THE FIBER FOUNDATION MODERN AI DEPENDS ON
AI performance starts with the network. DQE delivers fiber engineered for distributed AI workloads and data center interconnect, built to scale.
Ready to Build a Smarter Path?
AI is rewriting the rules of the network
AI workloads have changed what “performance” means.
Training and inference environments generate relentless east–west traffic between GPUs, clusters, and storage —both within facilities and across distributed AI infrastructure.. Latency spikes, congestion, or path failures do more than slow applications. They waste GPU cycles, extend training windows, and introduce risk where there is no margin for error.
Legacy networks were designed for predictable north–south traffic. Retrofitting them for AI works until scale exposes the limits.
Most AI performance issues are not compute problems. They are transport problems that only appear under real load.
DQE provides the purpose-built fiber foundation that connects distributed AI infrastructure, keeping workloads moving deterministically, reliably, and without compromise.
BUILT FOR HYPERSCALE AI
AND DATA CENTER GROWTH
AI infrastructure buyers entering a new market are not looking for basic connectivity. They are evaluating who owns fiber, how much capacity exists, and whether the infrastructure can support long-term scale.
DQE supports hyperscalers, large AI platform operators, and data center developers with fiber infrastructure designed for:
• Massive east–west traffic across distributed facilities
• Custom-built routes aligned to long-term growth plans
• High fiber-count assets that support future AI density
• Infrastructure that scales without constant redesign
When hyperscalers and large data center operators evaluate a region, they look for fiber providers who can grow with them. This page demonstrates why DQE is that partner.
CUSTOM INFRASTRUCTURE, NOT PREDEFINED PRODUCTS
Large-scale AI and data center projects rarely fit inside standard product boxes.
DQE works directly with hyperscalers, developers, and operators to design custom infrastructure solutions, including:
- Custom-built fiber routes aligned to facility placement
- Dark fiber designed for long-term ownership and control
- High fiber-count builds planned for future phases
- Conduit access and custom conduit construction
- Infrastructure engineered around expansion, not just launch
What Makes DQE Reliably Different
Built for data centers and AI environments where downtime, congestion, and unpredictability are not acceptable.
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WHO WE SERVE
Hyperscalers and large AI platform operators
Infrastructure built to support massive scale, distributed architectures, and long-term AI growth.
Data center developers and colocation providers
Resilient interconnects, cloud on-ramps, and AI-ready infrastructure that scales with tenant demand.
Cloud and interconnect builders
Diverse, high-capacity routes between facilities and aggregation hubs.
Enterprises with high-performance compute needs
Advanced analytics, real-time processing, and AI-driven workloads without sacrificing reliability.
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Connecting the Region’s Data Centers and AI Infrastructure
DQE’s fiber backbone connects more than 27 data centers across Pennsylvania and beyond, delivering speed, redundancy, and route diversity most providers can’t match.
From metro interconnects to regional expansion, our network scales where your workloads need to go.
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SEARCH THE NETWORKSOLUTIONS FOR DATA CENTERS AND AI INFRASTRUCTURE
READY TO BUILD WHAT’S NEXT?
DQE connects the region’s most critical infrastructure and builds where your data needs to go.
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FAQ
REAL QUESTIONS FROM REAL TEAMS
Yes. DQE works with hyperscalers, large AI platform operators, and data center developers to design custom fiber, dark fiber, and conduit solutions aligned to long-term infrastructure growth.
Distributed AI environments generate heavy east–west traffic that can overwhelm single-path networks. Diverse physical routes reduce congestion and eliminate single points of failure.
Our backbone is engineered specifically for high-capacity optical traffic, without retrofitting or shared residential infrastructure.
Local engineers, immediate escalation from our NOC, and true physical path diversity create reliability few providers match.
Our local engineering and permitting teams operate with urgency and autonomy, enabling faster timelines than national providers.
For hyperscale and AI-driven environments, dark fiber often provides the control, flexibility, and long-term economics required to scale without constraint.