Normalize
Findings from every analysis source are converted into one schema, mapped to the asset, route, and code location they belong to.
// VEYRA INTELLIGENCE
Turn security noise into actual risk.
Scanners produce findings. Attackers produce paths. Veyra Intelligence connects the signals from every other system to identify the combinations that would actually cause you a bad week.
// 01 · THE PROBLEM WITH SCANNER OUTPUT
FOUR SEPARATE ALERTS
- Missing ownership check — invoices.ts:24
- Public endpoint discovered — api.acme.example
- Sequential identifiers in use — invoices table
- Verbose error responses enabled
Individually: four medium findings in a backlog of two hundred, each easy to defer.
ONE CORRELATED FINDING
Public API→
Missing ownership check→
Guessable identifiers→
Enumerate every customer invoice
Correlated: one critical finding with a clear business consequence, and an obvious reason to fix it this week.
// 02 · THE ATTACK GRAPH
A model of how your application actually connects.
Veyra maintains a graph of your environment and looks for paths through it. The graph is what allows a set of individually minor issues to be recognized as a serious one.
Internet
Users
Applications
Authentication boundaries
APIs
Services
Databases
Third-party integrations
Sensitive resources
Administrative capability
Source repositories
INTERNET
LOGIN
CUSTOMER ACCOUNT
AUTHORIZATION FAILUREBREACH POINT
BILLING DATABASE
CUSTOMER FINANCIAL INFORMATION
// 03 · WHAT THE ENGINE DOES
Deduplicate
The same underlying issue reported by three different techniques becomes one finding, not three tickets your team closes as duplicates.
Correlate
Related weaknesses are connected across code, APIs, dependencies, and external assets to identify paths from entry point to impact.
Analyze
AI assisted reasoning traces data flows, interprets authorization patterns, and explains what the combination means in business terms.
Score
Confidence and severity are scored separately, so a high-impact issue Veyra is unsure about is never presented as a confirmed vulnerability.
Prioritize
Findings are ranked by real risk — exploitability, privilege required, data sensitivity, blast radius — not by scanner category.
Confidence is reported separately from severity.
Conflating the two is how security tools lose credibility. A critical-severity finding at 40% confidence is a lead to investigate. The same finding at 96% confidence, verified, is an incident to fix today.
| Confidence | What it means | How it is presented |
|---|---|---|
| 90–100% | Corroborated by multiple independent signals, and reproduced where safe to do so. | Presented as a confirmed finding, eligible for verified status. |
| 70–89% | Strong evidence from code and context, without safe reproduction available. | Presented as a probable finding with the evidence shown. |
| 50–69% | Pattern matches a known weakness, but context is incomplete. | Presented as requiring investigation, with the ambiguity stated. |
| Below 50% | Insufficient evidence. | Not raised as a finding. Retained as signal for future correlation. |
Common questions
How is this different from a scanner with a dashboard?
A scanner evaluates one artifact at a time and reports what it matched. Veyra maintains a model of how your systems connect and evaluates paths through that model, which is the only way a combination of individually low-severity issues becomes visible as a critical one.
Does AI decide the severity?
AI assisted reasoning contributes to correlation and explanation. Severity follows a defined model based on exploitability, authentication and privilege requirements, data sensitivity, financial and cross-customer impact, and blast radius. High-severity findings can additionally move through human verification before being presented as confirmed.
What about false positives?
Deduplication and correlation reduce volume, and the confidence threshold keeps weak signals out of your queue entirely. False positive rate is one of the metrics Veyra tracks internally, and you can mark any finding as a false positive to feed that back.
Start with a baseline assessment.
Authorize your assets and receive a prioritized view of what is actually exposed.