SpecialistUnified observability, security and incident response for cloud-scale engineering teams
SpecialistUnified observability, security and incident response for cloud-scale engineering teams
Anomify records 1,629 monthly visits with -62% month-over-month growth and Freemium pricing. Middleware records 35,967 monthly visits with -12.3% growth and Freemium, Contact for Pricing pricing.

Early-warning AI for critical infrastructure monitoring
Full-stack observability with an AI SRE agent that fixes issues
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | anomify.ai | middleware.io |
| Pricing Model | Freemium | Freemium, Contact for Pricing |
| Monthly Visits | 1.63K (1,629) | 35.97K (35,967) |
| MoM Traffic Delta | -2.65K (-62%) | -5.05K (-12.3%) |
| Primary Market & Share | 🇩🇪 Germany (39.1%) | 🇮🇳 India (27.3%) |
| Direct Visits / mo | 649 | 8.88K |
| User Rating | 4.1 | 4.3 |
| Supported Platforms | Website | Website |

Early-warning AI for critical infrastructure monitoring
Every data point is evaluated by lightweight statistical models in real time, then refined by pattern-based filtering and a supervised learning stage.
Domain knowledge and learned feedback cut alert noise by 90%+ according to the vendor, so on-call engineers see events that matter.
The team builds domain-specific analysis pipelines for unusual data such as sonar, flow, overflow and ecommerce events.
Slack and email alerting on the free tier, with broader alert integrations and API access on higher plans.
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.
SpecialistUnified observability, security and incident response for cloud-scale engineering teams
SpecialistUnified observability, security and incident response for cloud-scale engineering teams

Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI
Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI
Deep packet inspection and network intelligence for full network visibility
Deep packet inspection and network intelligence for full network visibility

See your enterprise the way attackers do — observe, understand, signal, and respond at AI speed
See your enterprise the way attackers do — observe, understand, signal, and respond at AI speed

Free / Open-sourceBuild, simulate, evaluate and monitor self-improving AI agents
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Free / Open-sourceEvaluate, monitor, and govern your AI applications in production
Free / Open-sourceEvaluate, monitor, and govern your AI applications in production

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
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AI-powered cloud DLP and security awareness training for SaaS environments
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AI governance, testing, and observability for regulated enterprises
AI governance, testing, and observability for regulated enterprises

SpecialistThe control plane for trusted enterprise agents and models
SpecialistThe control plane for trusted enterprise agents and models

Find and fix problems in your AI agents before users do
Find and fix problems in your AI agents before users do