---
id: 8446
title: "Beyond the Model: Benchmarking Codex Security, Claude Security, and Nebu"
source_domain: nebusec.ai
source_url: "https://nebusec.ai/research/nebu-benchmark/"
published_at: "2026-09-01T00:00:00Z"
tags: ["ai-security", "codex", "benchmark", "llm-security", "ai-agents", "claude", "vulnerability-scanning", "research", "vulnerability-detection", "code-scanning", "pipeline"]
phying_url: "https://phying.com/item/8446"
lang: en
---

# Beyond the Model: Benchmarking Codex Security, Claude Security, and Nebu

## Summary

Nebu benchmarks its security pipeline against Codex Security and Claude Security on 76 known bugs; with GPT-5.4 it matches the best Codex result in less time at lower cost.

## Intelligence Metadata

- **Sources:** nebusec.ai
- **Published:** 2026-09-01T00:00:00Z
- **Original:** https://nebusec.ai/research/nebu-benchmark/
- **Phying News:** https://phying.com/item/8446