Frequently Asked Questions

Typically within the first 3 to 6 months. Preventing a single major unplanned breakdown and the associated production halt often covers the cost of the SKOLDERN system for several years.

Yes. We offer a rapid, time-bound Paid Pilot Program. We connect the SKOLDERN AI system to a select number of your critical assets or systems so you can validate the AI accuracy and calculate actual cost savings in your own factory with minimal upfront commitment.

SKOLDERN is suitable for all factories and does not require a large budget. It is highly scalable, affordable, and easy to use for all technicians, making enterprise-grade AI accessible to everyone.

Our advanced AI supports a massive range of machines out of the box, including pumps, motors, compressors, CNC machines, HVAC systems, generators, and turbines. We cover 54+ categories natively.

General-purpose AI is built for broad pattern recognition, but industrial machinery operates on complex physics. SKOLDERN uses Physics-Informed AI trained on high-frequency mechanical harmonics and electrical transients. It understands the specific DNA of industrial assets, follows strict standards such as ISO parameters, and uses industrial training data including NASA-derived datasets.

Traditional systems are reactive: they alert only when a parameter such as temperature exceeds a preset limit. SKOLDERN is predictive. It identifies subtle mathematical shifts in machine behavior weeks before they reach a critical threshold, while the equipment can still appear normal to other systems.

Proactive inspection relies on humans taking manual readings intermittently. SKOLDERN continuously processes high-frequency multi-sensor data 24/7, catches micro-anomalies, and predicts downtime mathematically long before humans would notice a problem.

SKOLDERN provides a precise diagnosis of likely root causes. Instead of a vague alert like "high vibration," the system can issue warnings such as: "85% probability of bearing wear on Motor #3. Inspection recommended within 14 days."

Yes. SKOLDERN is context-aware and does not analyze machines in isolation. By analyzing data across multiple points, it can distinguish between a localized machine fault and a systemic issue, helping pinpoint the location and root cause within the broader factory ecosystem.

SKOLDERN is built to eliminate alarm fatigue. Its multi-stage filtering and context-aware analysis differentiate between transient operational noise, scheduled load changes, and genuine mathematical failure signatures. This keeps alerts reliable, verified, and actionable.

No. Integrating SKOLDERN is extremely easy. It does not require changes, modifications, or specialized equipment in your factory system. It connects non-invasively to what you already have running.

No. SKOLDERN is designed as a read-only analytical layer. It listens to and processes data without sending commands back to your machine control logic. This protects operational safety and prevents accidental shutdowns or interference with production settings.

We have you covered. For older machines without sensors or communication ports, we provide SKOLDERN Edge Sensors: non-invasive, high-precision vibration and thermal clips that can be attached quickly without wiring into the machine internal board.

SKOLDERN is a cross-industry platform. It monitors the mechanical and electrical DNA found in most industrial assets, including motors, pumps, and compressors. It can support sectors such as food processing, heavy manufacturing, facilities, and high-tech hospitals because it focuses on machine health.

Historical data accelerates learning, but it is not a prerequisite. SKOLDERN pre-trained models start delivering value by establishing an accurate real-time baseline for each machine within the first few days of operation.

The system is highly scalable. You can add new assets to your dashboard in minutes.

Yes, but under specific conditions that are discussed and agreed upon during the contracting phase.

Yes.

No. The platform is scalable and can support factories of different sizes and multi-site operations.

No, it empowers them. SKOLDERN acts as a 24/7 digital assistant. It eliminates tedious manual inspections and enables engineers to focus on high-value repairs and strategic planning, transforming them from reactive troubleshooters into proactive planners.

Alerts can be delivered via email, SMS, or directly into your existing Computerized Maintenance Management System (CMMS). Alert thresholds and routing can be customized based on severity levels and shift schedules.

SKOLDERN utilizes smart Edge Computing technology. Local gateways continue to collect and buffer data during an outage. Once the connection is restored, the data is synchronized with the cloud with zero loss in analytical continuity.

Not at all. SKOLDERN was designed for industrial engineers and technicians, not data scientists. The dashboard is highly intuitive and visual, requires less than an hour of training to master, and includes multi-language support.

An engineering report in PDF format is generated every hour, along with a daily summary report, totaling 25 reports per day. You can download reports to your device, review them, add notes before printing, and download reviewed data and programming codes directly.

Absolutely. We prioritize data sovereignty. All data is encrypted using TLS 1.3 in transit and AES-256 at rest. We provide account-isolated cloud storage and can offer on-premise deployments for classified or high-security environments.

No. SKOLDERN is built around data isolation and confidentiality. Your industrial data is handled inside secure, account-isolated environments and is processed by systems designed specifically for industrial analysis.

You do. Your factory remains the owner of its operational data and reports. SKOLDERN processes that data only to deliver monitoring, diagnostics, and predictive maintenance services under your agreement.

No. Customer environments are isolated, and your production data is not shared across accounts for external model training. Any model improvements are handled under strict data-governance controls.

Access is role-based. You can assign permissions by user responsibility, limit who can view specific assets or reports, and maintain controlled access for plant teams, managers, and service providers.

Yes. You can request data export and controlled data deletion according to contract terms and applicable regulations. This helps ensure business continuity and compliance at offboarding.

Yes. We provide partners with flexible programs and contracts to offer this service alongside their own products. Please check the Service Providers section for more details.

MEP contractors, industrial maintenance companies, HVAC service providers, facility management firms, and any company that services industrial machinery can partner with SKOLDERN. We also work with system integrators, consulting firms, technical manufacturing companies, electrical panel manufacturers, and related industries.

There are no complex technical or coding requirements. A basic understanding of your clients' mechanical and electrical systems is enough. Onboarding teaches your team how to deploy hardware if necessary, read the SKOLDERN dashboard, and translate AI insights into profitable service actions.

Not at all. SKOLDERN is a fully managed platform. You receive a Partner Dashboard to monitor your clients. All AI analysis, reports, and alerts are generated automatically. Your role is relationship management and on-site service.

Yes. The multi-tenant Partner Portal allows you to manage all clients, locations, and assets from a single interface. You can separate client data securely, assign specific technicians to particular sites, and generate performance reports.

Partners receive volume-based pricing and can set their own margins when integrating SKOLDERN into maintenance contracts. We provide flexible licensing per asset, per client, or across an entire portfolio.

Yes. Premium partners can customize the dashboard with their own branding, logo, and company colors. Reports can also be generated under your company name.

We provide technical support, technical assistance with installation for corporate clients, maintenance, update support, cloud support, data confidentiality assurance, engineering training on the system, and customized software solutions for legacy and complex systems.