Telcos Struggle to Scale AI as Only 13 per Cent Reach Production

Communications service providers have deployed artificial intelligence across dozens of operational trials, but only 13 per cent of operators have successfully scaled those deployments into full production environments.

The deployment bottleneck persists even though nearly 75 per cent of companies report positive results during initial pilot phases, exposing structural friction inside legacy telecom IT stacks.

Industry consortium TM Forum and regional operators will address the operational divide on November 5 during a joint technical briefing on autonomous network infrastructure and agentic customer experience. The session brings together Joann O’Brien, vice president of composable IT and ecosystems at TM Forum, alongside Seetha Gurunathan, global head of strategy and transformation at Vodafone, Shekhar Kulkarni, chief IT architect at Deutsche Telekom, and Seshan Krishnamurthi, vice president for Africa and Central Europe at Covalense Digital.

The Bottleneck in Monolithic Billing Systems

Legacy business support systems remain the central roadblock for carrier monetization. Traditional billing architectures were engineered for static monthly invoicing rather than real-time micro-transactions, non-terrestrial satellite network access, or dynamic algorithmic pricing.

When carriers attempt to bolt generative or agentic intelligence onto these rigid systems, integration costs surge and transaction speeds falter. The industry push now centers on replacing monolithic enterprise software with modular, cloud-native components communicating through standardized application programming interfaces.

Moving from Reactive Chatbots to Agentic Systems

Customer service operations represent the initial testing ground for carrier autonomy. Early deployments relied on basic script-based chatbots that answered recurring billing queries, but network operators are now testing autonomous software agents capable of executing account modifications and diagnosing network faults without human intervention.

Giving software agents execution authority introduces operational liabilities. Carriers must balance automated problem resolution against transactional accuracy, data compliance, and consumer trust across diverse regulatory jurisdictions.

Standardizing Open Architecture Across Vendors

Multi-vendor integration requires common software standards across global supply chains. TM Forum is pushing its Open Digital Architecture framework to establish interoperable, plug-and-play IT components that prevent telecom operators from locking themselves into single-vendor software suites.

Standardized interfaces allow operators to deploy machine-learning models from independent software vendors directly into existing network workflows. Without open architecture standards, every software upgrade requires bespoke systems integration that slows time-to-market.

Measuring Returns on AI Capital Expenditures

Telecom operators face mounting investor pressure to justify heavy capital allocations to digital transformation projects. Evaluating returns requires a metrics framework that tracks real operational expenditure cuts, customer churn rates, and service provisioning speeds alongside headline revenue gains.

Network operators will test whether these modular architectures can deliver measurable financial returns when the industry reviews production deployments in the upcoming operational cycle.