Vulnerability triage at senior-analyst level. 24/7.

A traditional SAST tool flags every pattern match it sees, leaving developers to filter the 90% of false positives. Cybe Analysis builds a knowledge graph of your application, function calls, taint flow, framework gates, and only surfaces findings that are reachable, exploitable and material in your business context. The 90% of noise is dropped during the scan itself, not after.

Cybe Analysis runs on our self-hosted AI infrastructure (EU or US region, isolated). It does not call external LLM APIs (OpenAI, Anthropic or otherwise). Your code, vulnerabilities and analysis stay inside the region you pick at signup.

Each finding ships with: a risk score (exploitability + reachability + blast radius + business impact), a remediation-complexity estimate, a recommended owner, and a written rationale that a junior engineer can act on without escalation. That is the cognitive output we benchmark against a senior AppSec engineer.

Cybe Analysis runs on CybeDefend's own scanners, SAST, SCA, IaC, container and secret engines built in-house, and applies a reachability + business-context layer over their output. The value is the analysis on top of our scanners, not third-party SARIF ingestion. Teams that adopt VibeDefend typically replace their legacy SAST/SCA outright; you get one source of truth, one dedup graph, and ~90% fewer false positives.

Median diff scan completes in seconds. A full-repository first-time scan typically completes in minutes. Subsequent runs only re-analyse changed code paths, so steady-state cost is bounded by your commit cadence, not by repository size.

GDPR compliance is effective today. The SOC 2 Type II audit is under way and we expect the report shortly. We ship the attestation under NDA the day it is issued. Data residency is hard either way: EU customers run on the EU region, US customers on the US region, and findings never cross regions. Self-hosted deployments are available for highly regulated environments.

The Security Code Knowledge Graph is CybeDefend's unified representation of your codebase as a queryable property graph. Every source file, function, data flow, dependency, infrastructure resource and secret reference becomes a node; their relationships (call edges, taint-flow edges, import edges, exploit paths) become typed edges. When a scan runs, we query this graph rather than pattern-matching on raw text, which is why we catch multi-file taint paths, cross-service business logic flaws, and reachable CVEs that single-file SAST misses entirely. The graph is computed once per repository and updated incrementally on each agent diff, keeping P95 query time under 1.2 seconds on 100k-LOC repos. It also powers deduplication across SAST, SCA, IaC, container and secret findings, one graph, one source of truth, zero duplicate alerts for the same underlying flaw.