What is automated threat modeling?

Automated threat modeling uses AI to identify, classify, and prioritize security threats across your infrastructure and applications. Aristiun's Unified Threat Workbench powered by Ayurak AI lets you upload diagrams, collaborate in real time, and generate secure architectures with AI copilots. It automates STRIDE, PASTA, LINDDUN, and MAESTRO methodologies to continuously map your threat landscape against 340+ compliance frameworks.

Modern GRC (Governance, Risk, and Compliance) replaces legacy spreadsheet-based compliance with AI-powered automation. Aristiun's modern GRC platform provides real-time compliance scoring, automated evidence collection, cross-framework control mapping, and continuous monitoring across 340+ standards including SOC 2, ISO 27001, HIPAA, GDPR, and DORA.

How does Aristiun handle AI Governance and EU AI Act compliance?

Aristiun provides comprehensive AI governance covering the EU AI Act, NIST AI RMF, ISO 42001, and ISO 23894. The platform automates AI risk classification, model inventory management, bias monitoring, transparency reporting, and evidence collection to ensure your AI systems comply with global AI regulations.

How many compliance frameworks does Aristiun support?

Aristiun supports 340+ security and compliance frameworks including SOC 2, ISO 27001, HIPAA, GDPR, DORA, CMMC, PCI DSS, HITRUST CSF, NIST CSF, NIST 800-53, FedRAMP, CIS Controls, CCPA, EU AI Act, ISO 42001, and many more. The platform provides cross-framework control mapping to eliminate duplicate work.

What is architecture-aware code security?

Think of it this way: traditional scanners look at code in a vacuum. Architecture-aware scanning does not. It pulls in your architecture diagrams, trust boundaries, data flows, and component interactions to figure out which vulnerabilities are actually reachable. In practice, this filters out the 60-80% of findings that traditional tools flag but nobody can actually exploit. Your team spends time on real risks instead of chasing ghosts.

What is the difference between SAST, DAST, and SCA?

The short answer: SAST reads your source code without running it. It catches things like SQL injection, XSS, and hardcoded secrets. DAST hits your running application with simulated attacks to find runtime issues. SCA looks at your open-source dependencies for known CVEs, license problems, and supply chain risks. Aristiun runs all three, but layers architecture context on top so each scan knows what is actually exposed.

How does Aristiun eliminate false positives?

Here's why that matters: a SQL injection in an internal admin service behind a VPN and WAF is not the same risk as the same finding in a public API. Traditional scanners treat them identically. Aristiun ingests your architecture diagram and understands trust boundaries, data flows, and how components connect. It suppresses findings that are not exploitable in your specific deployment, getting you to near-zero false positives because the scanner knows your architecture.

What is software supply chain security?

It means protecting against threats that come in through third-party code, not your own. Known CVEs in dependencies, malicious packages like typosquatting or dependency confusion, license compliance violations, compromised build tools. Aristiun generates SBOMs, scans transitive dependencies, monitors for new CVEs in real time, and flags malicious packages before they get into your builds.

How does per-commit scanning work?

You wire Aristiun into your CI/CD pipeline, whether that is GitHub Actions, GitLab CI, or Azure DevOps. Every push triggers architecture-aware SAST, DAST, and SCA scans. Results show up directly in the pull request. If something critical comes back, the merge gets blocked. The whole point is catching vulnerabilities before they hit production, not after.

What tools does Aristiun integrate with?

Over 100 security and DevOps tools. SonarQube, Snyk, Checkmarx, Semgrep, Veracode, Fortify, OWASP ZAP, Burp Suite, GitHub Advanced Security, GitLab SAST, Trivy, Grype, and more. Aristiun pulls findings from all of them, deduplicates the results, and applies architecture context to cut out the noise. You get one dashboard for all your code security findings.

How is Aristiun different from SonarQube or Snyk?

SonarQube and Snyk are solid scanning tools. The difference is they analyze code and dependencies in isolation. They don't know your architecture. Aristiun adds that layer. It knows which components face the internet, which sit behind WAFs, how data flows between services, and where trust boundaries are. That context turns raw findings into prioritized, actionable risks with near-zero false positives. And Aristiun still aggregates output from SonarQube, Snyk, and whatever else you already run.

What is DevSecOps and how does Aristiun support it?

DevSecOps means security is part of the dev workflow, not a gate at the end. Aristiun plugs architecture-aware scanning into your CI/CD pipelines, runs analysis on every commit, auto-generates remediation playbooks with code-level fixes, and keeps developers in their existing workflow. No context-switching to a separate security tool.

Code Security Platform

Architecture-Aware Code Security

Per-architecture SAST, DAST, and SCA scanning with design context. Near-zero false positives. Secure every commit.

False Positives

487

Remediation Playbooks

✓

Per-Commit Scanning

100+

Tool Integrations

SonarQubeSnykCheckmarxSemgrepVeracodeFortifyOWASP ZAPBurp SuiteGitHub Advanced SecurityGitLab SASTTrivyGrype

The Problem

Traditional Code Security Is Broken

Traditional SAST, DAST, and SCA tools generate thousands of false positives because they scan code in isolation, without understanding your application's architecture. Teams waste 60-80% of their time triaging findings that are not actually exploitable.

Without Architecture Context

✗ 3,000+ findings per scan, 80% are false positives
✗ No understanding of trust boundaries or data flows
✗ Internal-only services flagged as critical risks
✗ Dead code paths generate high-severity alerts
✗ Developers ignore security due to alert fatigue

With Aristiun

Near-zero false positives, because the scanner knows your architecture
Trust boundaries and data flows built into scanning
Severity adjusted based on deployment architecture
Only reachable code paths are flagged
Developers trust and act on every finding

Three-Layer Security

SAST + DAST + SCA, All Architecture-Aware

Complete application security testing with the context of your actual architecture. Click each layer to learn more.

SAST

Static Application Security Testing

Analyzes source code, bytecode, and binaries without executing the application. Identifies vulnerabilities at the earliest stage of development.

What It Catches

SQL injection patterns
Cross-site scripting (XSS)
Buffer overflows
Hardcoded secrets & credentials
Insecure cryptographic usage

How Aristiun Improves It

Aristiun's architecture-aware SAST understands which code paths are reachable from external inputs based on your actual architecture diagram. It eliminates findings in dead code, internal-only services, and sandboxed components.

The Differentiator

Architecture-Aware Scanning

Aristiun scans understand your architecture diagram, know which components talk to what, and understand trust boundaries. This context is what eliminates false positives.

Trust Boundary Awareness

Scans understand which components sit behind firewalls, API gateways, or service meshes, and adjust severity accordingly.

Data Flow Tracing

Traces how user input flows through your architecture to determine if a vulnerable code path is actually reachable from an attack surface.

Component Interaction Mapping

Maps which services talk to which databases, queues, and third-party APIs, so findings reflect real risk.

False Positive Elimination

By understanding architecture context, Aristiun eliminates the 60-80% of findings that traditional tools flag but are not exploitable.

Context Eliminates False Positives

✗ Traditional Scanner — CRITICAL

SQL Injection in UserRepository.findByEmail()

Flagged as critical in ALL environments regardless of context

✓ Aristiun — SUPPRESSED (Not Exploitable)

SQL Injection in UserRepository.findByEmail()

→ Component: internal-admin-service
→ Trust Boundary: behind VPN + WAF + API Gateway
→ Data Flow: no external input reaches this path
→ Verdict: not exploitable in current architecture

Supply Chain Security

Secure Your Software Supply Chain

SBOM generation, dependency scanning, license compliance, and vulnerability tracking for transitive dependencies. Integrated with the tools you already use.

SBOM Generation

Automatic Software Bill of Materials in CycloneDX and SPDX formats for every build.

Dependency Scanning

Deep scanning of direct and transitive dependencies across npm, PyPI, Maven, NuGet, Go modules, and more.

License Compliance

Automatic detection of GPL, AGPL, and other copyleft licenses with policy enforcement and approval workflows.

Transitive Vulnerability Tracking

Traces CVEs through the full dependency tree to find hidden risks in nested packages.

Malicious Package Detection

AI-powered detection of typosquatting, dependency confusion, and known malicious packages before they enter your supply chain.

Continuous Monitoring

Real-time alerts when new CVEs are published for any dependency in your tracked projects.

CI/CD Integration

Security in Every Pipeline

Per-commit scanning, PR blocking on critical vulnerabilities, and native integrations with GitHub, GitLab, and Azure DevOps.

Per-Commit Scanning

Every commit triggers an architecture-aware scan. Results appear inline in your pull request within minutes.

PR Blocking on Critical Vulns

Configure policies to block merges when critical or high-severity vulnerabilities are detected.

GitHub / GitLab / Azure DevOps

Native integrations with all major Git platforms. One-click setup with pre-built workflow templates.

Pipeline Security Gates

Insert Aristiun as a gate in your CI/CD pipeline. Pass or fail builds based on customizable security thresholds.

Integrations

Works with Your Existing Tools

Aristiun aggregates findings from all your security scanners, deduplicates them, and applies architecture context. One platform for all your scan results.

SonarQube

Snyk

Checkmarx

Semgrep

Veracode

Fortify

OWASP ZAP

Burp Suite

GitHub Advanced Security

GitLab SAST

Trivy

Grype

Security by the Numbers

Real results from architecture-aware code security scanning.

False Positives

Near-zero because the scanner knows your architecture

487

Remediation Playbooks

Each one maps to a specific CWE with code-level fix examples

2,900+

Resources Scanned

Across repos, container images, and transitive dependencies

97.3%

Auto-Remediation Rate

Issues resolved without manual intervention

FAQ

Frequently Asked Questions

Everything you need to know about architecture-aware code security, SAST/DAST/SCA, and supply chain protection.

Part of the Unified Security Workbench

Code security doesn't exist in isolation. Aristiun's workbench connects code vulnerabilities to your architecture's digital twin, validating every finding against actual trust boundaries, data flows, and deployment context. Shadow AI agents writing code? Discovered and governed. Compliance impact? Auto-mapped to 340+ frameworks.

Digital Twin ValidationThreat ↔ Code TracingShadow AI DiscoveryArchitecture Context340+ Compliance Mapping

Live Demo

Code Security in Action

Aristiun maps code-level vulnerabilities back to the architecture context where they actually matter.

Code-level threat mapping

Automated code review workflow

Secure Your Code with
Near-Zero False Positives

Stop wasting time on false positives. Aristiun's architecture-aware code security platform gives your team actionable findings, automated remediation playbooks, and per-commit protection.

Architecture-Aware Code Security

Traditional Code Security Is Broken

Without Architecture Context

With Aristiun

SAST + DAST + SCA, All Architecture-Aware

SAST

What It Catches

How Aristiun Improves It

Architecture-Aware Scanning

Trust Boundary Awareness

Data Flow Tracing

Component Interaction Mapping

False Positive Elimination

Context Eliminates False Positives

Secure Your Software Supply Chain

SBOM Generation

Dependency Scanning

License Compliance

Transitive Vulnerability Tracking

Malicious Package Detection

Continuous Monitoring

Security in Every Pipeline

Per-Commit Scanning

PR Blocking on Critical Vulns

GitHub / GitLab / Azure DevOps

Pipeline Security Gates

Works with Your Existing Tools

Security by the Numbers

Frequently Asked Questions

What is architecture-aware code security?

What is the difference between SAST, DAST, and SCA?

How does Aristiun eliminate false positives?

What is software supply chain security?

How does per-commit scanning work?

What tools does Aristiun integrate with?

How is Aristiun different from SonarQube or Snyk?

What is DevSecOps and how does Aristiun support it?

Part of the Unified Security Workbench

Code Security in Action

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