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Proprietary ยท CSS AI Engine ยท v2.0

The Intelligence Behind
Every Engagement

Two AI tools that make our security work sharper, faster, and more useful for clients โ€” a Vulnerability Prioritization Engine that cuts through noise, and a Report Generator that turns raw findings into board-ready documentation.

See It In Action Our Services
2
Core AI Tools
80%
Faster Reporting
98%
False-Pos Reduction
CVSS
+ KEV Scoring
Zero
Backend Required

Two Engines, One Mission

Both tools were built to solve the two biggest inefficiencies we saw repeatedly across client engagements โ€” too many findings with no clear fix order, and too much time spent writing reports.

01
Vulnerability Prioritization Engine

Stop Guessing What to
Fix First

Most VAPT reports hand clients a list of 80โ€“200 vulnerabilities sorted by CVSS score alone. That's a bad starting point. A CVSS 9.8 with no public exploit and no exposure to the internet matters less than a CVSS 6.5 that has a working exploit kit and sits on your customer-facing API. Our engine accounts for all of this โ€” and ranks findings by what actually needs fixing today.

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CVSS + KEV CorrelationEvery finding is cross-referenced against CISA's Known Exploited Vulnerabilities catalogue. Active KEV entries jump to the top regardless of base CVSS score.
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Asset Context WeightingVulnerabilities on customer-facing systems score higher than internal-only assets. Business criticality of the affected system factors into the final priority rank.
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Attack Chain DetectionThe engine identifies vulnerability chains โ€” where a lower-severity flaw becomes critical because it can be combined with another finding to escalate privileges or pivot laterally.
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Priority Score OutputEvery finding gets a 0โ€“100 priority score with a plain-English rationale โ€” so your dev team knows exactly why a finding is ranked where it is, not just what score it received.
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02
AI-Assisted Report Generator

Professional Reports in
Minutes, Not Days

Writing security reports is the most time-consuming part of any engagement โ€” and the one part that adds no security value. A good VAPT report can take 12โ€“16 hours to write from scratch. Our generator cuts that to under 2 hours by handling the structure, remediation language, and executive summary automatically โ€” leaving our engineers to focus on the analysis that only humans can do.

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Structured Input FormEngineers fill in findings, affected components, and evidence. The engine handles formatting, section structure, and consistent language across the entire report.
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Dual-Layer OutputEvery report produces both a technical findings section for developers and an executive summary for leadership โ€” from the same input data, no manual rewriting.
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Branded PDF GenerationReports are generated in Cyber Security Seva's brand style โ€” professional, consistent, and print-ready. No manual formatting or template adjustments needed.
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Remediation Language LibraryPre-validated remediation guidance for 200+ vulnerability types ensures every recommendation is accurate, actionable, and written in language developers can act on.
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How Each Engine Works

No black boxes โ€” here's exactly what happens when you use each tool.

// Vulnerability Prioritization Engine

01
Input findingsPaste in CVE IDs, CVSS scores, affected assets, and exposure context โ€” from any scanner output or manual testing notes.
02
KEV & exploit checkEach CVE is checked against CISA KEV and public exploit databases. Active exploit availability triggers an automatic severity escalation.
03
Context scoringAsset exposure (internet-facing vs. internal), business criticality, and chain-ability with other findings are factored into a weighted priority score.
04
Ranked outputFindings are ranked 1-to-N with a priority score, severity label, and plain-English rationale โ€” ready to paste into your client report.

// AI Report Generator

01
Engagement detailsFill in client name, scope, testing dates, methodology, and tester names โ€” the metadata that frames the entire report.
02
Add findingsEnter each finding with title, severity, affected component, description, and evidence. The engine formats and structures everything consistently.
03
Auto-generate sectionsExecutive summary, risk overview, findings table, and remediation roadmap are generated automatically from your inputs โ€” no manual writing required.
04
Export & deliverDownload the report as a print-ready HTML/PDF in Cyber Security Seva's brand style โ€” ready for client delivery within minutes.

Technology & Data Sources

Both tools are built to run entirely in the browser โ€” no data leaves your machine, no backend required.

// Vuln Prioritization Engine

CVSS v3.1 Scoring CISA KEV Catalogue NVD CVE Database EPSS Scores MITRE ATT&CK ExploitDB Refs Asset Context Engine Chain Analysis Logic Vanilla JS

// AI Report Generator

Remediation Library 200+ Vuln Templates CSS Brand System PDF Print Engine CVSS Risk Language Executive Summary AI Findings Formatter Vanilla JS Zero Backend

Engine Roadmap

Both tools will evolve as we handle more engagements and gather feedback from real usage.

โ— Live Now

Phase 1 โ€” Core Tools

Browser-based Vulnerability Prioritization Engine with CVSS + KEV scoring, and the AI Report Generator with branded PDF export. No infrastructure required.

โ—Ž Coming Next

Phase 2 โ€” API Integration

Live CVE lookups via NVD API, real-time CISA KEV sync, and EPSS exploit prediction scores โ€” so prioritization reflects today's threat landscape, not last month's.

โ—‹ Planned

Phase 3 โ€” Client Portal

A dedicated client-facing portal where organisations can track their vulnerability backlog, view remediation progress, and pull on-demand risk score reports over time.

// Experience the Engine

See What AI-Augmented Security
Actually Looks Like

Get in touch to see both tools in action during a live scoping call. We respond within 4 hours.

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