IMESH ARIA

Your AI Engineer for Cloud-Native Infrastructure

From implementation to troubleshooting to upgrades, ARIA intelligently operates your cloud-native stack.

Istio · Envoy Gateway · Envoy AI Gateway · Cilium

Private AI. Expert automation. One platform.

IMESH ARIA — AI agent for cloud-native infrastructure

Istio and Envoy is used by

Air Bnb
ZOZO
Cash App
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Sales Force
Splunk
Air Bnb
ZOZO
Cash App
Auto Trader
Sales Force
Splunk

Why IMESH ARIA?

Enterprise Cloud-Native Infrastructure, Intelligently Automated

Managing cloud-native infrastructure requires expertise across networking, security, observability, AI infrastructure, and Kubernetes. IMESH ARIA unifies these capabilities in an intelligent platform, helping teams move from manual engineering to AI-assisted infrastructure operations.

Private & On-Premise

ARIA runs privately inside your environment, keeping configurations, logs, architecture information, and operational data under your control.

Your data stays yours.

Lower AI Operating Costs

ARIA reduces unnecessary AI token consumption through efficient task execution and targeted context retrieval.

More infrastructure work. Less token spend.

One Platform Across Your Entire Stack

Bring infrastructure context, domain expertise, and automation together for Istio, Envoy Gateway, Envoy AI Gateway, and Cilium CNI in one unified platform.

One platform. Full-stack infrastructure intelligence.

From Implementation to Upgrades

ARIA supports the entire infrastructure lifecycle, from architecture and implementation to security, monitoring, troubleshooting, optimization, and upgrades.

Build it. Secure it. Operate it. Evolve it.

What Does IMESH ARIA Manage?

Your AI Engineer for the Cloud-Native Stack

IMESH ARIA brings together the technologies that form the foundation of modern cloud-native infrastructure.

01

Operate & Troubleshoot Istio

AI-Powered Service Mesh Operations

ARIA understands your Istio environment to help diagnose, troubleshoot, and optimize service mesh operations.

  • Diagnose traffic & connectivity issues
  • Analyze mTLS & authorization
  • Correlate configuration & telemetry
  • Identify root causes
  • Recommend fixes
  • Support Istio upgrades

Outcome: Faster troubleshooting. Reliable service mesh operations.

IMESH ARIA with Istio — service mesh architecture across Kubernetes clusters with mTLS encryption and observability
02

Operate & Troubleshoot Envoy Gateway

Intelligent API Gateway Operations

ARIA provides contextual intelligence to monitor, troubleshoot, and optimize Envoy Gateway.

  • Analyze routes & policies
  • Diagnose API traffic issues
  • Validate configurations
  • Monitor gateway health
  • Identify root causes
  • Recommend fixes

Outcome: High-performance API infrastructure that's easier to operate.

IMESH ARIA with Envoy Gateway — Kubernetes-native API gateway architecture, routing and traffic policies Click to view the full-size diagram
03

Operate & Optimize Envoy AI Gateway

Intelligent AI Traffic Operations

ARIA brings operational intelligence to your AI gateway—helping manage models, providers, routing, security, and costs.

  • Monitor AI traffic & usage
  • Analyze model & provider routing
  • Detect issues & anomalies
  • Enforce policies & guardrails
  • Optimize performance & cost
  • Support gateway upgrades

Outcome: Reliable, secure, cost-efficient AI infrastructure.

IMESH ARIA with Envoy AI Gateway — prompt inspection, policy enforcement, data leakage prevention and AI usage monitoring Click to view the full-size diagram
04

Operate & Secure Cilium CNI

AI-Powered Kubernetes Networking

ARIA provides visibility and intelligence across Cilium networking and security.

  • Analyze network policies
  • Diagnose connectivity issues
  • Trace network paths
  • Monitor network health
  • Detect security risks
  • Optimize network performance
  • Support Cilium upgrades

Outcome: Secure, observable, high-performance Kubernetes networking.

IMESH ARIA with Cilium — eBPF data plane, network security, encryption and deep visibility with Hubble Click to view the full-size diagram

How IMESH ARIA Works

From Design to Upgrade — One Continuous Infrastructure Lifecycle

IMESH ARIA supports your cloud-native infrastructure across its entire operational lifecycle.

01

Design

Understand your environment and recommend the right architecture, configuration, and deployment approach.

02

Implement

Generate configurations, guide implementation, integrate components, and help teams deploy production-ready infrastructure.

03

Secure

Identify security gaps and help implement authentication, authorization, encryption, policies, and governance.

04

Monitor

Connect infrastructure with observability platforms and analyze traffic, performance, health, and operational signals.

05

Debug

Investigate incidents, analyze configurations and logs, identify root causes, and guide teams toward resolution.

06

Upgrade

Plan upgrades, validate compatibility, identify potential risks, and guide teams through version transitions.

Design Implement Secure Monitor Debug Upgrade

IMESH ARIA brings the entire lifecycle into one intelligent operational workflow.

Why Choose IMESH ARIA?

Replace Fragmented Infrastructure Operations with One Intelligent Platform

Without IMESH ARIA

  • Multiple technologies.
  • Multiple dashboards.
  • Multiple specialists.
  • Manual troubleshooting.
  • Fragmented documentation.
  • Complex upgrades.

With IMESH ARIA

  • One AI interface.
  • One operational workflow.
  • Cross-platform expertise.
  • AI-assisted troubleshooting.
  • Context-aware recommendations.
  • Lifecycle automation.

Less complexity. More control. Faster operations.

Built for Enterprise Infrastructure

Private AI. Enterprise Control.

IMESH ARIA is designed for organizations that cannot compromise on infrastructure security, data control, or operational reliability.

Private deployment

Keep infrastructure data within your environment.

Enterprise security

Apply your organization's security and access controls.

Cloud-native expertise

Built around modern Kubernetes networking and infrastructure technologies.

Open-source ecosystem

Work with open technologies without unnecessary platform lock-in.

Lifecycle support

Manage infrastructure from initial implementation through upgrades.

AI-assisted operations

Accelerate engineering workflows with intelligent infrastructure assistance.

Frequently Asked Questions

How IMESH ARIA Fits Into Your Existing Setup

General-purpose SRE agents are built to cover broad infrastructure, so they reason about your network from generic training data. IMESH ARIA's models are fine-tuned specifically for cloud-native networking cases, which means it treats mesh configuration, gateway routing and CNI policy as first-class concepts rather than as generic YAML.

It also goes further than answering questions. IMESH ARIA helps you operate the stack, writing the configuration and logic your environment needs, and handling lifecycle management from implementation through upgrades.

General-purpose assistants are useful, but every question means copying logs, configurations and topology into a third-party service, and paying tokens again for context you re-send in each new session.

IMESH ARIA runs as an on-premise deployment inside your own network, so private operational data never leaves your perimeter. Because it retrieves only the context a task actually needs, you don't burn tokens pasting full logs into a large external model. Your data, your model, your privacy. With faster MTTD.

You stay in control. IMESH ARIA investigates, explains what it found and proposes the configuration change, but applying that change remains a step your team approves. It works inside your organization's existing security and access controls rather than around them.

IMESH ARIA works across Istio service mesh, Envoy Gateway, Envoy AI Gateway and Cilium CNI, all through a single interface, so teams stop switching between separate tools and dashboards for each layer.

All four are open-source projects. You get AI-assisted operations on top of the technologies you already run, without adopting a proprietary data plane or accepting unnecessary platform lock-in.

No. That is much of the point. IMESH ARIA is designed so teams can deploy and operate these technologies without first turning every engineer into a service-mesh or eBPF specialist. It handles the specialist detail: architecture decisions, policy configuration, traffic rules and upgrade planning.

The practical effect is that resolving an issue no longer depends on the handful of people who can read a mesh configuration from memory.

Deploy IMESH ARIA in Your Infrastructure

Bring your cloud-native infrastructure under one intelligent operational layer. Istio. Envoy Gateway. Envoy AI Gateway. Cilium.