With budget bloat across technology environments, organizations are turning to telecom expense management to regain control by connecting moving parts before network costs turn into waste.
Summarize this article with:
Why Network Spend Is Increasing (and How Telecom Expense Management Can Help )
Network spend is rising due to increased traffic and support needed for AI workloads, which are outpacing how quickly finance and operations teams can track. Increased traffic also creates a practical problem: orders, contracts, invoices, inventory, and support agreements move ahead of actual deployment.
With budget bloat across technology environments, organizations are turning to telecom expense management to regain control by connecting those moving parts before network cost turns into waste.
Why is there a network spend increase?
Network spend is increasing because AI is creating heavier demand for network hardware. This rise is due to a focus on data centers, cloud environments, and AI-ready enterprise networks. Cisco, HPE, and Arista Networks have all pointed to AI-related demand as a major force behind recent networking growth. Cisco specifically reported that networking product orders rose 40% year over year in Q4, its eighth consecutive quarter of double-digit growth (investor.cisco.com).
Consistent year-over-year growth is telling a story consistent with the trend: organizations are buying more network capacity before they fully ingest it into their estates. AI projects, refresh cycles, hybrid cloud expansion, and data center modernization all require switching, routing, wireless, security, and support services.
The main challenge for organizations is that network hardware orders can outpace installation and usage. As a result, finance teams pay for assets that are not yet producing operational value.
The hidden gap between orders and operational reality
The biggest network spend management issue is not always the price of hardware itself. The gap between what has been ordered, what has shipped, what has been installed, what is active, and what is being billed becomes harder to manage as order volumes rise. When order stages are tracked in different systems or by different teams, discrepancies become almost inevitable.
Common problems teams encounter include:
- Equipment appears in inventory before it is installed or configured.
- Support agreements begin before hardware is deployed.
- Invoices arrive before internal teams confirm receipt or usage.
- Retired or unused equipment remains tied to active billing.
- Internal inventory counts do not match actual operational status.
Network cost noiselessly grows when the chain action when an order is placed is not efficiently managed. A company may be billed for unused equipment, or it may pay for support services on devices still sitting in a warehouse, waiting for installation. Over time, those timing mismatches create avoidable expenses and make telecom cost reduction harder.
How does telecom expense management help?
Telecom expense management (TEM) helps by synchronizing the full chain of network activity: orders, contracts, invoices, inventory, and support agreements. Instead of treating telecom invoice management, procurement, and inventory management in telecom as separate tasks, a TEM program connects them so each financial event can be checked against the real status of the asset or service.
A strong telecom cost management process should help teams:
- Match purchase orders to shipments and installed assets.
- Validate invoices against contract terms and approved pricing.
- Confirm whether support agreements align with deployment dates.
- Identify equipment that is billed but not active.
- Maintain a cleaner inventory that reflects operational reality.
According to Hyoun Park, Calero VP of Telecom and Mobility Management:
“Telecom expense management is great for governing the relationship between network assets, carrier services, orders, contracts, warranties, and ongoing spend into a single system of record that gives your team the visibility to govern what that [telecom] lifecycle is managing.”
The benefit alongside robust reporting is better timing in acting on report findings. When inventory, contracts, invoices, and support agreements stay aligned, organizations can reduce leakage, challenge incorrect charges, and avoid paying too early for services they are not using.
Better visibility turns growth into control
AI-driven network expansion is not slowing the need for disciplined telecom cost management. AI instead drives more urgency for discipline among telecom environments. The real question behind why network spend is increasing is not whether companies need more capacity, but whether they can manage that capacity financially from order through activation.
Telecom expense management gives teams a practical way to control rising network spend without blocking necessary growth. By improving visibility across inventory, invoices, contracts, and support, organizations can support AI-ready networks while keeping network cost accountable, accurate, and aligned with actual use. If you are curious about more that Hyoun Park has to say, you can watch his TEM in 5 episode covering The Hidden Cost of Unused Network Equipment, where he uses his over 25 years of experience inspecting and demystifying industry trends in telecom and mobility.
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