Model Analysis

GPT-5.4 Nano

openai/gpt-5.4-nano

56.9

overall score

93.3% visible

92.7% hidden

75.5% intent

Tasks

Passed

Failed

Avg latency

4179ms

Total cost

$0.0101

Cluster Performance

Control Flow3 tasks

84.9

Data Pipelines3 tasks

56.2

State Isolation3 tasks

39.8

Duplication3 tasks

48.3

Modernization3 tasks

55.3

Task	Cluster	Score	Visible	Hidden	Intent	Latency
Template Literal Contact Card refactor-string-concat	Modernization	32.7	0	0	85	1865ms
Event Handler Registry refactor-event-handler	State Isolation	35.3	100	91	57	6971ms
Declarative Validation Rules refactor-validation-rules	Duplication	38.9	100	100	67	9849ms
Inventory Operations by Handler refactor-class-to-functions	State Isolation	40.6	100	100	64	4924ms
Composable Department Pipeline refactor-promise-chain	Data Pipelines	42.8	100	100	67	5939ms
Shared Quarter Ranking Logic refactor-duplicate-code	Duplication	43.2	100	100	67	3926ms
Transaction Aggregation Without Mutable Accumulators refactor-global-state	State Isolation	43.5	100	100	67	3896ms
Order Processing Orchestration refactor-god-function	Modernization	62.5	100	100	77	4532ms
Student Classification Pipeline refactor-array-manipulation	Data Pipelines	62.7	100	100	75	3227ms
Composable Sales Report Generation refactor-report-generator	Duplication	62.7	100	100	75	4751ms
ETL Record Transformation refactor-data-transformer	Data Pipelines	63.2	100	100	75	3743ms
Named Conversion Constants refactor-magic-numbers	Modernization	70.6	100	100	83	4114ms
Operation Map Calculator refactor-calculator	Control Flow	71.7	100	100	85	2078ms
Guard Clauses for Nested Categorization refactor-nested-conditionals	Control Flow	87.4	100	100	91	1323ms
Lookup Table for Status Text refactor-switch-to-map	Control Flow	95.5	100	100	100	1548ms

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