Unified observability, security and incident response for cloud-scale engineering teams
Unified observability, security and incident response for cloud-scale engineering teams
Middleware records 35,967 monthly visits with -12.3% month-over-month growth and Freemium, Contact for Pricing pricing. PredictOPs records 0 monthly visits with 0% growth and Free Trial, Contact for Pricing pricing.

Gen-AI AIOps platform for predictive IT operations management
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | middleware.io | predictops.com |
| Pricing Model | Freemium, Contact for Pricing | Free Trial, Contact for Pricing |
| Monthly Visits | 35.97K (35,967) | 0 (0) |
| MoM Traffic Delta | -5.05K (-12.3%) | 0 (0%) |
| Primary Market & Share | 🇮🇳 India (27.3%) | 🌐 Global (—) |
| Direct Visits / mo | 8.88K | 0 |
| User Rating | 4.3 | 4.1 |
| 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.

Gen-AI AIOps platform for predictive IT operations management
Real-time visibility into system log data with predictive analytics and actionable insights that flag issues before they affect operations.
Intelligently correlates alerts to reduce noise, clarify incidents and expose the root cause behind cascading failures.
End-to-end visibility across a microservices architecture, with auto-scaling optimisation tuned to real-time demand.
Early-warning anomaly detection using algorithms that adapt to shifting system behaviour in dynamic environments.
Unified observability, security and incident response for cloud-scale engineering teams
Unified 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

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

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

AI-powered cloud DLP and security awareness training for SaaS environments
AI-powered cloud DLP and security awareness training for SaaS environments

AI value measurement platform connecting AI spend to real business outcomes
AI value measurement platform connecting AI spend to real business outcomes
AI governance, testing, and observability for regulated enterprises
AI governance, testing, and observability for regulated enterprises

The control plane for trusted enterprise agents and models
The 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

SpecialistData observability that catches silent data quality issues before they spread
SpecialistData observability that catches silent data quality issues before they spread