Ad-GuardDemo

Why Deterministic Verification

Probabilistic fraud scores cannot be audited.

Ark Axiom exists because a probability is not evidence. Deterministic verification produces inspectable violations that finance, compliance, and regulators can defend.

Probabilistic Fraud Scores Cannot Be Audited

  • - Black-box ML outputs cannot be reproduced
  • - Scores drift without notice
  • - Vendors cannot explain why a click was blocked
  • - Finance, insurance, and ad ops teams cannot settle disputes

A probability is not evidence.

Deterministic Systems Produce Evidence, Not Scores

Probabilistic Fraud
Ark Axiom Deterministic
Confidence score
Constraint violation
Model inference
Mathematical impossibility
Requires retraining
Zero retraining
Output drifts over time
Reproducible forever
"Likely fraud"
"Impossible to be human"

A deterministic verdict can be audited, replayed, and defended.

What Ark Axiom Verifies

Ark Axiom evaluates hard constraints that cannot be learned around.

Human motor micro-varianceTouch radius entropyDevice tremor signaturesTemporal causalityTopological IP coherence

Each violation produces an explicit, inspectable reason code — not a score.

From Event → Verdict → Report → Settlement

  1. Sensors capture raw interaction physics
  2. Deterministic constraints are evaluated
  3. Violations are logged as immutable events
  4. Events are grouped into forensic reports
  5. Reports support financial settlement

No inference. No probability. No opacity.

Designed for Environments That Require Proof

AdTech platformsInsurance carriersPayment networksMarketplacesRegulators and auditors

What Ark Axiom Does Not Do

  • - No black-box scoring
  • - No behavioral profiling
  • - No probabilistic confidence outputs
  • - No model retraining cycles
  • - No unverifiable decisions

Ark Axiom does not predict fraud. It proves impossibility.

See Deterministic Verification in Action

Inspect live deterministic decisions in the demo environment:

Events Explorer — explicit verdict reasonsBiometrics — physical constraint thresholdsReports — forensic aggregation and settlement logic

Every demo verdict is reproducible.