IMESH One Agentic AI

One Agent. Your Entire Cloud-Native Infrastructure.

IMESH One Agentic AI is a private AI-powered platform that helps enterprises implement, manage, secure, monitor, troubleshoot, optimize, and upgrade their entire cloud-native infrastructure.

From service mesh and API gateways to AI gateways and Kubernetes networking, One Agentic AI brings expert automation for Istio, Envoy Gateway, Envoy AI Gateway, and Cilium CNI into one platform.

One Agent. One Platform. One Place to Manage Your Cloud-Native Stack.

IMESH One Agentic AI — AI agent for cloud-native infrastructure

Istio and Envoy is used by

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

Why IMESH One Agentic AI?

Enterprise Cloud-Native Infrastructure, Managed by One AI Agent

Managing cloud-native infrastructure requires specialized expertise across networking, security, observability, AI infrastructure, and Kubernetes. One Agentic AI brings these capabilities together so your teams can move from manual engineering to AI-assisted infrastructure operations.

Private & On-Premise

One Agentic AI can run privately inside your infrastructure, keeping configurations, logs, architecture information, and operational data under your control.

Your data stays yours.

Lower AI Operating Costs

Designed to minimize unnecessary AI token consumption through efficient task execution and targeted context retrieval — without sending every operational task to large external models.

More infrastructure work. Less token spend.

One Agent Across Your Entire Stack

Stop switching between tools, dashboards, documentation, and specialists. One Agentic AI works across Istio, Envoy Gateway, Envoy AI Gateway, and Cilium CNI through a single AI interface.

One agent. Multiple platforms.

From Implementation to Upgrades

One Agentic AI assists throughout the infrastructure lifecycle — from architecture and implementation to security, monitoring, troubleshooting, optimization, and upgrades.

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

What Does One Agentic AI Manage?

One AI Agent for Your Cloud-Native Stack

One Agentic AI brings together the technologies that form the foundation of modern cloud-native infrastructure.

01

Implement & Manage Istio

Simplify Service Mesh Operations

Deploy and manage Istio without requiring your engineering teams to become service-mesh specialists. One Agentic AI assists with architecture design, configuration, traffic management, security policies, observability, troubleshooting, and upgrades across Istio environments.

  • Design Istio architectures
  • Implement and configure service mesh
  • Configure traffic management policies
  • Enable secure service-to-service communication
  • Troubleshoot mesh and application issues
  • Monitor service-to-service traffic
  • Optimize mesh performance
  • Plan and execute Istio upgrades

Outcome: A production-ready Istio environment with less operational complexity.

IMESH One Agentic AI with Istio — service mesh architecture across Kubernetes clusters with mTLS encryption and observability Click to view the full-size diagram
02

Implement & Manage Envoy Gateway

Modernize API Traffic Management

Deploy and operate Envoy Gateway as a scalable, Kubernetes-native API gateway without the complexity of traditional API management platforms. One Agentic AI helps teams design gateway architectures, configure routing and policies, troubleshoot traffic issues, monitor performance, and manage upgrades.

  • Design Envoy Gateway architecture
  • Implement Gateway API resources
  • Configure routing and traffic policies
  • Manage authentication and security integrations
  • Troubleshoot gateway and upstream issues
  • Monitor API traffic and performance
  • Optimize gateway configuration
  • Plan and execute upgrades

Outcome: High-performance API infrastructure that is easier to operate and evolve.

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

Implement & Manage Envoy AI Gateway

Build and Operate Enterprise AI Infrastructure

As organizations move AI workloads into production, managing models, providers, routing, security, and cost becomes increasingly complex. One Agentic AI provides AI-assisted operations for Envoy AI Gateway, helping teams build a reliable and governed AI traffic layer.

  • Implement Envoy AI Gateway
  • Configure AI model and provider routing
  • Set up provider fallback strategies
  • Configure AI traffic policies
  • Manage AI gateway security
  • Monitor AI usage and performance
  • Troubleshoot AI traffic issues
  • Optimize AI infrastructure and costs
  • Plan and execute upgrades

Outcome: Reliable, secure, and cost-efficient AI infrastructure for production workloads.

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

Implement & Manage Cilium CNI

Simplify Kubernetes Networking

Manage Kubernetes networking and security with Cilium through one AI-powered operational layer. One Agentic AI assists with CNI implementation, networking configuration, security policies, observability, troubleshooting, optimization, and lifecycle management.

  • Design Cilium networking architecture
  • Implement and configure Cilium CNI
  • Configure network and security policies
  • Enable Kubernetes network observability
  • Troubleshoot connectivity issues
  • Analyze network behavior and performance
  • Optimize cluster networking
  • Plan and execute Cilium upgrades

Outcome: Secure, observable, and reliable Kubernetes networking.

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

How One Agentic AI Works

From Design to Upgrade — One Continuous Infrastructure Lifecycle

One Agentic AI 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

One Agentic AI brings the entire lifecycle into one intelligent operational workflow.

Why One Agentic AI?

Replace Fragmented Infrastructure Operations with One Intelligent Platform

Without One Agentic AI

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

With One Agentic AI

  • 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.

One Agentic AI 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 One Agentic AI 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. One Agentic AI'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. One Agentic AI 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.

One Agentic AI 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. One Agentic AI 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.

One Agentic AI 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. One Agentic AI 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 One Agentic AI in Your Infrastructure

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