LLMs can help operators boost common practices, like service assurance and RCA, thanks to their ability to process and parse data from disparate sources – providing human intelligible output and providing clear inputs for ticketing systems and audit trails. AI is…
Evolving IR.21 and IR.85 Change Implementation
IR.21 and IR.85 changes affect multiple systems and teams. To automate them properly, providers need an end-to-end approach covering three stages: detect, assess, and deploy. Detection alone, such as through RAEX, is not enough. Operators also need automated impact assessment across…
Automating IR.21 and IR.85 Change Implementation
This whitepaper explains why roaming operations have become a prime candidate for automation. IR.21 and IR.85 agreements are long, complex, and updated frequently. Most operators manage hundreds of them. Each change triggers manual reviews, network updates, validation, and governance checks, creating…
Four Practical Lessons in AI Readiness for Telcos
This whitepaper focuses on how telcos can apply AI in practical, low-risk ways that deliver value today. It moves past hype and sets out four lessons based on real deployments. First, Large Language Models can sit inside process flows to improve…