memoryTechnology & how it works

Intelligent ingestion. Actionable precision.

Transform complex telecommunications documents into structured, queryable data in seconds. Our AI-driven platform parses IR.21s, identifies discrepancies, and provides executive-level telemetry without sacrificing structural integrity.

AI data ingestion visualization of documents flowing into a glowing crystalline core connected to a circuit network
IR.21 canvas — Partner_A_EMEALive
Data points
4,210
MCCs
186
LTE conflicts
3
VoLTE missing
1
<NetworkElement type="HSS" mcc="234" mnc="15"> <APN name="ims" qci="5"/> <APN name="internet" qci="9"/> <!-- WARN: VoLTE APN missing --> </NetworkElement>
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Data-First architecture

We never invent values. Every figure shown is sourced from a parsed document, a configuration file, or a live signaling capture — and the source is one click away.

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Streaming ingestion

Documents land, get parsed, validated against GSMA standards, cross-referenced with your live agreements, and surfaced as actionable insights — typically in seconds.

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Enterprise security

Single-tenant deployments, AES-256 at rest, TLS everywhere, SSO via your IdP, granular RBAC, immutable audit logs.

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AI grounded in your data

Our assistant has read-only access to your parsed roaming data and the GSMA spec corpus. It cites sources and refuses to guess.