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Strategies for Telecom Executives Navigating the Opex Conundrum

Telecom operators can reduce opex without chasing a single fashionable technology. This guide shows how to baseline costs, manage energy, compare network options, rationalize legacy systems and validate AI savings.
From TheFinanceBase Team7 min to read
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Telecom operators reduce operating expenditure most reliably by building a granular cost baseline, treating energy as a portfolio of operational and commercial decisions, simplifying duplicated technology and processes, and testing automation or AI against service-quality guardrails. No single choice—public cloud, Open RAN, network automation, legacy shutdowns or generative AI—has a universally proven payback. The right mix depends on network age, traffic, geography, electricity prices, spectrum and coverage obligations, supplier contracts, and internal capability.

Start with a defensible view of where opex goes

Separate spending by network domain, site, equipment layer and activity wherever data permits. At minimum, create a view of radio access, core, transport, data centers, facilities, IT, field operations, procurement and customer-facing support. Keep energy, labor, maintenance, licenses, leased capacity and supplier services as distinct categories so a saving in one line is not mistaken for a reduction in total company opex.

Measurement quality is often the first constraint. In a McKinsey survey of 30 telecom technology, procurement and sustainability officers conducted in the first half of 2023, 53% said they had limited or no use of real-time energy-monitoring tools, while only 33% tracked energy key performance indicators at individual-site level. Appoint one senior owner with authority across network operations, facilities, procurement, IT and finance; set a baseline period; define the denominator for every target; and pilot before scaling.

  • Energy denominator: cost per site, per radio unit, per gigabyte or as a share of network opex.
  • Technology denominator: IT cost as a percentage of revenue, cost per application or cost per transaction.
  • Service guardrails: availability, latency, dropped sessions, coverage, capacity headroom, restoration time and customer complaints.
  • Financial controls: recurring versus one-time savings, capital required, migration cost, contract exit fees and implementation labor.

What are the biggest controllable telecom operating costs?

Energy, technology and network operations usually provide the most actionable levers, but their relative weight varies by operator. Energy can be a major cost without being the largest total expense in every market. The GSMA’s The Mobile Economy 2025, published in January 2026, estimates energy at approximately 20% of an operator’s total operational costs. That is a broad industry estimate, not a forecast for an individual company.

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Traffic growth, new-site rollout, higher electricity prices and the transition away from legacy technologies can all push energy use or cost upward even while efficiency improves. Finance teams should therefore track both absolute bills and intensity metrics, and should model demand growth rather than treating a percentage reduction as permanent.

How can operators cut network energy costs?

McKinsey’s February 2024 analysis groups the opportunity into four connected levers: site design, analytics-based optimization, energy pricing and sourcing, and technology shifts. It estimates that a holistic approach could deliver 15–30% energy-cost savings. This is a consulting estimate, not a guaranteed reduction and not a claim about total company opex.

Improve the measurement layer

Install carrier-grade, appropriately rated metering and connect readings to site, equipment and tariff data. A consumer electricity meter should not be specified for carrier infrastructure without engineering, safety, calibration and communications review. Reconcile utility invoices with meter data, flag abnormal baseload, and establish a repeatable method for allocating shared-site consumption.

Optimize equipment and sites

Use traffic and environmental data to tune cooling, power systems, radio configurations and sleep modes where equipment supports them. Test changes during low-demand periods and verify that coverage, emergency access, capacity and resilience remain within policy. Consolidating shelters, improving airflow or redesigning power conversion can require capital but may lower recurring energy and maintenance costs.

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Use procurement and commercial levers

Compare tariffs, demand charges, contract terms, renewable-power options and on-site generation against the operator’s geography and load profile. A lower unit price can be offset by peak-demand penalties, fixed charges or intermittency-related resilience costs. Record the carbon effect alongside the financial return rather than treating sustainability as a separate scorecard.

Compare energy initiatives on one scorecard

Decision factor Questions for the business case
Impact Does the estimate apply to the energy bill, network opex or total company opex?
Capital and timing What equipment, software, site work and implementation labor are required, and when does recurring saving begin?
Service risk Could the change affect coverage, capacity, latency, availability or disaster recovery?
Data and skills Can the operator measure a counterfactual baseline and operate the new controls?
Geography How do tariffs, climate, grid reliability, leasing rules and network composition alter the result?
Sustainability What are the effects on emissions, renewable sourcing and equipment life?

Make technology capability and simplification work together

Cost reduction does not require indiscriminate cuts to engineering or IT. McKinsey’s February 2025 benchmark of more than 20 operators covered business functionality, operating model, engineering excellence, architecture, cloud and data/AI. Top-quartile technology-capability operators had an average IT cost-efficiency ratio nearly 30% lower than peers. The benchmark supports a relationship between stronger capability and lower relative IT cost; it does not prove that a particular product or investment caused the difference.

  1. Inventory applications, interfaces, data stores, network management tools and manual processes that perform overlapping work.
  2. Rank duplication against customer, regulatory, resilience and network requirements.
  3. Choose a target architecture and retire or consolidate components with an explicit migration owner.
  4. Measure outcome metrics such as incident effort, release frequency, infrastructure utilization and cost per transaction.

Evaluate public cloud and AI workload by workload. The available evidence does not establish that moving a core, RAN, OSS or BSS function to public cloud automatically lowers cost; egress, resilience, licensing, skills, utilization and operating-model changes can reverse an apparent saving.

How should executives compare network-technology options?

The GSMA’s The Mobile Economy North America 2025 reports that operators ranked network and service automation, Open RAN, energy-efficient infrastructure, generative AI and public cloud (for core/RAN or OSS/BSS) among their top three opex-reduction approaches. This is a North America survey of priorities, not a global ranking or evidence that the options have equal economics.

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Option Evaluate before approval
Network and service automation Closed-loop maturity, data quality, integration with assurance and orchestration, exception handling, workforce redesign and measurable reduction in manual work.
Open RAN Multi-vendor interoperability, performance and energy profile, integration testing, site upgrade needs, supplier support and migration risk.
Energy-efficient infrastructure Power draw at expected traffic levels, cooling and resilience requirements, replacement cycle, maintenance model and embodied-carbon trade-offs.
Generative AI Defined workflow, data access, human review, security, compute cost, model errors and evidence of reduced handling time or incidents.
Public cloud Total lifecycle cost, utilization, data transfer, availability design, licensing, skills, regulatory constraints and exit strategy.

Use total lifecycle cost rather than headline unit prices. Require each proposal to state its impact denominator, baseline, implementation cost, service guardrails, vendor dependence and expected time to value.

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When does legacy-network rationalization make sense?

GSMA’s The Economic Benefits of Legacy Network Rationalisation estimated a 4–6% opex reduction for a typical mobile operator in a developed market. The analysis dates from approximately 2019, so the figure should be treated as a historical, market-qualified estimate rather than a current universal benchmark.

A shutdown case must account for remaining customers and devices, roaming and wholesale obligations, emergency-service access, regulatory approvals, migration communications, replacement spectrum or capacity, contract termination fees and the target architecture. Model the one-time migration cost and the residual run cost after decommissioning; a nominal saving is not recurring until both are included.

Apply AI to measurable operational workflows

A February 2026 McKinsey issue brief describes AI applications in energy management, field-route and scheduling optimization, and predictive maintenance. It estimates that combined AI-driven operational use cases could reduce total network opex by 15–30%. This is consulting analysis, not an independently audited industry result, and it does not quantify implementation or compute costs.

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Use a controlled pilot

  1. Choose one workflow with a visible cost baseline, such as truck rolls, energy anomalies or maintenance dispatch.
  2. Define the counterfactual, target metric and service-quality limits before deploying the model.
  3. Keep human approval for safety-critical or customer-impacting actions until accuracy and escalation behavior are proven.
  4. Compare results with a control group or matched historical period, including labor, licenses, integration and compute costs.
  5. Scale only when measured recurring benefit exceeds the required operating and governance cost.

A practical executive decision cycle

  1. Diagnose: build the spend, energy and service baseline at the finest reliable granularity.
  2. Prioritize: rank opportunities by recurring value, capital, speed, risk, carbon effect and organizational readiness.
  3. Pilot: test one site cluster, process or network domain with explicit guardrails.
  4. Validate: have finance reconcile realized savings to invoices, workforce records and supplier charges.
  5. Scale or stop: expand only when operational evidence supports the business case; otherwise redesign or terminate the initiative.
  6. Institutionalize: assign ongoing owners, refresh targets for traffic and tariff changes, and report savings and service outcomes together.

Common failure modes

  • Claiming a percentage saving without saying whether it is energy cost, network opex, IT cost or total company opex.
  • Scaling a technology chosen from an operator survey without a local cost and integration case.
  • Reducing site power or maintenance without capacity, resilience and emergency-service checks.
  • Counting avoided future spend as realized recurring saving.
  • Ignoring migration, training, contract, data and compute costs.
  • Retiring a legacy layer before verifying device populations, wholesale commitments and regulatory duties.

The Bottom Line

The strongest telecom opex strategy is a measured portfolio: expose the cost baseline, attack energy with site, operational and commercial levers, simplify technology, and test automation or AI in bounded workflows. Treat every published percentage as scope-specific evidence, then scale only what produces verified recurring savings without breaching service and resilience requirements.

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