SALY isn’t useless—but it shouldn’t be lazy.

The Disruptors

With Liz Farr

Audit has spent decades digitizing the past—paper binders moved to the cloud, workflows wrapped in prettier software, and manual testing dressed up as “innovation.” According to Jin Chang, that’s not transformation. It’s inertia.

Chang knows because he lived it.

Early in his career as an auditor, he found himself doing exactly what generations before him had done: matching evidence to samples, racing against the clock, and wondering why a four-year degree was being spent on work that machines should have mastered long ago.

“Why aren’t computers doing this better and faster?” he remembers thinking.

That question became the seed for Fieldguide—the audit platform Chang says he wished he’d had, powered by AI agents designed to work alongside auditors rather than replace them.