SpecialistUnified observability, security and incident response for cloud-scale engineering teams
SpecialistUnified observability, security and incident response for cloud-scale engineering teams
Impaction AI (Coxwave Align) records 0 monthly visits with 0% month-over-month growth and Contact for Pricing pricing. Middleware records 35,967 monthly visits with -12.3% growth and Freemium, Contact for Pricing pricing.

The analytics engine that turns LLM chat logs into product decisions
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | impaction.ai | middleware.io |
| Pricing Model | Contact for Pricing | Freemium, Contact for Pricing |
| Monthly Visits | 0 (0) | 35.97K (35,967) |
| MoM Traffic Delta | 0 (0%) | -5.05K (-12.3%) |
| Primary Market & Share | 🌐 Global (—) | 🇮🇳 India (27.3%) |
| Direct Visits / mo | 0 | 8.88K |
| User Rating | 4.3 | 4.3 |
| Supported Platforms | Website | Website |

The analytics engine that turns LLM chat logs into product decisions
Pre-built SDKs stream interactions between your AI chatbot and its users into the platform as they happen.
A diverse set of search tools helps teams surface the highest-priority conversations for deeper analysis.
Deep-dive into data cohorts to understand chatbot performance and how different user groups behave.
Analysis is synthesised into auto-generated action items so teams can prioritise fixes and improvements.
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

Track and improve how AI search engines mention your brand
Track and improve how AI search engines mention your brand

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
Cookie-free web analytics you can run without consent banners or personal data
Cookie-free web analytics you can run without consent banners or personal data

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

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

Observe, evaluate and monitor AI agents in production
Observe, evaluate and monitor AI agents in production