CategoryWeight: 1.0x

Code Thoroughness

Evaluates completeness of generated code: edge case handling, input validation, error paths, and test coverage.

Best Score

0.0

Avg Score

0.0

Tests

Performance Over Time — All Models

Model Rankings

Grok

Category score

View

92.0BEST

Tokens115.2k

Total115.2k

GPT-5.5

Category score

View

85.0-7.0 pts

Tokens13.8k

Total13.8k

Claude Sonnet 4.6

Category score

View

84.0-8.0 pts

Tokens9.0k

Total9.0k

Claude Opus 4.8

Category score

View

74.0-18.0 pts

Tokens22.1k

Total22.1k

Rank	Model	Score	Tokens	vs. Best	Details
1	Grok	92.0	115.2k	BEST	View
2	GPT-5.5	85.0	13.8k	-7.0 pts	View
3	Claude Sonnet 4.6	84.0	9.0k	-8.0 pts	View
4	Claude Opus 4.8	74.0	22.1k	-18.0 pts	View

Test Breakdown

Edge Case Coverage

Generate code handling null, empty, unicode, and overflow inputs

Grok

92.0

GPT-5.5

85.0

Claude Sonnet 4.6

84.0

Claude Opus 4.8

74.0

Error Path Completeness

Ensure all failure modes have proper error handling and logging

Grok

92.0

GPT-5.5

85.0

Claude Sonnet 4.6

84.0

Claude Opus 4.8

74.0

Test Suite Completeness

Generate tests covering happy path, edge cases, and integration

Grok

92.0

GPT-5.5

85.0

Claude Sonnet 4.6

84.0

Claude Opus 4.8

74.0