Spotlight on Tech

AI + 5G at the edge: From hype to shaping real outcomes in telecom

By
Vijayalaxmi Shinde
Marketing Director
Rakuten Symphony
January 21, 2026
3
minute read

Artificial intelligence and 5G are converging to create ultra-low-latency, real-time decisioning across networks and industries. In this context, outcome-driven use cases powered by edge compute, high-speed connectivity, and application intelligence are shaping the next wave of digital transformation – an idea that came sharply into focus during a recent discussion led by Abe Nejad of The Network Media Group (NMG).

Speakers:

  • Bhupinder Singh – President, APAC, Vodafone
  • Faisal Ghazaleh – Global Head of Solutions – OSS, Rakuten Symphony

Watch the full interview.

Rather than treating AI as a standalone “use case,” the discussion framed it as an enabling layer that must be embedded across three dimensions at once: connectivity (5G speed), processing (GPU capacity and edge computing), and the application layer (where the business logic lives). This outcome-back approach starts from the KPI that matters to the enterprise, such as reduced wait times, fewer incidents, higher throughput, and then works backward to the right mix of network, edge, and software.

Edge computing emerged as the missing link between 5G’s bandwidth and AI’s intelligence. Without local processing, data must traverse to the cloud and back, eroding the latency advantage that real-time use cases depend on. Practical examples highlighted how edge-processed sensor data can power instant hazard warnings for vehicles and drive double-digit energy savings in networks through intent-based algorithms that dynamically allocate radio resources.

Security, privacy and ethics in focus

With data treated as a national resource in many regions, the leaders underscored the importance of data sovereignty, transparent guardrails for AI systems, and the need for standards bodies to keep pace. Trust was positioned as the new currency: operators must demonstrate integrity, lineage, and safety across models – agentic or otherwise – while aligning with emerging ethical frameworks.

Finally, the session broadened beyond enterprise ROI to societal value, using AI + 5G for public safety, disaster prevention, and environmental monitoring, explaining that the same architecture that boosts operational KPIs can also protect lives and the planet.

Key takeaways

  • Outcome-back, not tech-forward: Start with the business result, then map connectivity, compute (edge/GPU), and application logic to deliver it.
  • Edge is the latency bridge: Real-time use cases need local processing to convert 5G throughput into immediate actions.
  • Vertical motion first, then scale: Captive and compliance-heavy environments adopt faster; cracking mid-market economics is essential for broader uptake.
  • Trust is the operating system: Data sovereignty, security by design, and ethical AI are now baseline requirements, not afterthoughts.
  • From cost to contribution: The same stack that lowers OPEX (e.g., energy optimization) can advance safety, resilience, and sustainability outcomes.

Turning 5G speed and AI intelligence into real-time actions
“We need to have a strategy that’s use-case driven and focused on what we want to deliver to the customer, rather than implementing technology for the sake of technology. We bring AI into these three aspects to deliver real value – enabling real-time visibility, monitoring, and actions that truly make a difference.”
— Faisal Ghazaleh, Global Head of Solutions – OSS, Rakuten Symphony
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