As CSPs accelerate their adoption of AI and move toward more autonomous networks, the accuracy, structure, and governance of network inventory data has become critical. This Appledore Research report examines why modern inventory is no longer just an OSS function, but a foundational requirement for AI‑driven automation, agentic decision‑making, and network digital twins.

The report explores how increasing network dynamism—driven by virtualization, cloud, DevOps, and software‑defined architectures—has exposed the limitations of legacy inventory approaches. It explains why AI, orchestration, and agentic systems cannot deliver reliable outcomes without a trusted reference for network state, intent, and history, and why inventory provides that reference.

Drawing on operator case studies from Lumen and TDC NET, the report shows how modern inventory platforms improve data accuracy, simplify OSS landscapes, and create an AI‑ready foundation for autonomy across the network lifecycle. It also addresses the risks of “build‑not‑buy” inventory strategies, highlighting the importance of embedded network ontology and operational knowledge.

For CSP leaders, architects, and vendors, this report provides a practical view of how inventory underpins trustworthy AI, closed‑loop automation, and the transition to autonomous networks. It makes the case that autonomy starts not with AI—but with inventory done right.

This white paper is free to read, courtesy of sponsorship by Blue Planet, a division of Ciena.