Qvijin Insights → Qvijin Security Insights · P.04.S
Continuous threat & vulnerability intelligence
Qvijin Insights adapted for cybersecurity. An always-on analytics loop: it watches vulnerabilities against your real stack, your attack surface, and the threat landscape — and condenses it all into prioritized, actionable briefs. In development: the Insights engine already runs; the security-domain modules are being built.
Open sources only, plus your telemetry by agreement. The platform attacks nothing — this is intelligence for defense, not an offensive tool. Authorized penetration testing is executed by vetted partners under our architecture and oversight.
Stage
In development — built on the Qvijin Insights engine
Technology
AI
CVE
Vulnerabilities matched to your stack, not a firehose
Not a feed of every advisory — a continuous match of vulnerabilities and exploits to your actual technologies and what's exposed externally, prioritized by exploitability rather than an abstract score.
- CVEs and advisories matched to your real, fingerprinted stack
- Priority by exploitability and external exposure, not a single score
- Signals for exploited-in-the-wild activity and public exploits
- Every finding carries a source link and a suggested action
What it does
- Continuous vulnerability intelligence against your real stack — ranked by exploitability, not by score
- Attack-surface monitoring from open sources: what's exposed externally and what changed
- Threat-landscape tracking: actor activity, exploits, leaks, and mentions of you
- AI-systems security: watching your deployed models and agents for prompt injection, data leakage, and abuse
- Compliance and configuration-drift tracking: changes in standards and gaps against your target state
- Signal, not noise: prioritized briefs with verifiable sources — handed off to remediation
How it rolls out
Profile
We capture your stack, external assets, and what actually matters to you.
Collect
Open sources: CVE advisories, exploit databases, news, and leaks; your telemetry by agreement.
Correlate
We match findings to your stack and attack surface, and drop what isn't relevant.
Prioritize
We rank by exploitability, exposure, and impact; each finding gets an AI summary.
Brief & hand off
Standing briefs; the critical items go to remediation and to authorized pentests with partners.
Roadmap
What's there and what's in progress
The direction is built on the existing Qvijin Insights engine, proven on market and medical analytics; the security-domain modules are in development.
- Base
Insights engine
The proven continuous-intelligence core — the same one behind market and medical analytics.
- Jun 2026
Security adaptation
Stack profiling and correlation of findings with assets and attack surface.
- Next
Stack-matched vulnerability intelligence
Matching CVEs and exploits to real technologies, ranked by exploitability.
- Next
AI-systems security
Watching deployed models and agents: injection, leakage, abuse.
Who it's for
Security teams and engineers who need to see vulnerabilities and threats at the speed they appear — not once a quarter at an audit. Especially those already working with our cybersecurity practice.
Want this running in your operations?