
The AI coding agent for building ambitious software
The AI coding agent for building ambitious software
Middleware records 35,967 monthly visits with -12.3% month-over-month growth and Freemium, Contact for Pricing pricing. RunLLM records 182 monthly visits with -90.6% growth and Free Trial, Contact for Pricing pricing.

The AI SRE that catches production issues before you get paged
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | middleware.io | runllm.com |
| Pricing Model | Freemium, Contact for Pricing | Free Trial, Contact for Pricing |
| Monthly Visits | 35.97K (35,967) | 182 (182) |
| MoM Traffic Delta | -5.05K (-12.3%) | -1.76K (-90.6%) |
| Primary Market & Share | 🇮🇳 India (27.3%) | 🌐 Global (—) |
| Direct Visits / mo | 8.88K | 71 |
| User Rating | 4.3 | 4.4 |
| 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.

The AI SRE that catches production issues before you get paged
Herald builds a context graph across observability, codebase, CI/CD, docs, and dependencies before alerts fire, so it understands what normal looks like.
No thresholds to tune: Herald builds a custom anomaly detection model for each data stream and surfaces validated issues before customers notice.
The agent evaluates multiple hypotheses at once against the right data sources and delivers root-cause analyses in minutes without runbooks.
100% RCA accuracy on known issues and 70%+ on novel incidents, learning from every investigation so it never repeats a mistake.

The AI coding agent for building ambitious software
The AI coding agent for building ambitious software

Describe your idea and Replit builds a working app in minutes
SpecialistUnified observability, security and incident response for cloud-scale engineering teams
SpecialistUnified observability, security and incident response for cloud-scale engineering teams

The coding agent that learns your coding taste
The coding agent that learns your coding taste
GenAI-native end-to-end QA agent that plans, writes and heals tests in plain language

Agent orchestration platform for your whole software development lifecycle
Agent orchestration platform for your whole software development lifecycle

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 governance, testing, and observability for regulated enterprises
AI governance, testing, and observability for regulated enterprises