Edge AI Infrastructure — Now Live

GPU compute where
the network meets

We deploy AI inference servers directly at Internet Exchanges across the United States — eliminating the latency tax of centralized cloud for Starlink, satellite, and rural broadband users.

7
Internet Exchange POPs
<5ms
Edge AI Latency
Own ASN
ARIN Allocated
25+
Years Telecom Experience

Cloud AI was built for cities,
not for the network edge

Over 10 million Starlink subscribers and tens of millions on rural broadband route every AI request through distant data centers — adding hundreds of milliseconds to every interaction.

🛰️

Satellite Backhaul Bottleneck

Starlink traffic crosses a ground station, traverses the internet to a hyperscale data center, processes, then returns. Every hop adds latency that real-time AI cannot tolerate.

200–400ms round-trip for AI inference
🌾

Rural Broadband Gap

Fixed wireless, WISP, and tribal broadband networks traverse multiple transit hops before reaching cloud GPU clusters — often crossing the entire country.

No edge compute options exist
🏙️

Centralized Cloud Lock-in

AWS, Azure, and GCP concentrate GPU resources in a handful of metro regions. If you're not in Ashburn or Portland, you pay the latency tax on every API call.

3 cloud regions serve 330M Americans
💸

Hyperscaler Margin Tax

Cloud GPU pricing carries 70–80% gross margins. Customers pay premium rates for shared infrastructure that doesn't prioritize their network path or latency profile.

$2–4/hr cloud GPU vs. pennies at the edge

Meet the traffic
where it already flows

Internet Exchanges are where networks physically interconnect. By placing GPU servers directly at these peering points, we intercept traffic before it ever reaches the cloud.

200ms+
Cloud AI Round-Trip
<5ms
Peering Edge Latency
🛰️
User Starlink / WISP / Rural
📡
Ground Station SpaceX / ISP POP
Peering Edge — GPU at IX AI inference at the peering point
Response Sub-5ms processing

Three forces converging
at the network edge

Edge AI infrastructure is not speculative. These trends are measurable, accelerating, and creating a market that didn't exist three years ago.

🚀

Satellite Internet Is Exploding

Starlink has surpassed 5 million users worldwide and grows exponentially. Amazon Kuiper, OneWeb, and Telesat are launching thousands more satellites. Tens of millions will need edge compute to eliminate the 200ms cloud round-trip.

→ Maritime, aviation, military, oil & gas
🤖

AI Is Becoming the Primary Interface

Voice agents replacing IVR. Real-time customer service. Medical intake, legal review, equipment diagnostics — all powered by LLMs that must respond faster than human perception allows.

→ Every business will deploy AI agents
🔓

Open-Source Models Changed the Economics

Llama, Mistral, DeepSeek now match proprietary cloud AI for most workloads. No per-token markup, no 80% GPU margins. Production-grade inference on your own hardware, your own network.

→ Economics have flipped to the edge

What edge AI infrastructure
makes possible

Whether you're a satellite user, service provider, or business deploying AI agents — moving inference to the edge changes what's achievable.

Real-Time AI Responses

Voice AI agents that respond like human conversation. Sub-5ms processing means natural flow with no awkward pauses. Callers can't distinguish AI from a live agent.

🔒

Data Sovereignty

Processing happens on dedicated hardware at the IX — not in a shared cloud tenant. Customer conversations, medical records, and proprietary data never leave the network edge.

💰

80% Cost Reduction

Dedicated edge hardware costs a fraction of cloud API pricing, and the cost decreases as models become more efficient. Buy infrastructure instead of renting at hyperscaler margins.

🌍

Universal Access

A rancher in Montana on Starlink gets the same AI performance as a developer in San Francisco on gigabit fiber. A fishing vessel in the Pacific matches an office in downtown Seattle.

🔄

Distributed Resilience

Each POP operates independently. Add a GPU, add capacity. Add a POP, add coverage. No single point of failure, no region-wide outages, no cloud availability zone dependency.

📋

Compliance Ready

Government, military, tribal, and healthcare customers require known data residency. Edge processing on domestic hardware with deterministic network paths satisfies sovereignty requirements.

Seven Internet Exchanges,
coast to coast and Pacific

Each POP features a Juniper MX204 BGP router, NVIDIA GPU inference servers, and direct peering on the IX fabric — running 100% open-source AI models.

🌲
Seattle
SIX
SpaceX peers here
Phase 1
🌺
Honolulu
DRFxchange
Pacific gateway
Phase 1B
🏛️
Ashburn
Equinix IX
70% of US traffic
Phase 2
🌴
Los Angeles
Any2West
APAC + Pacific
Phase 2
🏙️
Chicago
Any2Chicago
Central hub
Phase 3
Dallas
DE-CIX
South-central
Phase 3
🌊
Miami
FL-IX
LATAM + Caribbean
Phase 4

Infrastructure-grade services
deployed at the edge

Every service runs on our own hardware, our own ARIN-allocated IP space, with BGP peering at every IX. No cloud middlemen. No reselling.

Most Popular
🧠

AI Inference API

$299/mo

OpenAI-compatible REST API running open-source LLMs on dedicated NVIDIA GPU hardware. Llama, Mistral, DeepSeek — quantized for production throughput. Sub-5ms at the IX.

Get started →
🛰️

Starlink Bonding

$149/mo per connection

Bond multiple Starlink terminals into a single high-throughput connection with automatic failover. MPTCP aggregation terminated directly at the Internet Exchange.

Get started →
📞

Voice AI Agents

$0.08/min

AI-powered phone agents for customer service, scheduling, and intake. Forward your calls — works with any existing phone system. No PBX migration required. Available 24/7.

Get started →
🖥️

VPS Hosting

$35/mo starting

Virtual private servers on enterprise hardware with IX-connected networking. Native IPv4 from our own ARIN-allocated address space. Direct peering access.

Get started →
🌐

CDN / Edge Cache

Per GB delivered

Static content caching at seven IX locations with GPU-powered dynamic content generation. The first CDN where your edge node can think, not just cache.

Get started →
🔀

IP Transit

Competitive $/Mbps

BGP transit with direct IX peering at every location. Full routing table, RPKI-signed route origin, optimized for satellite and rural last-mile networks.

Get started →

Built like a carrier,
priced for the edge

ARIN
Own ASN + IPv4
MX204
Juniper BGP Routers
NVIDIA
L4 / L40S / H100 GPUs
25GbE
Mellanox Fabric
RPKI
Signed Route Origin
vLLM
Inference Engine
MPTCP
Multipath Bonding

25 years of telecom,
engineered for what comes next

Peering Edge Networks is built on the infrastructure expertise of Richesin Engineering LLC — a telecommunications and managed services company with over 25 years of experience building networks across Oregon, Hawaii, and Alaska.

We've climbed the towers, spliced the fiber, and deployed the networks that connect underserved communities from remote tribal villages to Pacific island communities. We know what reliable infrastructure demands in challenging environments.

Now we're applying that same operational discipline to the next frontier: bringing GPU compute and AI inference to the peering points where network traffic naturally flows — so that every user, regardless of location, receives the same low-latency AI experience.

📡

Network Operator

Own ASN and IPv4 from ARIN. BGP peering at major US Internet Exchanges. An independent network, not a reseller.

🏗️

Telecom Heritage

25+ years of tower climbing, fiber splicing, and network builds across some of the most challenging terrain in the US.

🔓

Open-Source Stack

100% open-source AI models and software. No vendor lock-in, no per-token cloud markups. Your data stays at the edge.

🤝

Tribal & Rural Focus

Deep experience serving tribal telecom providers, rural WISPs, and underserved communities across Alaska, Hawaii, and the Pacific Northwest.

Common questions about
edge AI infrastructure

What is edge AI inference? +
Edge AI inference means running AI models on GPU servers located at Internet Exchanges rather than in distant cloud data centers. For Starlink users, this eliminates the 200–400ms round-trip to cloud providers like AWS, reducing AI response times to under 5 milliseconds — making real-time voice AI and interactive applications practical for satellite-connected users.
How does Starlink bonding work? +
Starlink bonding uses MPTCP (Multipath TCP) to combine multiple Starlink terminals into a single high-throughput connection with automatic failover. Traffic is aggregated and terminated directly at Internet Exchanges where Peering Edge operates GPU servers and maintains direct peering with SpaceX. This delivers higher total bandwidth, built-in redundancy, and lower latency than any single Starlink terminal.
Where are your POPs located? +
Peering Edge Networks operates at seven major Internet Exchanges: SIX (Seattle), DRFxchange (Honolulu), Equinix IX (Ashburn), Any2West (Los Angeles), Any2Chicago (Chicago), DE-CIX (Dallas), and FL-IX (Miami). SpaceX peers directly at several of these exchanges, enabling the lowest possible latency path between Starlink ground stations and our GPU infrastructure.
Do I need a new phone system for Voice AI Agents? +
No. Voice AI Agents work with any existing phone system. Forward your calls to our SIP endpoint and the AI handles everything — customer service, scheduling, intake, after-hours coverage. Compatible with RingCentral, Grandstream, Avaya, landlines, cell phones, or any system that supports call forwarding. Zero migration, zero new hardware, zero disruption.
What AI models do you run? +
We run 100% open-source models including Llama 3, Mistral, DeepSeek, Qwen, and Phi. All models are served through an OpenAI-compatible REST API, so your existing applications and SDKs work with zero code changes. Models run on dedicated NVIDIA GPU hardware (L4, L40S, H100) using the vLLM inference engine for maximum throughput and minimum latency.
How is this different from cloud AI? +
Cloud hyperscalers concentrate GPU resources in a few centralized regions. Peering Edge deploys GPU servers directly at Internet Exchanges where network traffic physically interconnects. AI requests from satellite and rural users process at the nearest IX instead of traveling thousands of miles to a cloud data center — sub-5ms inference versus 200ms or more. We also run on our own ASN and IP space, not rented cloud instances.

Let's build the
edge together

Whether you need Starlink bonding, low-latency AI inference, Voice AI agents, or want to explore investment and partnership opportunities — we want to hear from you.

📍 Portland, Oregon & Pacific Northwest
🌐 peeringedge.com
Richesin Engineering LLC