Introducing a new category

The System of Record
for AI Decisions

For three years, the industry built better models. Nobody built the infrastructure to govern what those models decided.

Xanthos works at this gap — between the prediction and the decision, between the model and the accountability.

The distinction that matters

A prediction is not a decision

What the model does

It outputs a score, a probability, a ranking. That output is shaped by training data, feature engineering, and threshold calibration — none of which are visible in the final number.

What a decision requires

Context. Policy constraints. Human authority. A record that captures not just what happened, but why — and who was accountable for acting on it.

What is missing

A system of record that spans the full journey: from raw input to agentic inference to policy application to final outcome. Without it, accountability is an aspiration, not a capability.

Proof the category is real

Eight ways AI decision governance fails

01

Explainability Failure

"We rejected a loan — but can't explain why."

02

Visibility Failure

"We have logs — but no idea what decisions were made."

03

Control Failure

"We added guardrails — they don't work."

04

Regulatory Panic

"We built it — now we need certification."

05

System Complexity

"The model is fine — the system is not."

06

Business & ESG

"AI decisions are affecting revenue — we can't trace how."

07

Failure & Incidents

"We can't investigate what went wrong."

08

The Emerging Reality

"AI is becoming the decision layer of the enterprise."

Latest thinking

Our perspectives

All perspectives

18 April 2026

Regulators are drawing a hard line between a model's output and the decision that follows it. The ICO's new test for human oversight means clicking "Approve" because the model said so is no longer enough — legally or operationally.

17 April 2026

The FCA's new transparency mandate sounds straightforward: explain the decision. In practice, most lenders are reconstructing — not recording — their AI reasoning. Under SM&CR and the EU AI Act, plausible is no longer defensible.

Building the infrastructure
for accountable AI decisions

Whether you are preparing for a regulatory audit, designing your first Decision Record, or rethinking your entire AI governance stack — start here.

Explore the framework