Telecommunications Infrastructure Deserves Better Intelligence

Noevant builds AI products from deep domain expertise. The model is consistent: take knowledge that lives in the heads of experienced practitioners, encode it into an AI system, and make it available at a scale and consistency that manual work can't match.

We just applied that model to enterprise telecommunications infrastructure — specifically to the Oracle Session Border Controller, the critical piece of infrastructure that manages every SIP call, every Microsoft Teams Direct Routing path, and every E911 emergency routing decision for a large enterprise.

The result is the SBC Analyzer.

The Problem It Solves

A session border controller configuration is a complex artifact. An enterprise SBC might have ten realms, fifteen session agents, seven session groups, nine local routing policies, and a set of SIP manipulation rules whose origins and purposes are often undocumented. That configuration represents decisions made by multiple engineers over multiple years, accumulated through upgrades, expansions, and integrations that each left their mark.

Reviewing it properly — finding the security gaps, the orphaned objects, the policy inconsistencies, the call paths that don't route the way they should — requires the kind of pattern recognition that takes years to develop. It takes a senior engineer hours to do well. And it's inconsistent: different engineers find different things, and what gets missed depends on who's doing the review and what they've seen before.

The SBC Analyzer changes that. Upload a running config. The AI model produces a structured analysis in seconds: every issue flagged, every issue explained, every issue given a remediation path. Call flows mapped. Security posture assessed. Compliance gaps identified.

It's not AI doing generic text analysis. It's decades of telecommunications engineering expertise encoded in a system that can apply it consistently to any config, at any scale.

What Makes This a Noevant Product

Noevant's value proposition is the intelligence layer — the encoded domain knowledge that turns AI into something genuinely useful in a specialized field, as opposed to something that sounds useful until you need it to actually know what it's talking about.

The SBC Analyzer's value is entirely in the domain knowledge embedded in its analysis engine. The security audit criteria. The specific call path patterns that matter in a modern unified communications environment. The SIP manipulation rules that indicate undocumented workarounds. The HA configuration parameters that tell you whether a failover will actually be clean. The E911 routing patterns that determine whether emergency calls reach the right PSAP.

That knowledge is the asset. The application wrapping it is the delivery mechanism.

The Product Roadmap

Phase 1: Multi-vendor support. Oracle, Cisco CUBE, AudioCodes, Ribbon — each with its own domain knowledge module, the same analysis framework.

Phase 2: Fleet intelligence. Continuous monitoring across a fleet. Changes flagged. Issues tracked over time. Compliance status maintained. A dashboard that tells you the health of your SBC infrastructure without requiring a human to look at it.

Phase 3: MSP platform. Multi-tenant fleet management for managed service providers. Per-client compliance baselines. Cross-client visibility. Alert routing. The economics that make consistent, high-quality SBC management possible at MSP scale.

Phase 4: AI-assisted remediation. Close the loop from analysis to action. The platform generates the exact ACLI commands to fix each issue, staged for review and approval before execution.

This is how Noevant thinks about its products: start with the most defensible asset — encoded domain knowledge — build the minimum viable delivery mechanism, establish the value in production, then expand the delivery surface. The SBC Analyzer is the first delivery mechanism for a telecommunications intelligence capability that has a much larger addressable surface.

The intelligence layer is built. The question is how far to extend it.