GAINS - Generative AI for Networks and Sustainability

How GAINS works

GAINS provides automated decision support for complex telco/cloud operational workflows by integrating heterogeneous inputs (configurations, SLAs, delivery processes, service portfolio, and real-time telemetry) to produce standardized deployments, technical documentation, and predictive monitoring outputs

The system splits a complex operational workflow into specialized agents that cooperate through a shared knowledge base and controlled interfaces with human oversight (human-in-the-loop) or autonomously for pre-approved procedures.

The three core agents

• Network Monitor
  Predictive monitoring of network/cloud infrastructure efficiency and sustainability (energy, CO₂ emissions, resource utilization). It processes telemetry, environmental sensors, and external sources to detect inefficiency patterns, anomalies, and optimization opportunities, supporting over-provisioning reduction, dynamic resource allocation, and environmental compliance audits.

• Network Orchestrator
  Automated and optimized service deployment for telco and cloud. It reduces configuration time and manual errors, ensuring consistency with best practices and policy constraints. It synthesizes data from network devices, cloud environments, delivery processes, and corporate policies to generate standardized, adaptable configurations that can be approved or adjusted by operators.

• Knowledge Manager
  Automated creation and maintenance of technical/procedural documentation aligned with policies and SLAs. It produces operational manuals, compliance reports, troubleshooting guides, and deployment documentation, keeping artifacts consistent with infrastructure and policy changes by leveraging configuration repositories and contractual inputs.