Knowledge

Research, essays, and frameworks on trust-driven AI.

Original research, customer case studies, and perspectives on building AI where humans have the final say.

May 8, 2026

The continuous compliance shift: why annual paperwork is dying

SOC 2 was designed for an annual rhythm. Buyers, regulators, and scoring tools have all moved to continuous. The audit calendar isn't going away. It's becoming the floor.
May 7, 2026

What buyers actually buy when they buy compliance software

Nobody writes a check for SOC 2 software because they want SOC 2. The artifact is evidence. The decision is the product. Compliance vendors that miss this ship the wrong thing.
May 6, 2026

Hallucination is a category error, not a tuning problem

The AI industry treats hallucination as a knob to turn. We think it's a wall to redesign around. Here's why the framing matters.
May 5, 2026

What Verifiable AI actually means

We build what we call Verifiable AI. Here's what the term means, what it isn't, and why an AI you can't check is an AI you can't trust.