Model Analysis

GPT-5.5

openai/gpt-5.5

65.9

overall score

93.3% visible

92.7% hidden

76.6% intent

Tasks

Passed

Failed

Avg latency

19053ms

Total cost

$0.6735

Cluster Performance

Control Flow3 tasks

90.2

Data Pipelines3 tasks

64.7

State Isolation3 tasks

32.3

Duplication3 tasks

62.2

Modernization3 tasks

79.8

Task	Cluster	Score	Visible	Hidden	Intent	Latency
Inventory Operations by Handler refactor-class-to-functions	State Isolation	0.0	0	0	0	66517ms
Event Handler Registry refactor-event-handler	State Isolation	35.3	100	91	64	21262ms
ETL Record Transformation refactor-data-transformer	Data Pipelines	61.0	100	100	75	12833ms
Composable Sales Report Generation refactor-report-generator	Duplication	61.3	100	100	75	34132ms
Transaction Aggregation Without Mutable Accumulators refactor-global-state	State Isolation	61.6	100	100	75	25224ms
Composable Department Pipeline refactor-promise-chain	Data Pipelines	61.8	100	100	75	27252ms
Declarative Validation Rules refactor-validation-rules	Duplication	62.2	100	100	75	14006ms
Shared Quarter Ranking Logic refactor-duplicate-code	Duplication	63.2	100	100	75	10959ms
Named Conversion Constants refactor-magic-numbers	Modernization	70.6	100	100	83	9691ms
Student Classification Pipeline refactor-array-manipulation	Data Pipelines	71.4	100	100	83	27261ms
Order Processing Orchestration refactor-god-function	Modernization	72.1	100	100	85	13504ms
Operation Map Calculator refactor-calculator	Control Flow	86.7	100	100	92	7477ms
Guard Clauses for Nested Categorization refactor-nested-conditionals	Control Flow	87.4	100	100	91	8373ms
Template Literal Contact Card refactor-string-concat	Modernization	96.6	100	100	100	2254ms
Lookup Table for Status Text refactor-switch-to-map	Control Flow	96.6	100	100	100	5045ms

15tasks · Sorted by score (lowest first) · Intent = structural refactor compliance