4 Ways Test Data Blocks Agentic Development

Every tech leader is talking about agentic development and the promise of dramatically speeding up software delivery. But as organizations begin scaling AI-generated code, many are running into the same challenge: their test data processes can't keep up.

In this Q&A, Perforce Delphix experts Matt Yeh (Director of Product Marketing) and Brian Muskoff (VP of Product) discuss what they're seeing in the market. Brian talks through the 4 main ways he sees agentic development initiatives failing, why test data has become a critical bottleneck, and what App Dev leaders need to rethink if they want to successfully scale AI-driven software delivery.

1:00 What are companies getting right about agentic development?

2:48 Why are the models NOT the problem?

4:09 Where does test data start slowing things down?

5:28 What does this bottleneck look like in the real world / where is agentic development getting stuck?

6:44 What does a better data foundation for agentic development look like?

9:06 Questions every App Dev leader should ask

#AgenticDevelopment #AI #DevOps #ApplicationDevelopment

See the key findings from our survey of 500+ enterprise leaders in our 2026 Test Data Management Report for AI-Ready Enterprises: https://ter.li/vw2t467y
Explore Perforce Delphix test data management solutions for agentic software delivery: https://ter.li/zaxq1r
Learn how Delphix Synthetic Data unblocks development for devs, testers, and agents: https://ter.li/e3yj3feo