Observability & overlay platforms
Vendor-agnostic tools that sit above a mixed-vendor environment, pulling in telemetry through open APIs and correlating across gear the vendor platforms above can't see into.
NA-005shipping
FlowAI & Intelligent Agents
Itential
The interesting design choice here is architectural: the AI never gets to actually touch the network. It proposes a workflow, and a separate deterministic orchestration layer enforces approvals, schedules the change into a maintenance window, executes it, validates the result, and rolls back automatically if something fails. It's one of the clearer answers to "how do you let a language model near production without losing control."
NA-006shipping
IP Fabric
IP Fabric
Discovers a network read-only over SSH and APIs and builds a mathematically accurate digital twin of its actual, current state. The agent angle is an Enterprise MCP Server that lets tools like Claude or Copilot query that twin directly (end-to-end path lookups, shadow firewall rules, missing segmentation) instead of guessing from general networking knowledge.
NA-007shipping
Forward Networks
Forward Networks
Similar territory to IP Fabric: a digital twin used to verify proposed changes deterministically before they touch production. It's here for a different reason than most agents on this page: a reminder that "verify before you act" doesn't always need an LLM in the loop, just good math and a reliable model of the network.
NA-008shipping
Selector Copilot
Selector AI
A multi-domain observability platform with a "network language model" front end, ingesting SNMP, gRPC, NetFlow, BGP, and syslog data. Engineers query across all of it in plain language instead of a proprietary query syntax.
NA-009shipping
Edwin AI
LogicMonitor
A narrower, ITOps-focused agent aimed squarely at alert fatigue: consolidating and reasoning across infrastructure alarms so a human sees one correlated incident instead of forty related pages.
NA-010actively developed
AI Control Tower
ServiceNow
Aimed at telecom operators rather than enterprise networks: a control plane concept meant to connect business intent, risk, and network execution across OSS, BSS, and CRM systems. More of an emerging architecture than a single deployable product today.
NA-026shipping
Fabrix.ai Network Observability
Fabrix.ai
A vendor-agnostic observability layer, not a single-purpose agent: it ingests network, application, and infrastructure telemetry through more than a thousand pre-built connectors (Cisco, Juniper, Arista, Prometheus, Datadog, and more), correlates events across domains to find root cause, and can trigger closed-loop remediation through Ansible, Python, or Cisco NSO playbooks.