Beelzebub vs SNARE

Beelzebub deploys decoys and canary credentials to help security teams detect attacker movement and investigate activity. Its decoys cover HTTP, SSH, Telnet, MCP and other protocols. Specialized agents investigate decoy sessions for triage, threat hunting, malware analysis, incident response and reporting. Each session yields a plain-English account of attacker actions, observed techniques and captured artifacts, tied to the original session. Structured events and investigation context can be routed through APIs and webhooks, with integrations listed for SIEM, SOAR, identity, firewall and cloud systems. The core framework is open source and can be self-hosted for free. The maker says it runs with Docker or Kubernetes in cloud and on-premises environments, and offers local model options for restricted or air-gapped evaluation. Active testing can be restricted to an approved scope; exploitation requires human approval, with evidence retained for review. The managed platform has a 14-day free trial, and enterprise customers can request a 30-day proof of concept.

SNARE has no write-up on Specifiction yet; its figures are above.