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AI-powered next-generation IDPS versus traditional signature-based detection
Next-generation IDPS with AI-powered threat detection, designed for modern networks requiring zero-day protection and minimal operational overhead.
Industry-standard open-source IDPS with signature-based detection. Proven technology with large community and extensive rule sets.
AI/ML-based behavioral analysis + signatures
Signature-based rules
NeuroSmash detects zero-day threats through behavioral AI, while Snort requires pre-existing signatures.
94% detection rate within 100 packets
Requires signature update after discovery
Machine learning enables proactive threat detection without waiting for signature updates.
10+ Gbps per instance
~1-2 Gbps (depends on rules)
Optimized processing pipeline and GPU acceleration provide superior performance.
< 1ms
5-10ms typical
Hardware-accelerated analysis minimizes processing delay.
< 0.1% with AI tuning
1-5% depending on ruleset
Continuous learning reduces false positives over time.
Auto-tuning + manual controls
Manual rule configuration
AI-assisted configuration reduces deployment time from weeks to days.
200+ protocols with deep inspection
100+ with community rules
Extended protocol coverage including modern cloud and IoT protocols.
Built-in feeds + custom integration
Requires manual feed integration
Automatic threat feed ingestion and correlation.
Modern web UI + REST API + CLI
Config files + 3rd party tools
Intuitive interface designed for Security Operations Centers.
Built-in dashboards + custom reports
Requires external tools (Snorby, BASE)
Integrated analytics and compliance reporting.
Horizontal scaling with load balancing
Manual clustering required
Cloud-native architecture with auto-scaling capabilities.
Commercial with flexible licensing
Open source (free)
Snort is free, but requires significant time investment for setup, tuning, and maintenance.
Transitioning from Snort to NeuroSmash is straightforward and can be done incrementally:
Our team provides hands-on migration assistance with documentation, training, and technical support.
Join our Early Adopter Program and see NeuroSmash in action with a 30-day evaluation.