The entire hardware lifecycle. In one platform.

From demand forecast to purchase order. From telemetry ingestion to predictive refresh. From spares optimization to automated RFQ. Gearbox replaces spreadsheets, emails, and tribal knowledge with a single operating system.

Digital Twin Explorer

Gearbox ingests telemetry from your existing CMDB and network devices via OpenConfig gRPC. It builds a live graph model in Neo4j—every chassis, line card, optic, and connection.

Click any node to see real-time telemetry, lifecycle data, and procurement history. No more spreadsheets, no more blind spots.

See it in action
[Screenshot: Digital Twin Explorer]

Demand Forecasting

Subscriber growth. Traffic patterns. New service launches. Our XGBoost model translates business drivers into hardware requirements.

Twelve-month rolling forecasts with confidence intervals. Procurement teams know what to order and when, down to the SKU and warehouse.

See it in action
[Screenshot: Demand Forecast Dashboard]

Predictive Refresh

When a line card's CRC errors trend upward and its temperature drifts past baseline, the Weibull survival model flags a predicted failure window.

87% failure probability within 90 days. Confidence bands show uncertainty. One click generates a replacement BoM and pushes it to procurement.

See it in action
[Screenshot: Survival Curve Chart]

Spares Optimization

Poisson base-stock models calculate optimal safety stock per warehouse, per SKU.

Minimize carrying costs while maintaining service-level targets. The system adjusts automatically as demand patterns shift.

See it in action
[Screenshot: Spares Optimization Dashboard]

Automated RFQ and Procurement

Turn a BoM into a competitive RFQ in one click. Gearbox normalizes supplier responses by currency and Incoterms, flags non-compliant lead times, and highlights the best value.

cXML PunchOut to SAP Ariba. One-click award. Procurement cycles shrink from weeks to hours.

See it in action
[Screenshot: RFQ Comparison Table]

Multi-Operator Data Moat

Your models get smarter as more operators join. Differential privacy and federated learning mean your raw data never leaves your environment.

Aggregate failure patterns across the industry without exposing individual network topology. Collective intelligence, zero compromise.

See it in action
[Screenshot: Federated Learning Dashboard]

Integrations

Connect Gearbox to the tools you already use.
Cisco CommerceJuniper Partner PortalSAP AribaServiceNow CMDBNetcoolOpenConfigOpenEoX

Enterprise-grade security from day one.

Your network topology and procurement data are among your most sensitive assets. Gearbox protects them with industry-standard controls.

Certifications and Compliance

SOC 2 Type II (in progress). TLS 1.3 for all data in transit. AES-256 for data at rest. Penetration tested quarterly.

Access Control

SAML and OIDC SSO. Role-based access control with granular permissions. Row-level security ensures operators see only their data.

Data Isolation

Multi-tenant with cryptographic tenant isolation. Federated learning means raw telemetry never leaves your environment. Audit log for every action.

Ready to see it in action?