About Validation State Governance Standard
Governing Validation as a Current Lifecycle State Rather Than a
Permanent Label
Validation happens at a point in time.
Systems continue to change.
Models change.
Data changes.
Configurations change.
Operating environments change.
Dependencies change.
Risks change.
And the meaning of a historical validation conclusion can change
with them.
Validation State Governance Standard (VSGS) is the ninth Parent
Standard of VALIDOS™ — Validation Governance Architecture, governing
the formal lifecycle condition that a Validation Object currently
holds after considering applicable Validation Determinations, object
continuity, version, scope, conditions, validity periods, material
change, and revalidation requirements.
VSGS addresses one fundamental question:
What Validation State does the Validation Object hold now?
Permanent Label
Validation happens at a point in time.
Systems continue to change.
Models change.
Data changes.
Configurations change.
Operating environments change.
Dependencies change.
Risks change.
And the meaning of a historical validation conclusion can change
with them.
Validation State Governance Standard (VSGS) is the ninth Parent
Standard of VALIDOS™ — Validation Governance Architecture, governing
the formal lifecycle condition that a Validation Object currently
holds after considering applicable Validation Determinations, object
continuity, version, scope, conditions, validity periods, material
change, and revalidation requirements.
VSGS addresses one fundamental question:
What Validation State does the Validation Object hold now?
Why Validation State Governance Standard Exists
A validation process may legitimately determine that an objectsatisfies its Validation Criteria.
But that conclusion does not exist outside time.
After determination:
- the object may change,
- software may be updated,
- the model may be retrained,
- dependencies may change,
- evidence may age,
- source reliability may change,
- new failures may be discovered,
- operational conditions may drift,
- or the original validation period may simply expire.
If historical validation remains permanently attached to the object
despite these changes, the word:
Validated
gradually loses methodological meaning.
VSGS exists to prevent that.
Determination Is Not State
VALIDOS™ creates a deliberate separation between:Validation Determination
and:
Validation State
A Validation Determination answers:
What did a specific governed validation event demonstrate?
A Validation State answers:
What validation condition does the Validation Object currently hold?
A determination is a conclusion.
A state is a lifecycle condition.
Therefore:
Validation Determination ≠ Validation State
This separation allows historical validation conclusions to remain
accurate records even when the current status of the object changes.
Why This Distinction Matters
Suppose a system receives a Positive Validation Determination on1 January.
The determination remains historically true:
The system version examined on 1 January satisfied the applicable
Validation Criteria under the validated conditions.
But six months later the system may have:
- changed architecture,
- changed data,
- changed operating environment,
- changed configuration,
- experienced a critical incident,
- or exceeded its defined validation period.
The historical determination does not disappear.
The current Validation State may change.
That is precisely what VSGS governs.
From Validation Event to Validation Lifecycle
The VALIDOS™ lifecycle has now reached:Validation Object
↓
Validation Purpose & Scope
↓
Validation Criteria
↓
Validation Method
↓
Validation Evidence Fitness
↓
Validation Source Reliability ↓
Validation Execution
↓
Validation Determination
↓
Validation State
The first eight Parent Standards establish what was validated and
what the governed validation event demonstrated.
VSGS extends that conclusion through time.
Validation Is Not a Permanent Property
VALIDOS™ rejects the assumption:Validated Once = Validated Forever
Validation is not a permanent characteristic like an immutable
identity attribute.
It is a governed condition whose continued applicability depends
upon whether the basis supporting it remains materially valid.
Therefore:
Validation must have lifecycle governance.
A Validation State Is More Than a Label
A governed Validation State should remain connected to:- the Validation Object,
- object version,
- applicable Validation Determination,
- Validation Purpose,
- Validation Scope,
- Validation Depth,
- conditions,
- restrictions,
- limitations,
- effective point,
- validity period,
- material-change triggers,
- state-transition history,
- and revalidation requirements.
Without these relationships, a state such as:
Validated
says very little.
Canonical Validation States
VALIDOS™ may distinguish formal states including:Validation Required Validation Pending
Partially Validated
Conditionally Validated
Validated
Validation Conflicted
Validation Suspended
Invalidated
Validation Expired
Revalidation Required
These states represent materially different validation conditions.
They should not be collapsed into a binary:
Valid / Invalid
Validation Required
A Validation Object may begin in:Validation Required
This means that an applicable validation basis has not yet been
sufficiently established for the intended governed purpose.
It does not imply failure.
It means validation must occur before an applicable Validation State
can be established.
Partially Validated
Complex Validation Objects may not possess one uniformvalidation condition.
For example:
- one subsystem may be validated,
- another may remain unvalidated,
- one population may be covered,
- another may not,
- one operating mode may be validated,
- another may remain uncertain.
Where those boundaries are methodologically separable, VSGS allows:
Partially Validated
rather than forcing a misleading global label.
Conditionally Validated
A system may be validated only while particular conditionsremain true.
For example:
- human override remains available,
- a specified safety control remains active,
- operation remains within a defined range,
- a particular configuration remains unchanged,
- a restricted population is used,
- or specific monitoring remains active.
In these cases, the correct current state may be:
Conditionally Validated
The condition is not a footnote.
It is part of the state itself.
Validated
Validated means that the Validation Object currently possesses anapplicable positive validation basis within its governed:
- object version,
- purpose,
- scope,
- depth,
- conditions,
- and validity period.
It does not mean:
Universally Valid
Valid for Every Use
Valid Forever
or:
Approved for Deployment
The state must remain bounded.
Validation Conflicted
A Validation Object may possess materially incompatible currentvalidation signals.
For example:
- two legitimate determinations conflict,
- different operating environments support incompatible conclusions,
- new evidence materially challenges the current state,
- or different validated portions cannot yet be reconciled.
In such cases, VALIDOS™ may represent:
Validation Conflicted
rather than hiding disagreement behind one simplified status.
Validation Suspended
A currently active Validation State may need temporary suspension.Possible triggers include:
- new safety information,
- critical incident,
- questioned evidence integrity,
- Source Reliability reassessment,
- material object change,
- determination suspension,
- investigation,
- or unresolved anomaly.
Suspension means:
The previous validation basis has not necessarily been destroyed,
but current applicability cannot presently be treated
as unrestricted.
Suspension Is Not Invalidation
This distinction matters.Validation Suspended
means:
Current validation applicability is temporarily unresolved
or restricted.
Invalidated
means:
The basis supporting the prior state has been materially destroyed
or is no longer legitimately applicable.
Therefore:
Suspended ≠ Invalidated
Invalidated
Invalidation may occur where the validation basis isfundamentally undermined.
Examples may include:
- critical object change,
- invalid underlying determination,
- compromised decisive evidence,
- major Source Reliability failure,
- fundamental methodological error,
- or new evidence demonstrating that the prior validation basis cannot remain legitimate.
Invalidation may apply to the entire object or only a defined part.
Validation Expired
Validation can also cease to be current without any failure.A Validation State may simply reach the end of its valid period.
VALIDOS™ therefore establishes:
Validation Expired ≠ Validation Failed
Expiration means:
The previous validation basis can no longer be assumed current
without renewal or revalidation.
Revalidation Required
A Validation Object enters:Revalidation Required
where the previous validation basis is no longer sufficient to
support the required current assurance.
Triggers may include:
- material object change,
- scope expansion,
- new use case,
- new operating environment,
- expiration,
- significant drift,
- new risk,
- changed regulation,
- new critical evidence,
- or unresolved suspension.
Revalidation Required does not automatically mean that the object
is invalid.
It means that the old validation basis is insufficient for the
current governance question.
Current State and Historical State Are Different
VALIDOS™ preserves both.For example:
Historical State: Validated
Current State: Revalidation Required
These statements are not contradictory.
The first describes history.
The second describes current applicability.
This distinction creates validation continuity across time.
Material Change Is the Critical Lifecycle Question
One of the most important VSGS questions is:Has the Validation Object changed enough that the current Validation
State can no longer be assumed applicable?
Not every change matters.
A typo in documentation may be irrelevant.
A model retraining may be highly material.
A minor software patch may or may not matter depending upon
what changed.
VSGS therefore requires Material Change Assessment rather than
assuming either:
Every change requires complete revalidation
or:
No change matters unless failure occurs
Material Change Can Take Many Forms
Validation-relevant change may involve:- object identity,
- model architecture,
- model weights,
- training data,
- dataset composition,
- software,
- hardware,
- system configuration,
- operating environment,
- population,
- dependencies,
- interfaces,
- permissions,
- autonomous authority,
- jurisdiction,
- intended use,
- or risk profile.
The significance of change depends upon the governed
validation basis.
Validation Equivalence
After change, VSGS may ask:Is the changed object still sufficiently equivalent to the object
that was validated?
Possible outcomes include:
Validation Equivalence Maintained
Validation Equivalence Conditionally Maintained
Validation Equivalence Undetermined
Validation Equivalence Lost
This allows proportionate lifecycle governance.
Not Every Change Requires Full Revalidation
VALIDOS™ should remain operationally usable.If every minor modification automatically forced complete validation
from the beginning, validation governance could become
unnecessarily rigid.
VSGS therefore allows change to trigger proportionate responses
such as:
- state maintained,
- conditional state,
- targeted reassessment,
- partial revalidation,
- full revalidation,
- or suspension.
The response should correspond to the validation significance of
the change.
State Validity Can Be Time-Based
Some validations naturally require expiration periods.For example:
- calibration-dependent validation,
- rapidly changing AI models,
- dynamic cybersecurity environments,
- medical systems,
- financial models,
- or other contexts where historical validation loses relevance quickly.
A state may therefore include a fixed expiration date or
maximum duration.
State Validity Can Also Be Event-Based
Other validation states may remain valid until a definedevent occurs.
For example:
Valid until model retraining
Valid until configuration change
Valid while Safety Control X remains active
Valid until operating scope expands This may be more appropriate
than arbitrary calendar expiration.
State Validity Can Be Continuously Governed
Some Validation Objects may require continuous or near-continuousstate monitoring.
For example:
- adaptive AI systems,
- high-autonomy systems,
- financial prediction systems,
- critical infrastructure,
- or systems with rapid operational drift.
In these environments, Validation State may be
maintained dynamically.
State Monitoring Does Not Equal Revalidation
Monitoring identifies whether state conditions remain satisfied.It may detect:
- object change,
- configuration drift,
- incidents,
- new evidence,
- source changes,
- threshold crossings,
- environmental changes,
- or approaching expiration.
Monitoring itself does not automatically establish a new
validation conclusion.
Validation State Drift
Some objects may change gradually.There may be no single dramatic event.
Instead:
- data distribution changes,
- users change,
- environments shift,
- dependencies evolve,
- repeated patches accumulate,
- or system behavior drifts.
VSGS therefore recognizes Validation State Drift as a
lifecycle problem.
Repeated small changes may collectively become material.
A Thousand Small Changes Can Become One Material Change
A system may undergo hundreds of individually minor modifications.Individually, none may justify revalidation.
Collectively, they may produce a system materially different from
the one originally validated.
VSGS therefore permits cumulative change assessment.
State Conditions Must Remain Visible
If an object is:Conditionally Validated
the conditions supporting that state must remain attached throughout
the lifecycle.
If one condition disappears, the state may need to change.
For example:
Conditionally Validated with continuous human oversight
cannot remain unchanged after human oversight is removed.
State Restrictions Must Survive
Restrictions define where the state must not be generalized.Examples include:
- not validated for autonomous operation,
- not validated outside Europe,
- not validated for pediatric use,
- not validated under degraded network conditions,
- or not validated beyond Version 2.5.
Restrictions should survive state transitions unless
explicitly reassessed.
State Limitations Must Survive
A validation state may remain active while carryingknown limitations.
For example:
- limited long-term evidence,
- limited edge-case evidence,
- limited external validation,
- limited population coverage,
- or unresolved low-frequency uncertainty.
VSGS preserves these limitations as part of the current
validation context.
State Transition Must Be Governed
Validation states should not change arbitrarily.A transition requires an identifiable basis.
Examples include:
Validation Required → Validation Pending
because validation has started.
Validation Pending → Validated
because a sufficient Positive Validation Determination exists.
Validated → Validation Suspended
because material uncertainty emerged.
Validated → Revalidation Required
because the object materially changed.
Revalidation Required → Validation Pending
because a new validation cycle has begun.
State Transitions Should Be Traceable
Every material transition should answer:What state existed before?
What event triggered change?
What evidence supported the transition?
Who or what authorized it where required?
When did the new state become effective?
This creates a validation lifecycle history.
Validation State Can Be Multidimensional
A complex object may legitimately have several simultaneousvalidation dimensions.
For example:
Performance: Validated
Safety: Conditionally Validated
Autonomy: Revalidation Required
Cybersecurity: Validation Pending
One global label could obscure important differences.
VSGS therefore allows multidimensional state representation
where needed.
State Hierarchy
Complex systems may also require state hierarchy:Component → Subsystem → System
A system-level state must remain traceable to the validation states
of the components upon which it depends.
A validated component does not automatically make the full
system Validated.
Likewise, one unvalidated component may or may not control the
entire system state depending upon its significance.
State Precedence
Where several states overlap, some states may need precedence forcurrent representation.
For example:
A system historically carrying:
Validated
may currently need to be represented as:
Validation Suspended
if a critical investigation is underway.
Historical validation remains visible, but the current operational
validation status must reflect the suspension.
Determination Change Can Trigger State Change
If the governing Validation Determination changes from:Positive
to:
Conditional
the current Validation State may need to transition from:
Validated
to:
Conditionally Validated
If the determination is withdrawn, the state may require suspension,
invalidation, or revalidation.
Determination governance and state governance therefore remain
distinct but connected.
State Reassessment Can Be Triggered by New Evidence
A Validation Object does not need to change physically for its stateto change.
New evidence may show that:
- an assumption was wrong,
- a previously unknown failure mode exists,
- a source was unreliable,
- a validation method contained a defect,
- or a critical operational condition was not represented.
Current state must therefore respond to changes in knowledge as well
as changes in the object.
State Reassessment Can Be Triggered by New Reality
Similarly, the surrounding environment may change while the objectremains unchanged.
Examples include:
- new cyber threats,
- new regulations,
- changed populations,
- new operating environments,
- new infrastructure dependencies,
- or new use cases.
Validation is always relative to a governed context.
Revalidation Is a Lifecycle Mechanism
Revalidation should not be viewed merely as repeating theoriginal validation.
It is a governed response to the fact that validation applicability
changes over time.
Revalidation may be:
- complete,
- partial,
- targeted,
- criterion-specific,
- scope-specific,
- change-specific,
- or risk-triggered.
The final VALIDOS™ Parent Standard will govern the full
revalidation lifecycle.
State Continuity Creates Validation Memory
VSGS preserves:Past State
Current State Transition
Trigger
Determination Basis
Conditions
Revalidation History
This creates a validation history for the object.
A future validator can understand not only:
Is this object validated?
but:
How did its validation condition evolve?
Validation State Should Be Machine-Readable
For AI, autonomous systems, digital infrastructure, and automatedgovernance, Validation State should be representable in a
machine-readable form.
A machine-readable state may allow systems to determine:
- current state,
- applicable scope,
- expiration,
- restrictions,
- required revalidation,
- object version,
- and conditions.
This creates potential for runtime validation governance.
A System Could Query Its Own Validation State
In mature VALIDOS™ implementations, an autonomous system oroperational platform could theoretically determine:
Current Validation State: Conditionally Validated
Valid Scope: Environment A
Restriction: Human Override Required
Expiration: 30 September
Revalidation Trigger: Model Update
This transforms validation from a static report into operational
governance infrastructure.
Validation State Is Not Reliance
Even after all of this, one final question remains.A system may be currently:
Validated
but that does not mean every actor may rely upon it for
every purpose.
The next Parent Standard must govern:
Who may rely?
For what purpose?
Under what conditions?
For how long?
What happens when validation changes?
Therefore:
Validated State ≠ Reliance Authorization
Validation State Is Not Deployment Authorization
A Validated state also does not automatically permit deployment.Deployment may require separate:
- legal approval,
- risk acceptance,
- governance authority,
- safety approval,
- organizational readiness,
- or operational authorization.
VALIDOS™ governs validation.
It does not collapse validation into every other
governance decision.
Position Within VALIDOS™
Validation State Governance Standard is the ninth Parent Standard ofVALIDOS™ — Validation Governance Architecture.
Its architectural position is:
Validation Object → Validation Purpose & Scope → Validation Criteria
→ Validation Method → Validation Evidence Fitness → Validation
Source Reliability → Validation Execution → Validation Determination
→ Validation State → Validation Reliance & Revalidation
The eighth Parent Standard establishes:
What the validation demonstrated.
The ninth establishes:
What current validation condition the object holds.
The tenth will establish:
When and how that state may legitimately be relied upon and when new
validation becomes necessary.
Relationship to Other OOF® Architectures
VSGS operates alongside complementary OOF® architectures.GOA™ may establish authority governing state assignment,
transitions, suspension, invalidation, and reactivation.
OBIDENITY® may preserve object identity, version continuity,
ownership, provenance, and transfer relationships.
INTEGROS® may establish integrity conditions affecting whether the
validation basis remains trustworthy.
ORA™ may identify changes in operational reality affecting current
state applicability.
AGA™ may establish accountability for state monitoring, assignment,
transition, and reassessment.
RIS™ may influence the sensitivity of Validation State change
triggers according to risk and consequence.
AIG®, CLIA®, MGIA™, and ASGA™ may contribute specialized change
signals where AI behavior, cognition, memory, or autonomous
capability affects current validation applicability.
VSGS does not duplicate these architectures.
It asks one specific lifecycle question:
What Validation State does the Validation Object legitimately
hold now?
Why It Matters
Without Validation State Governance, validation becomeshistorical documentation.
A report says:
Validated in 2026.
But nobody can answer:
Is it still validated?
Did the object change?
Did the conditions change?
Did the validation expire?
Was a critical incident discovered?
Does the current version still correspond to the validated version?
Is revalidation required?
VSGS transforms validation from an event into a
lifecycle-governed condition.
From “Was Validated” to “Is Currently Validated”
This is the central transformation of VSGS.Traditional validation often establishes:
Was Validated
VSGS governs:
Is Currently in Validation State X
These are fundamentally different levels of methodological maturity.
From Static Certificate to Dynamic Validation State
A certificate is static.Operational reality is dynamic.
VALIDOS™ therefore creates the methodological possibility of
moving from:
Static Validation Record
toward:
Dynamic Validation State Governance
This becomes increasingly important as systems themselves become
adaptive, autonomous, continuously updated, and interconnected.
The Validation Lifecycle Becomes Visible
With VSGS, VALIDOS™ can represent:Validation Required
↓
Validation Pending
↓
Validated
↓
Material Change
↓
Revalidation Required
↓
Validation Pending
↓
Conditionally Validated
↓
New Evidence
↓
Validation Suspended
↓
Reassessment
↓
Validated
This is validation as a governed lifecycle rather than a
one-time event.
Parent Resources
Related Documents
→ Validation State Governance Standard
→ VALIDOS™ Validation Governance Architecture — Validation Governance Layer
→ VALIDOS™ Validation Governance Architecture — Validation Governance Layer