News & Insights - NumoData

60% of Telcos will abandon AI projects. Understanding is the missing foundation.

Network transformation is no longer a choice but a necessity. In the last decade, CSPs have effectively solved the “data collection” problem, but many operators today still struggle with the "data understanding” problem, because they have yet to turn vast complex data into a system that can understand dependencies, assess impact, and support automated decision-making with confidence.

How network intelligence unlocks real business value

At NumoData, we turn network complexity into actionable intelligence that reduces cost, creates revenue, and delivers efficiency - and we’ve proven it with some of the world's leading operators.

NumoData Launch Announcement

NumoData Launches as Independent Global Software Company Investing in AI-Powered Network Intelligence and Analytics. Read the full press release.

Semantic digital twin helps Vodafone Germany improve end-to-end network visibility and data quality management.

In June 2025, Vodafone Germany took a major step toward autonomous network operations, adopting EXFO’s semantic digital twin solution. Building on its EXFO heritage, NumoData is poised to excel in servicing the growing industry trend reflected by Vodafone’s decision.

From reactive to predictive: AI-powered common cause analysis stops problems from spreading.

Over the past year, major telecom outages—from BT in the UK to Optus in Australia and AT&T in the US—have disrupted emergency services, businesses, and millions of users. Common causes? Configuration errors, cascading failures, and slow root cause analysis.

Why AI projects fail without the right data — and what it means for telecoms.

A recent Gartner press release warns that poor data quality is jeopardizing enterprise AI efforts. With 63% of organizations unprepared or unsure about their data's readiness for AI, Gartner predicts that by 2026, 60% of AI projects lacking proper data management will be abandoned.

Digital twins. Reduce the risk, plan for the unpredictable.

A true digital twin isn’t just a mirror of reality, it’s a model that understands it. By adding meaning and relationships to data, semantic digital twins turn observation into action and create the foundation for trustworthy automation.

AI-driven operations aren't optional, they're survival. How to cut OPEX by 25% while network complexity explodes.

As telecom networks grow more complex and customer expectations rise, Communications Service Providers (CSPs) face a stark reality: AI-driven operations are no longer a strategic luxury - they’re a survival imperative.

Anomaly detection at machine speed: catch problems before customers do.

Technology infrastructures are more deeply interconnected than ever, and subscribers are increasingly hyper-connected. The pressure on operators to resolve problems before they impact users, is intense. What was once a competitive edge is now a baseline expectation.