Risk moderation

AI risk is business risk. We conduct active research into what AI systems can expose, create, or quietly get wrong— and the guidance to navigate easily.

What we research

  • The map. Where does AI already touch your operations— including the uses nobody approved?
  • The gaps. What happens where generated output becomes action— prompt surfaces, tool permissions, data exposure paths?
  • The structure. Can a hostile prompt talk its way past a permission, or are the bounds somewhere models can't reach?
  • The record. Can you see what ran, what failed, and what needs a human— without reading logs nobody reads?
The Ring Nebula— a glowing elliptical shell of gas around a fading central star

In practice

How we handle risk

AI risk is business risk. It shows up where models touch operations, where generated output becomes action, and where reporting hides what actually happened. We map those surfaces before they become incidents.

  • 01

    Mapping theAI surface

    Exposure measured before it is managed.

    We start by finding where models already touch the business— including the uses nobody approved. The first map is honest, so the path to reduce exposure starts from evidence.

  • 02

    Flagging driftand boundaries

    Prompt surfaces, permissions, and action paths.

    Risk concentrates where generated output becomes action: prompt surfaces, tool permissions, data exposure paths, and the hand-off from answer to execution. We look for the places a plausible answer can do damage.

  • 03

    Bounds that can'tbe argued away

    Permissions and scope in the structure.

    The safest limits are the ones input cannot rewrite. Permissions and scope belong in the system's structure, so a convincing prompt cannot talk an agent past them.

  • 04

    Reporting thatstays honest

    What ran, what failed, what needs a human.

    Risk review starts from evidence, not logs nobody reads. What ran, what failed, and what needs a human should be visible enough to act on.

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