Benchmark profile
SecureCodeReview
An internal secure-code-review evaluation reported in the Grok 4.6 model card.
Data verified 26 confirmed releases in the last 30 daysStart free briefBenchmark score on SecureCodeReview — August 12, 2026
BenchLM mirrors the published score view for SecureCodeReview. GPT-5.5 leads the public snapshot at 64.1% , followed by Grok 4.6 (58.7%) and GPT-5.6 Sol (57.5%). We do not use these results to rank models overall.
GPT-5.5
OpenAI
gpt-5-5
Grok 4.6
xAI
grok-4-6
GPT-5.6 Sol
OpenAI
gpt-5-6-sol
Benchmark score table (4 models)
ScoreThe published SecureCodeReview snapshot places GPT-5.5 first at 64.1%. The third row is 6.6 points behind. The broader top-10 range is 14.7 points, so the table still separates the published systems.
4 models have been evaluated on SecureCodeReview. The benchmark falls in the External benchmark mirrors category. We keep external benchmark mirrors separate from the weighted global scoring system, so these results remain source-specific evidence. SecureCodeReview is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
About SecureCodeReview
Year
2026
Tasks
Defensive source-code review tasks
Format
Task score
Difficulty
Advanced cybersecurity
No matching public benchmark artifact or result page was found. The exact card rows remain display-only.
BenchLM freshness & provenance
Version
SecureCodeReview 2026
Refresh cadence
Quarterly
Staleness state
Current
Question availability
Public benchmark set
BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.
FAQ
What does SecureCodeReview measure?
An internal secure-code-review evaluation reported in the Grok 4.6 model card.
Which model scores highest on SecureCodeReview?
GPT-5.5 by OpenAI currently leads with a score of 64.1% on SecureCodeReview.
How many models are evaluated on SecureCodeReview?
4 AI models have been evaluated on SecureCodeReview on BenchLM.
Compare Top Models on SecureCodeReview
Know when it’s worth switching models
The model to choose, the cheaper alternative, and the release we would wait on.
Read a sample issueJoin 2,000+ readers.
One email each week. Unsubscribe anytime.