LAST VERIFICATION LAYER

Independent decision & model consistency audit for high-stakes responsibility.

We surface hidden assumptions, validity boundaries, and accountability gaps — so decisions remain defensible.

DELIVERABLES

Decision Integrity Pack.

A formal set of auditable artifacts that define model limits, risks, and decision accountability.

METHOD

Consistency before performance.

We audit logic, boundaries, and accountability — not “accuracy.”

Assumption mapping

High-leverage parameters, unowned dependencies, documentation gaps.

Analysis module

Boundary tests

Failure points under changing conditions.

Stress testing

Non-auditable zones

Where results should not drive decisions.

Responsibility limits

Decision gates

Controls that enforce traceability.

Governance

Outcome

Defensible decisions within explicit limits.

Defensibility
SIGNALS

When risk is already in the decision.

If you cannot define where the model stops being valid, risk is implicit.

Model drift

Divergent outcomes under consistent inputs.

Undefined limits

No conditions of use or exceptions.

Audit pressure

Regulator, investor, or board review.

Vendor opacity

Dependencies cannot be explained internally.

Consequence

From “it seems to work” to “we can defend this.”

CONTACT

Initiate an audit request.

Select an audit area and attach a signed NDA (optional).

Selected area defines the report artifact structure.

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Alternative: biuro@ledesco.pl

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