Complete Software Risk Visibility and Context
Cybellum concentrates on binary and product risk analysis. Precogs provides end-to-end application security, uncovering vulnerabilities, exposed secrets, and compliance gaps directly within developer workflows.
Feature-by-Feature Comparison
See exactly where traditional DevSecOps tools stop and where Precogs continues protecting your full stack.
| Capability | Precogs AI | Cybellum |
|---|---|---|
| AI & Automation | ||
| Agentic AI Workflow | Autonomous detect → triage → fix → PR → integrate | Findings only - no autonomous fix generation |
| AI-Generated Fix in PRs | Full code fix delivered as PR | Not available |
| Zero-Day Detection | AI detects novel vulnerability patterns | Known-CVE based detection |
| Code Security | ||
| Source Code Security (SAST) | AI-native multi-model ensemble, 35+ languages | Not available |
| Secrets Detection | Multi-layer (regex + ML NER + Shannon entropy) | Limited (credential detection in binaries) |
| CWE Mapping | Full CWE mapping with severity + exploitability | CWE mapping in reports |
| Binary Security | ||
| Binary / Firmware Analysis | AI-powered SAST and DAST (Deep Analysis) | Digital Twins™ - rule-based SAST and Basic DAST |
| AUTOSAR Analysis | Binary scanning and industry maping | AUTOSAR framework analysis |
| Vulnerability Prioritisation | AI-powered severity scoring and CWE maping | Prioritisation via Cyber Digital Twins |
| Continuous Monitoring | Scheduled scans and lifecycle monitoring | PSIRT monitoring + threat feeds |
| AI/ML Component Management | Via code scanning | Dedicated AI/ML component detection (v3.1) |
| Data Security | ||
| PII Detection | 99.2% precision (30+ PII types) | Not available |
| Pre-LLM Sanitization | Strips PII/secrets/IP before AI analysis | Not available |
| Infrastructure & Supply Chain | ||
| Software Composition Analysis (SCA) | Full SCA + SBOM generation | SBOM management + SCA |
| Infrastructure as Code (IaC) | Terraform, K8s, CloudFormation | Not applicable |
| Container Scanning | Container image analysis | Not applicable |
| Integrations & Compliance | ||
| Compliance - ISO 21434 | Compliance mapping + reports | Pre-built templates + audit-ready reports |
| Compliance - UN R155/R156 | Covered | Deep coverage including R156 |
| Compliance - Beyond Automotive | SOC 2, HIPAA, OWASP, PCI DSS | Automotive-focused only |
| CI/CD Integration | GitHub, GitLab, Bitbucket, Azure DevOps | Limited - designed for product security teams |
| IDE Integration | VS Code, JetBrains | Not applicable |
| Developer Workflow | Built for developers (PR-level feedback) | Built for product security/compliance teams |
| Pricing | Transparent, published tiers | Contact Sales (enterprise pricing) |
Key Differentiators: Precogs AI vs Cybellum
See how Precogs’ AI-native, full-stack security delivers deeper coverage, less noise, and faster remediation than traditional tools.
Agentic AI - Find, Fix, Ship
Cybellum identifies vulnerabilities but doesn’t fix them. Your team still has to research remediation and write patches. Precogs runs an agentic AI workflow: it autonomously detects, triages by real-world exploitability, generates the actual code fix, and delivers it as a pull request. This collapses mean-time-to-fix from weeks to minutes - critical when you’re managing 100+ ECU software versions across a vehicle platform.
PII, Secrets & Pre-LLM Sanitization
Automotive software increasingly handles personal data - driver profiles, location history, biometric data, payment information. Cybellum doesn’t detect PII in code. Precogs includes advanced PII detection (99.2% precision across 30+ data types), multi-layer secrets scanning, AND Pre-LLM Sanitization - ensuring driver/customer data and proprietary algorithms never reach external AI infrastructure. For GDPR and connected car privacy compliance, this is essential.
Full Lifecycle - Code to Binary to Compliance
Cybellum only analyses compiled binaries - it can’t scan source code. Precogs covers both: scan source code during development AND compiled binaries before release. Plus IaC, containers, SCA, and secrets - all in one platform. One tool for the complete lifecycle, not binary-only analysis that leaves security gaps in development.
Answers to Our Most Frequently Asked Questions
Have more questions about switching from Cybellum to Precogs? Our faq can help you evaluate and migrate quickly.
Can Precogs AI replace Cybellum?
Partially. Precogs covers binary analysis, source code security, PII detection, Pre-LLM Sanitization, and automotive compliance mapping (ISO 21434, UN R155). However, Cybellum’s Cyber Digital Twins™ technology, dedicated AUTOSAR analysis, PSIRT monitoring, and R156 compliance are unique. For full-lifecycle coverage, teams often use both: Precogs for source code + development workflow, Cybellum for deep firmware analysis.