he earned degrees in Systems and Information Engineering and Economics, Matt was recognized as a Jefferson Scholar. He also demonstrated early leadership and social entrepreneurship as President of the Community Honor Fund, a non-profit microlender. jeffersonscholars+2

Work

Education

Writing

No Blind Spots: How Our Shadow Pipeline Hardens AI Agents in Adaptive

September 11, 2025

Details Adaptive's approach to using a shadow pipeline to improve AI agent performance and ensure accuracy in construction accounting. Highlights the process of forking production data, architecting a shadow system, evaluating with metrics and traces, and enabling team-wide experimentation. Matt Gummersbach is quoted on improving agent performance independently using the framework.

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