Use case · Environment-specific prioritization

The same vulnerability is not the same risk for you.

Your scanners flag thousands of "criticals," and AI is helping attackers find and weaponize them faster than ever. Triage by raw CVSS and you burn the team on bugs that can't be reached - while the one that actually matters sits exposed. Koopic scores every finding on your assets against your environment, so the priority list is yours, not a vendor's average.

same finding · two environments
illustrative
CVE-2026-3120 CVSS 9.8 · in CISA KEV · exploited
Your environment A
  • · segmented / not reachable
  • · EDR blocks the exploit path
  • · dev workload, low criticality
Koopic priority
P5 · next cycle
Your environment B
  • · internet-facing
  • · no compensating control
  • · crown-jewel database
Koopic priority
P0 · fix now

Same CVE, same exploit signal, same base score. Opposite priority - because the environment differs.

Koopic prioritizes every vulnerability on your assets against your own environment - exposure, mitigating controls, asset criticality, and live exploit intelligence (EPSS, CISA KEV) - plus org-tunable weights and your own priority rules. The same CVE can be contained on one asset and a P0 on another, and every score carries a per-factor explanation, so your team works the short list that reflects your real risk instead of a generic CVSS ranking.

The window is shrinking

Attackers now use automation and AI to discover and weaponize vulnerabilities at a pace defenders have never faced. Finding volume keeps climbing; the time from disclosure to mass exploitation keeps dropping.

A finite team cannot patch everything, and triaging by raw severity wastes its hours on bugs that can't hurt you. The only way to stay ahead is to spend effort exactly where the real risk is - which means prioritization that understands your environment, not a one-size score.

What makes it yours

Your environment decides the risk

Koopic re-scores every finding against the factors that actually change whether a vulnerability can hurt you - the context a generic score has no way to know.

01

Exposure

Is the asset internet-facing, or segmented and unreachable from the outside? Reachability changes the risk more than the CVSS base ever will.

02

Mitigating controls

EDR that blocks the exploit path, a WAF, network segmentation, disk encryption. A control that already neutralizes the bug drops its effective risk - with the reason shown.

03

Asset criticality

A crown-jewel database and a throwaway lab box do not carry the same weight. Business context pulls the truly important assets to the top.

04

Exploit signal

EPSS probability, CISA KEV listing, and confirmed exploitation in the wild. A bug being actively used right now outranks a theoretical one.

Your rules, your weights

Tuned to how your team thinks about risk

Environment-specific also means yours to shape. Set the weights, write your own priority rules, and cap accepted risk so exceptions stay visible instead of buried. And because every score is explainable, you can defend the order to an auditor or a board without hand-waving.

  • Org-tunable weights and drag-to-reorder custom priority rules
  • Risk-exception caps keep accepted risk visible, not hidden
  • A per-factor breakdown on every finding - no black box
CVE-2026-3120 · why it ranks here P0
CVSS base 9.8
Internet-exposed escalate
No compensating control escalate
Crown-jewel asset escalate
In CISA KEV · exploited escalate
Final priority P0 · fix now
illustrative
How it works

On top of the scanners you already run

01

Ingest

Findings from your scanners and security tools are merged onto unified golden-record assets and deduplicated per asset and CVE - one bug on one machine is one finding, not five copies.

02

Contextualize

Each finding picks up your environment: exposure, mitigating controls, asset criticality, and live exploit intel (EPSS, CISA KEV) - the context that decides whether it can actually hurt you.

03

Rank & explain

Your weights and rules produce a short, ordered list, and every score has a per-factor breakdown - so the order is yours, and you can defend it.

Environment-specific prioritization FAQ

How is this different from CVSS or a vendor risk score?
CVSS describes a vulnerability in the abstract, and most vendor risk scores are the same number for every customer. Koopic scores each finding for your environment - your exposure, your mitigating controls, your asset criticality, and live exploit intel - so the same CVE can be a non-issue on one of your assets and a P0 on another. The priority list reflects your real risk, not an average.
What inputs go into the score?
Base CVSS, exploit signals (EPSS probability, CISA KEV, exploit evidence), asset exposure, asset criticality, and liveness - then your compensating controls, custom priority rules, and risk-exception caps. Every finding gets a per-factor breakdown so you can see exactly why it ranks where it does.
Can we tune it to how our organization thinks about risk?
Yes. Priority weights are org-tunable, you can write custom priority rules (drag to reorder), and exception caps keep accepted risk visible instead of buried. The model bends to your environment and your policy - it is your priority list, not ours.
Does this replace our scanner?
No. Koopic sits on top of the scanners and security tools you already run (Tenable, Qualys, Rapid7, Microsoft Defender, and more). It ingests their findings, merges them onto unified golden-record assets, and adds the environment context and exploit intel needed to rank what to fix first.
Why does AI-driven exploitation make this more urgent?
Attackers are using automation and AI to find and weaponize vulnerabilities faster, so the window between disclosure and exploitation keeps shrinking while finding volume keeps climbing. Triaging by raw CVSS cannot keep up. Prioritization that understands your environment lets a finite team spend its hours only where the real risk is.

See your real priority list

We will score a sample of your findings against your own environment - exposure, controls, criticality, exploit intel - and show you the order your team should actually work.