---
id: 8492
title: "Inside the benchmark: app architectures, walkthroughs of findings, and what each scanner actually caught"
source_domain: projectdiscovery.io
source_url: "https://projectdiscovery.io/blog/inside-the-benchmark-pp-architectures-finding-walkthroughs-and-what-each-scanner-actually-caught"
published_at: "2026-03-11T16:59:28Z"
tags: ["ai-security", "bug-bounty", "benchmark", "sast", "llm", "vibe-coding", "application-security", "dast", "neo"]
phying_url: "https://phying.com/item/8492"
lang: en
---

# Inside the benchmark: app architectures, walkthroughs of findings, and what each scanner actually caught

## Summary

Part 2 of the vibe coding benchmark dissects three AI-built apps (healthcare, banking, insurance), detailing what Neo caught, what Claude Code got wrong, and what both missed on AI-generated code.

## Intelligence Metadata

- **Sources:** projectdiscovery.io
- **Published:** 2026-03-11T16:59:28Z
- **Original:** https://projectdiscovery.io/blog/inside-the-benchmark-pp-architectures-finding-walkthroughs-and-what-each-scanner-actually-caught
- **Phying News:** https://phying.com/item/8492