Cybellum Product Security Platform vs Zafran Agentic Exposure Management: Side-by-Side Comparison (2026)

Cybellum Product Security Platform: AI-driven platform for product security: SBOM mgmt, vuln mgmt & compliance. built by Cybellum. Core capabilities include SBOM creation, merging, auto-fix, deduplication, and validation from multiple sources (binaries, source code, uploaded files), Product vulnerability and risk detection, triage, and management with AI-assisted VM CoPilot, Automated evidence creation and policy validation for regulatory compliance submissions..

Zafran Agentic Exposure Management: AI-driven exposure management platform automating VM lifecycle tasks. built by Zafran. Core capabilities include Autonomous AI agents for vulnerability management lifecycle, AI-Native Exposure Graph mapping exposures to compensating controls, Zero-day exposure hunting with SBOM and dependency intelligence..

Both serve the Exposure Management market but differ in approach, feature depth, and target audience.