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Norn Labs: Safe Browsing misses 84% phishing

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Norn Labs: Safe Browsing misses 84% phishing
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// 85d agoBENCHMARK RESULT

Norn Labs: Safe Browsing misses 84% phishing

Norn Labs’ February 2026 Huginn report claims Google Safe Browsing flagged only 41 of 254 confirmed phishing URLs at scan time, while its own Muninn system detected far more through layered scanning. The post argues blocklist-based protection is too slow for short-lived phishing campaigns hosted on trusted platforms.

// ANALYSIS

This is a strong data point on real-time phishing detection limits, but it is still vendor-run benchmarking that needs independent replication.

  • The report’s core claim (83.9% missed) is specific and transparent about sample size, which makes it notable.
  • Norn positions Muninn as a two-layer model (automatic URL/heuristic scan plus deeper visual scan) rather than pure blocklist matching.
  • The biggest practical takeaway is attacker abuse of reputable hosts (for example site builders and cloud platforms) where domain-level blocking is ineffective.
  • Because the evaluation is produced by the tool vendor, developers and security teams should treat it as directional evidence, not definitive industry truth.
// TAGS
huginnmuninnphishingcybersecuritychrome-extension

DISCOVERED

85d ago

2026-03-05

PUBLISHED

85d ago

2026-03-05

RELEVANCE

8/ 10

AUTHOR

jdup7