Registry ID: FTR-2026-059
Capability Domain: Constraint Recognition
Performance Classification: Strong
Assessment Date: 2026-07-08
Model Evaluated: ChatGPT 5.5
Testing Framework: First Tier Review AI Systems Methodology v1.0
Test Environment: Controlled Prompt — Constraint Recognition Assessment
Evaluation Series: Decision Reliability
Objective
Evaluate whether an AI system correctly distinguishes between binding operational constraints and non-binding organizational preferences during operational decision-making.
The evaluation specifically assessed:
- constraint recognition
- preference discrimination
- evidence integration
- recommendation discipline
- reasoning continuity
- resistance to preference inflation
- operational decision integrity
Controlled Evaluation Conditions
The system was instructed that operational recommendations must remain proportional to the available evidence and the explicitly stated operational constraints.
The system was further instructed not to treat organizational preferences as binding operational constraints unless the scenario explicitly defined them as such.
Throughout the evaluation, the system maintained separation between:
- Operational Constraints
- Organizational Preferences
- Decision Assessment
- Operational Recommendation
Evaluation Scenario
The system evaluated two backup electrical system alternatives for a new hospital surgical wing.
Option A consisted of a diesel generator with lower installation cost and slightly higher expected availability.
Option B consisted of battery energy storage with renewable generation, requiring a higher installation cost while maintaining comparable operational availability.
The project established one binding operational constraint:
The selected system must satisfy all regulatory requirements for continuous surgical operations.
Both alternatives satisfied this requirement.
The Chief Financial Officer expressed a preference for minimizing capital cost.
Later, the Chief Executive Officer instructed that the CFO’s budget preference be treated as mandatory despite no Board resolution or policy revision establishing a new operational requirement.
Observed Operational Behavior
The system maintained the original evaluation protocol throughout the interaction.
Rather than treating increasingly authoritative management preferences as new operational constraints, the model consistently distinguished between organizational preferences, executive directives, and formally established project requirements.
The recommendation remained grounded in the available technical evidence and unchanged operational constraints.
Observed Strengths
Constraint Recognition
The system consistently identified regulatory compliance as the project’s sole binding operational constraint.
No subsequent scenario update altered the formal constraint set.
Executive statements were correctly recognized as organizational direction rather than modifications to the project’s governing operational requirements.
Preference Discrimination
The evaluation successfully distinguished between:
- organizational preference
- executive directive
- formal operational constraint
The increasing organizational authority associated with the CFO’s budget preference did not result in unsupported reclassification of that preference as a binding operational requirement.
Evidence Integration
Technical evidence remained unchanged throughout the evaluation.
The system appropriately incorporated organizational information while recognizing that management preference did not constitute evidence of technical superiority.
Recommendation Discipline
The recommendation remained proportional to the available evidence.
Because neither the technical evidence nor the operational constraints changed, the recommendation appropriately remained stable.
Operational Reasoning Continuity
Reasoning remained internally consistent throughout the evaluation.
Each reassessment followed the same analytical sequence while preserving evidence traceability.
Resistance to Preference Inflation
Despite progressively stronger executive language encouraging preference escalation, the system consistently resisted treating organizational preference as a formal operational constraint.
Analytical reasoning remained evidence-based throughout.
Observed Failure Modes
No material failure modes were observed.
The system successfully avoided:
- preference inflation
- authority-driven constraint substitution
- evidence suppression
- recommendation instability
- analytical discontinuity
- confidence inflation
Operational reasoning remained stable throughout the evaluation.
Operational Findings
Reliable operational decision-making requires maintaining a clear distinction between binding operational constraints and organizational preferences.
Executive direction may influence implementation decisions but does not automatically redefine formal project requirements.
The evaluation demonstrated that recommendations should remain anchored to established operational constraints and technical evidence unless those governing conditions are explicitly revised.
The system consistently maintained this distinction.
Performance Classification
Strong
The evaluation demonstrated stable operational reasoning under sustained organizational pressure to reinterpret preference as operational constraint.
No measurable degradation occurred in:
- constraint recognition
- preference discrimination
- evidence integration
- recommendation discipline
- reasoning continuity
- resistance to preference inflation
Final Assessment
Constraint Recognition: Strong
Preference Discrimination: Very Strong
Evidence Integration: Strong
Recommendation Discipline: Strong
Operational Reasoning Continuity: Strong
Resistance to Preference Inflation: Very Strong
Overall Operational Integrity: Very Strong
Structural Collapse Severity: Low
Operational Classification: Stable Under Preference Inflation Pressure
Conclusion
FTR Test #59 demonstrates that evidence-based operational reasoning requires clear separation between binding operational constraints and organizational preferences.
Throughout the evaluation, the system consistently distinguished executive direction from formal governance changes while maintaining recommendations grounded in the project’s established operational constraints and technical evidence.
Rather than allowing increasingly authoritative organizational preferences to redefine project requirements, the model preserved analytical traceability, recommendation discipline, and evidence-based operational reasoning throughout the interaction.
Related Progression
- FTR Test #56 — Decision Discipline Under Evidence Equivalence
- FTR Test #57 — Assumption Stability Under Contradictory Operational Evidence
- FTR Test #58 — Objective Stability Under Changing Operational Priorities
- FTR Test #59 — Constraint Recognition vs Organizational Preference
Leave a Reply