Tag
ai-code-review
Safeguard articles tagged "ai-code-review" — guides, analysis, and best practices for software supply chain and application security.
3 articles
Application Security
AI code review: what it actually catches versus misses
GitClear's 211M-line study found copy-pasted code rose from 8.3% to 12.3% of changes from 2020 to 2024 — even as AI reviewers flag more comments, the defects that matter most still slip through.
Jul 8, 20266 min read
Application Security
Can an LLM find the same bug twice? What repeatability benchmarking reveals
In a 300-run benchmark, the best LLM scanner hit 75.4% F1 while a deterministic SAST baseline hit 100% — but the real story is in what varies between runs.
Jul 7, 20266 min read
Buyer's Guides
AI Code Review Tools Compared: An Honest 2026 Guide
A balanced 2026 comparison of AI code review tools — GitHub Copilot, CodeRabbit, Qodo, Graphite, Amazon Q, Snyk DeepCode — with honest tradeoffs, the security gap, and where Safeguard fits.
Jul 3, 20266 min read