
"The real edge in AI isn't the model, it's the harness around it. Meshly is an explainable cash register: every step inspectable, nothing hidden in a black box."

That gap between systems is where revenue leaks, audits stall, and diligence finds the thing nobody knew was there.
Before AI, armies of people in the back office caught it by hand. That labor is being cut for efficiency exactly as agents move in to do the work, so the people who held the line are leaving right when the machines arrive with no rails.
That's what Sandra and JW are building: the rails. The model underneath is swappable; the rails are what lasts, every action, human or agent, traceable back to its source. The next audit won't just be about the numbers. It will be about who and what decided them.
Meshly completed its SOC 2 Type II attestation, tested and attested by Prescient Assurance. Auditability isn't a feature we added, it's the reason the company exists. See our Trust Center or read more on our .