Middleware records 35,967 monthly visits with -12.3% month-over-month growth and Freemium, Contact for Pricing pricing. Vectra AI records 150,359 monthly visits with -1.1% growth and Contact for Pricing pricing.
Full-stack observability with an AI SRE agent that fixes issues
See your enterprise the way attackers do — observe, understand, signal, and respond at AI speed
| Dimension / Metric | | |
|---|---|---|
| Official Domain | middleware.io | vectra.ai |
| Pricing Model | Freemium, Contact for Pricing | Contact for Pricing |
| Monthly Visits | 35.97K (35,967) | 150.36K (150,359) |
| MoM Traffic Delta | -5.05K (-12.3%) | -1.72K (-1.1%) |
| Primary Market & Share | 🇮🇳 India (27.3%) | 🇺🇸 United States (21.4%) |
| Direct Visits / mo | 8.88K | 54.52K |
| User Rating | 4.3 | 4.5 |
| Supported Platforms | Website | Website |
Full-stack observability with an AI SRE agent that fixes issues
An AI agent that detects, investigates, and helps auto-fix production issues across infrastructure, APM and RUM signals.
Monitor servers, containers, serverless workloads and cloud services across AWS, Azure, GCP and Kubernetes from one place.
Correlate and query high-volume logs assisted by AI so debugging does not rely on manual grep-style detective work.
Track application performance, trace slow requests, and inspect database and endpoint behaviour end to end.
See your enterprise the way attackers do — observe, understand, signal, and respond at AI speed
Behavior-based analytics correlate network, identity, and cloud activity in real time to reveal where your organization is actually compromised right now, rather than flooding analysts with isolated alerts.
Continuously map on-premises and multi-cloud environments to identify exposed assets, risky paths, and misconfigurations before attackers can chain them together.
Detect identity-based attacks and lateral movement that slip past endpoint-only tooling, with investigation context that shortens the path from alert to containment.
Track how exposure falls over time, validate whether controls work, and produce audit-ready evidence for leadership and compliance reviews.
Offers comprehensive cloud infrastructure monitoring and security analytics, but lacks Vectra's specific network behavior analysis.
Offers comprehensive cloud infrastructure monitoring and security analytics, but lacks Vectra's specific network behavior analysis.
Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI
Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI
Provides deep packet inspection and network traffic intelligence, but lacks automated enterprise-wide threat response workflows.
Provides deep packet inspection and network traffic intelligence, but lacks automated enterprise-wide threat response workflows.
Free / Open-sourceBuild, simulate, evaluate and monitor self-improving AI agents
Free / Open-sourceBuild, simulate, evaluate and monitor self-improving AI agents
Free / Open-sourceEvaluate, monitor, and govern your AI applications in production
Free / Open-sourceEvaluate, monitor, and govern your AI applications in production
SpecialistSpecializes in runtime security and prompt injection defense for LLMs, rather than traditional network threat detection.
SpecialistSpecializes in runtime security and prompt injection defense for LLMs, rather than traditional network threat detection.
SpecialistThe collaboration layer for AI engineering teams
SpecialistThe collaboration layer for AI engineering teams
Standardize LLM evaluation, observability, and red teaming across your whole org
Standardize LLM evaluation, observability, and red teaming across your whole org
SpecialistFocuses specifically on cloud data loss prevention for SaaS environments, lacking Vectra's broader hybrid threat detection.
SpecialistFocuses specifically on cloud data loss prevention for SaaS environments, lacking Vectra's broader hybrid threat detection.
AI governance, testing, and observability for regulated enterprises
AI governance, testing, and observability for regulated enterprises
SpecialistMonitors and governs machine learning model performance and bias, rather than protecting against active cyber attacks.
SpecialistMonitors and governs machine learning model performance and bias, rather than protecting against active cyber attacks.
Find and fix problems in your AI agents before users do
Find and fix problems in your AI agents before users do
