Decentralized AI Service Mesh

Connect the Nodes.
Orchestrate the Mesh.

MESHOXA is the AI-era microservice traffic hub — millisecond agent discovery, multi-node load balancing, an encrypted data bus, and cross-region latency-aware routing for distributed AI ecosystems.

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<5msagent discovery
10K+nodes per mesh
99.99%mesh uptime SLA
Mesh healthy · 1,284 agents
p99 routing latency
4.2 ms
Trusted by AI-native teams
Nebula AIQuantum LabsHelix EdgeForge SystemsOrbit ComputeVectrix
Why MESHOXA

The traffic hub for decentralized AI

When your AI stack spans private RTX clusters, cloud LLM APIs, heterogeneous vector databases, and hundreds of autonomous agents — communication and scheduling become the bottleneck. MESHOXA treats every agent like a first-class microservice.

Agent service discovery

Register, locate, and resolve autonomous agents in under 5 ms with a globally consistent registry and health-aware endpoints.

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Multi-node load balancing

Adaptive routing across heterogeneous compute — GPU weight, queue depth, token cost, and model affinity aware.

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Encrypted data bus

Full-link mTLS, per-tenant keys, and zero-trust message delivery between agents, models, and stores.

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Cross-region routing

Latency-aware, geo-aware traffic steering with residency controls and automatic regional failover.

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Full-link observability

Trace every agent hop, token, and tool call with unified dashboards, traces, and SLO-driven alerts.

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Automatic failover

Circuit breakers, regional evacuation, and agent replication keep the mesh running at 99.99% uptime.

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Discovery & Registry

Every agent, addressable in milliseconds

MESHOXA’s control plane keeps a live, strongly-consistent registry of every agent, model endpoint, and tool surface. Discover by capability, version, or locality — not by static IP.

  • ✓ Capability- and affinity-based lookup
  • ✓ Health-checked endpoints with passive & active probing
  • ✓ Hot reload of agent topology without downtime
Read the docs →
# register an agent into the mesh
meshoxa.register({
  name: 'rag-retriever',
  capabilities: ['retrieval', 'rerank'],
  locality: { region: 'eu-west' },
  model: 'bge-m3',
  weight: 1.0
})
 
# resolve the best endpoint by capability
const ep = await meshoxa.resolve({
  capability: 'retrieval',
  latency: 'p99<20ms'
})
Routing & Orchestration

Latency-aware routing across regions

A weighted, topology-aware router steers each request to the lowest-latency, highest-affinity node — while honoring residency, cost budgets, and SLOs. Built-in circuit breakers prevent cascading failures.

  • ✓ Geo + residency-aware traffic steering
  • ✓ Cost & token-budget aware scheduling
  • ✓ Regional evacuation in < 800 ms
See solutions →
eu-west
4.1ms
us-east
6.8ms
ap-south
9.3ms
edge-pop
2.4ms
How it works

From agents to mesh in three steps

Drop the MESHOXA sidecar next to each agent, declare capabilities, and let the control plane do the rest.

Connect

Install the lightweight sidecar or SDK beside any agent, model, or store. Auto-mTLS and identity provisioning take seconds.

Declare

Register capabilities, locality, SLOs, and budgets. The registry builds a live topology of your entire AI estate.

Orchestrate

The router steers traffic, balances load, and fails over automatically — all observable from one console.

<5ms
discovery p99
10K+
nodes per mesh
99.99%
uptime SLA
42%
avg latency cut
Use cases

Built for the hardest AI topologies

Multi-agent orchestration

Coordinate hundreds of autonomous agents with deterministic routing and tool-call governance.

Edge AI

Run inference across edge POPs and private GPU clusters with locality-aware placement.

Hybrid LLM gateways

Steer between private models and cloud APIs by cost, latency, and compliance in real time.

Vector mesh

Unify heterogeneous vector databases behind one routed, replicated retrieval fabric.

Cross-region platforms

Global, residency-aware routing for multi-region AI platforms with automatic failover.

Agent commerce

Meter, bill, and govern inter-agent calls across organizational boundaries.

Customer voice

“MESHOXA collapsed our agent sprawl into one observable, routable mesh. We cut p99 latency by 40% in a week.”

— Dana Okonkwo, Principal Infra Engineer, Nebula AI

Ready to orchestrate your mesh?

Spin up a managed mesh in minutes. Free for development; scale to thousands of nodes in production.

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