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 9, 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 8, 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 7, 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 6, 2026

What Reputational AI actually means

We've been calling what we build Reputational AI for about a year. Here's what the term means, what it isn't, and why we think it matters.