The alphabetical-severity fallacy

A scanner report ranks findings by CVE score, as if each one lived alone. But attackers don't exploit findings one at a time — they compose them. A "low" information disclosure plus a "medium" misconfiguration is often a critical path, while a scary-looking "high" can be a dead end in your actual architecture. Severity without composition is guesswork with a colour scheme.

What chaining means in practice

  • Start from the same scanner output everyone has — then trace which findings can feed which: what the disclosure reveals, what the misconfiguration exposes, what the combination reaches.
  • Rank by the chain, not the CVE score. Impact is the deepest asset a composed path actually touches in your system, not the loudest individual number.
  • Exact-or-abstain reporting, same as the rest of the lab. A finding ships when it is reproduced and validated. If we can't reproduce it, it doesn't go in the report — and we say so.
  • Two languages, one evidence base: an executive summary your board can act on, and reproducible technical findings your engineers can verify line by line.

Try the first step free

The practice starts where every assessment should: with your actual, live attack surface — not a questionnaire. The initial scan of your site is free, and only ever pointed at domains you own or are authorised to test. What comes back is the raw material; the chaining is where the real analysis begins.

Run it now at cyber.koscak.ai.