The Visibility Gap – Making Telco OpEx Transparent and Intelligent 

Contributing experts

A Note to Telco Executives and Boards 

Telecommunications is at an inflection point. Operating expenses absorb the majority of industry revenue, while growth from core connectivity has slowed to low single digits. At the same time, shareholders demand stronger returns, regulators tighten ESG requirements, and customers expect flawless digital experiences. 

Enabling the Autonomous Telco requires a fundamental reset of operations. AI-powered OpEx delivers that reset by creating visibility where there is opacity and shifting operations from reactive to predictive. Across industries, predictive maintenance has been shown to cut downtime and reduce maintenance costs by double digits. Generative AI copilots accelerate decision-making and preserve knowledge, while energy optimisation lowers both costs and emissions. 

The business case is clear: operators that act decisively can achieve double-digit OpEx reductions, accelerate service rollout, and make measurable ESG progress. Those who delay risk widening valuation gaps, regulatory penalties, and competitive erosion as peers modernise faster. 

Executive Summary 

Telecommunications operators now face this defining moment. Costs are rising, shareholder returns are lagging behind other industries, and customer expectations continue to climb. Meanwhile, regulatory bodies are enforcing stricter sustainability standards, putting pressure on energy-intensive operations. 

AI-powered OpEx offers a way forward. By turning opaque operations into transparent systems and shifting from firefighting to foresight, telcos can regain control. Predictive maintenance reduces disruption and unplanned repair costs. Generative AI copilots augment overstretched teams, helping decisions happen faster. Energy optimisation cuts both costs and carbon, aligning financial imperatives with ESG demands. 

The path is not just about efficiency. By freeing capital for reinvestment, AI-powered OpEx enables faster deployment of 5G and edge services, greater resilience, and improved customer trust. For boards, the conclusion is clear: those who embrace this shift will set the pace for competitiveness and growth in the next decade. 

Key Takeaways: Enabling the Autonomous Telco 

  • Prioritize OpEx efficiency. Operating costs consume the lion’s share of revenue, constraining reinvestment and innovation. 
  • Shift from reactive to predictive. AI-driven maintenance and analytics cut downtime and repair costs dramatically. 
  • Make visibility non-negotiable. Transparent expense and energy data empower better decisions, protect margins, and ensure ESG compliance. 
  • Treat efficiency as growth capital. Savings are not an end in themselves — they are fuel for growth in 5G, edge, and customer experience.

Why Now? The Business Imperative for Autonomous Operations 

Incremental change is no longer enough. With margins tightening, every percentage point of efficiency has strategic weight. Investors are watching closely: telecom shareholder returns continue to lag behind technology and adjacent sectors. Boards are acutely aware that weak TSR translates directly into pressure on leadership. 

At the same time, external shocks are making operations harder to manage. Rising energy costs, supply chain disruption, and tariffs on network equipment are squeezing budgets. Regulators in Europe and the US are ramping up ESG expectations, making energy inefficiency not just expensive but non-compliant. 

Meanwhile, technology is changing the competitive baseline. Generative AI, agentic AI, and predictive analytics are already in production for leading operators, shifting the performance curve. Those who adopt are seeing faster time-to-repair, leaner operations, and greater resilience. Those who delay are left with outdated cost structures and slower customer response. 

For boards, the decision is no longer whether AI-powered OpEx is relevant, but whether they can afford to wait. 

AI-Powered OpEx: From Cost to Intelligence 

The visibility gap in telecom operations has become a board-level risk. Legacy systems, siloed processes, and opaque costs make it impossible to manage with precision. AI-powered OpEx closes this gap, transforming cost control into a foundation for intelligence, resilience, and growth.

1. From Reactive to Predictive 

For decades, operators have reacted to problems after they occur. AI enables a proactive shift. Predictive maintenance anticipates faults, reducing downtime and costly truck rolls. 

Agentic AI systems go further, coordinating fixes across network domains automatically. Generative AI copilots give engineers and managers immediate answers, preserving institutional knowledge in the face of skill shortages. Together, these tools move operations from firefighting to foresight.

2. Visibility Creates Control 

AI-driven expense management reveals hidden costs and billing errors. Energy analytics turn one of the largest OpEx line items into a measurable area of savings. ESG dashboards provide real-time oversight of emissions, giving boards confidence in compliance and credibility with investors. Transparency of this kind strengthens governance and enables better decisions at speed. 

3. Efficiency Unlocks Growth 

Efficiency is not the end state — it is the enabler of growth. By automating processes and removing silos, operators free resources that can be redeployed into new services. Savings become growth capital, funding faster 5G and edge rollouts, while improved operational resilience enhances customer trust. In a saturated market, this is the difference between competing on price and differentiating on value. 

Future Outlook: The Autonomous Telco in 2030 

By 2030, the leading operators will look very different. Networks will self-optimize across RAN, transport, and core. Predictive models will anticipate and resolve issues before they reach customers. Generative AI copilots will be embedded across all functions, reducing reliance on scarce specialists and enabling faster, more consistent decisions. 

From a financial perspective, double-digit reductions in OpEx will free billions in capital for reinvestment, narrowing the valuation gap with other industries. From a regulatory perspective, energy-optimized networks will not only meet but exceed ESG targets, turning sustainability into a competitive differentiator. Most importantly, customer experience will be defined by reliability and responsiveness — hallmarks of autonomous operations. 

Boards that act decisively now will not only stabilize today’s economics, they will position their organisations as digital experience leaders for the decade ahead. 

Act Decisively, Act Now 

Telecom operators are facing an economic and operational reckoning. Costs are high, expectations are higher, and the competitive landscape is moving fast. AI-powered OpEx is no longer a tactical lever — it is the strategic foundation for competitiveness, compliance, and growth. 

The message for boards is clear: efficiency must be treated as growth capital, visibility must become non-negotiable, and autonomy must be the goal. The gap between leaders and laggards will widen sharply over the next five years. The time to close the visibility gap — and to enable the Autonomous Telco — is now.

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