Advancing Beyond Traditional Static Analysis
Checkmarx focuses on legacy SAST scanning. Precogs combines AI-powered analysis, fewer false positives, PR scanning, and actionable fixes. Built for modern development workflows.
Feature-by-Feature Comparison
See exactly where traditional DevSecOps tools stop and where Precogs continues protecting your full stack.
| Capability | Precogs AI | Checkmark |
|---|---|---|
| AI & Automation | ||
| Agentic AI Workflow | Autonomous detect → triage → fix → PR → integrate | Manual triage + “Best Fix Location” suggestions |
| AI-Generated Fix in PRs | Full code fix delivered as PR | “Best Fix Location” + AI Security Champion guidance |
| Zero-Day Detection | AI detects novel vulnerability patterns | Rule-based detection (updated periodically) |
| False Positive Rate | ~2% (AI-filtered) | 10–25% (commonly reported by users) |
| Code Security | ||
| Code Security (SAST) | AI-native multi-model ensemble | Mature SAST (35+ languages) |
| CWE Mapping | Full CWE mapping with severity + exploitability | CWE mapping with compliance dashboards |
| Binary Security | ||
| Binary / Firmware Analysis | Full binary SAST | Not available |
| Data Protection | ||
| PII Detection | 99.2% precision (30+ PII types) | Not available |
| Secrets Detection | Multi-layer (regex + ML NER + Shannon entropy) | Secrets detection |
| Pre-LLM Sanitization | Strips PII/secrets/IP before AI analysis | Not available |
| Infrastructure & Containers | ||
| Software Composition Analysis (SCA) | Full SCA + SBOM | Checkmarx SCA |
| Infrastructure as Code (IaC) | Terraform, Kubernetes, CloudFormation | KICS (open-source IaC scanner) |
| Container Scanning | Container image analysis | Container security |
| DAST | Dynamic analysis | Checkmarx DAST |
| Integrations & Compliance | ||
| IDE Integration | VS Code, JetBrains | VS Code, JetBrains, Eclipse, Visual Studio |
| CI/CD Integration | GitHub, GitLab, Bitbucket, Azure DevOps | All major CI/CD platforms |
| Compliance Reporting | OWASP, CWE, SOC 2, HIPAA, ISO 21434, UN R155 | OWASP, CWE, PCI DSS dashboards |
| Language Support | 35+ languages | 35+ languages, 80+ frameworks |
| Deployment Options | Cloud + on-premise | Cloud + on-premise |
| Setup Time | Minutes | Weeks to months |
| Pricing Transparency | Published tiers | Contact sales only |
| Developer Training | Not included | Codebashing (built-in training) |
| API Security | Via code scanning | Dedicated API security module |
Key Differentiators: Precogs AI vs Checkmarx
See how Precogs’ AI-native, full-stack security delivers deeper coverage, less noise, and faster remediation than traditional tools.
Agentic AI - Find, Fix, Ship
Checkmarx points to the “Best Fix Location” and offers an AI Security Champion for guidance. Precogs runs an agentic AI workflow: it autonomously detects, triages by real-world risk, writes the actual code fix, and delivers it as a pull request. Your developers review and merge. No manual triage, no researching remediation, no security backlog growing faster than your team can process it.
PII, Secrets & Pre-LLM Sanitization
Checkmarx doesn’t detect PII in your codebase. Precogs includes advanced PII detection (99.2% precision across 30+ data types), multi-layer secrets scanning (regex + ML NER + Shannon entropy), AND Pre-LLM Sanitization - which strips sensitive customer data, API keys, and IP from code before it reaches any AI model. For GDPR, HIPAA, and PCI DSS compliance, this is table stakes that Checkmarx doesn’t cover.
Minutes to Value, Not Months
Checkmarx requires enterprise onboarding, professional services, implementation consultants, and weeks of configuration. Precogs installs via a GitHub App in under 2 minutes. Your first scan results - complete with AI-generated fixes and compliance mapping - appear in your next pull request. No project managers, no 6-month deployment timeline.
Answers to Our Most Frequently Asked Questions
Have more questions about switching from Checkmarx to Precogs? Our faq can help you evaluate and migrate quickly.
Can Precogs AI replace Checkmarx?
For most organisations, yes.Precogs covers SAST, SCA, IaC, Container, Secrets, and PII detection - plus Agentic AI fixes and Pre - LLM Sanitization that Checkmarx doesn’t offer.The main gaps: Checkmarx has a dedicated API security module and Codebashing developer training.If these are critical to your workflow, evaluate accordingly.