L5 · LIFECYCLE OVERSIGHTKinHelm product

WALDO

Weighted Assessment of Lifecycle Drift Oversight. The meta-governance layer: visibility, compliance monitoring, trust scoring, and drift detection across every AI component in the organization, wherever it runs.

The problem

Nobody is watching the watchers.

Platform controls govern the AI you deployed on purpose. Nothing in the standard stack answers for the whole ecosystem over time.

Flaw 01 · No inventory

You cannot govern what you cannot list.

AI components accumulate across teams, clouds, and vendors with no register. The honest answer to how many AI systems do we run is a range, not a number.

What it costs youRisk assessments built on an unknown denominator, and orphaned agents running long after their owners left.
Flaw 02 · Approved once, never re-checked

The review green-lights a moment, not a system.

Models get swapped, prompts get edited, configs get tuned. The system in production six months after approval is not the system that was approved, and nothing flags the difference.

What it costs youSilent drift from every baseline your governance process ever established.
Flaw 03 · Snapshot compliance

The audit is stale the day the assessor leaves.

Point-in-time assessments describe one Tuesday. Between audits, posture is a matter of faith, and evidence is reassembled by hand under deadline every cycle.

What it costs youWeeks of evidence archaeology per audit, and zero warning when posture degrades between them.
What you get

Three outcomes. Here is how WALDO delivers them.

Outcome 01

Faster compliance

How WALDO delivers itContinuous compliance monitoring and 0-1000 trust scores turn point-in-time audits into an export.
Outcome 02

Complete visibility

How WALDO delivers itThe component registry and governance dashboard put every AI system, wherever it runs, on one pane of glass.
Outcome 03

Automated management

How WALDO delivers itDrift detection and classification-based routing run continuously, flagging deviations before an auditor or adversary finds them.
Design principle

Oversight for the whole ecosystem, not one platform.

The questions platform governance can't answer: What AI components exist? Are they still compliant with their baselines? Has anything drifted? What is the trust posture of the whole ecosystem?
917 / 1000 · GREEN
TRUST BANDSGREEN ≥ 700  AMBER 400-699  ·  RED < 400
FORMULAPenalty-based scoring v2.0.0, configurable per policy (bypass penalty: 150 pts / event)
LIVE POSTURERegistered components all active · 0 compliance gaps · 0 overdue reviews · system healthy
Registry

Component registry

Every governed AI component registered with classification, ownership, risk tier, and status. One inventory of the whole ecosystem.

Scoring

Trust scores, 0-1000

Per-component scores with penalties for policy violations, drift events, and compliance gaps. Immediate visibility into what needs attention.

Drift

Drift detection

Continuous comparison against approved baselines. Configuration drift surfaces as a score change, not a surprise in an audit.

Telemetry

Real-time telemetry

Session events, routing traces, and full execution traces with intent scoring. Deleting a telemetry event requires a written reason.

Routing

Classification-based routing

Data classification schemes that map to government hierarchies, with match rules that classify automatically on keyword patterns.

Dashboard

Single pane of glass

Ecosystem health, pending reviews, trust posture, and compliance status in one governance dashboard.

US Government classification routing (U / CUI / S / TS)
ClassificationRouting targetRationale
Unclassified (U)SaaS · cloud modelsUnclassified data safe for cloud processing
CUISMK Local · on-premCUI requires on-premises processing
Secret (S)SMK Local · on-premSecret data must stay on local infrastructure
Top Secret (TS)SMK Enclave · air-gappedTop Secret requires air-gapped enclave processing
Next step

Know the trust posture of every AI system you run.

Request a briefing and see the governance dashboard against a live component registry.