{"id":3528,"date":"2026-03-10T14:51:02","date_gmt":"2026-03-10T13:51:02","guid":{"rendered":"https:\/\/dev.sem-webagentur.de\/tensoryce\/faq\/"},"modified":"2026-06-19T11:21:22","modified_gmt":"2026-06-19T09:21:22","slug":"faq","status":"publish","type":"page","link":"https:\/\/tensoryze.com\/en\/faq\/","title":{"rendered":"FAQ"},"content":{"rendered":"\t\t
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FAQ<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Frequently Asked Questions<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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Platform & Economics<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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When will we see results\u2014and how does tensoryze pay for itself across multiple use cases? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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We work in three steps: Understanding (on-site meeting, target vision), Validation (proof of concept in your environment), and Rollout. The first visible results appear within weeks. Once the foundation is in place, the total cost of ownership decreases significantly with each additional use case, since integration, permissions, and operations are already set up. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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How does Tensoryze differ from an MES, a historian, a BI tool, or a cloud-based industrial suite? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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An MES manages orders, a historian stores time series, a BI tool visualizes data, and a cloud suite typically requires data to leave the site. tensoryze bridges the gap: it captures or consolidates data, places it in the production context, and makes it immediately available for various applications\u2014on your infrastructure, with a single authorization model, a single database, and a single audit trail. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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How is Tensoryze licensed? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Licensing is based on each location, with a clear framework for connected lines and applications in use\u2014not per data point and not per user. We will work with you to define the specific framework, depending on your operating model (on-premises, air-gapped, cloud) and the range of applications you intend to use. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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How secure is this investment\u2014what will happen to our applications if Tensoryze is no longer a suitable partner? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Data is stored in open formats within your infrastructure; export interfaces are a built-in platform feature, and interfaces comply with industry standards (OPC UA, Sparkplug B, MQTT, REST). Open-source components form the foundation\u2014no proprietary lock-in. In the worst-case scenario, you retain your data, models, and structures; you would only need to replace the user interface. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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Do we need to build up internal platform expertise, or will you handle the operations? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Both approaches work. They work just as well with small IT teams as they do with established DevOps organizations. If desired, our engineers can take full responsibility for operations, updates, and monitoring (managed service option). We always work together with your team to set up the system at your facility\u2014connecting it to your production lines, adapting it to your roles, and training your employees. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Production & Quality <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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What exactly does an operator see on the line\u2014and how much time does the platform take up per shift? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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On the line terminal, the operator can see the current status of his line, open tickets from the current shift, and alarms that require his attention. They must enter the information that used to be written on a piece of paper: reason for downtime, handoff notes, and quality findings. The interfaces are designed for the shop floor\u2014operable while wearing gloves, on the move, and in noisy environments, with voice input via cell phone or tablet for hands-free situations. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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How does the digital shift log work compared to a paper slip or Excel? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Tickets, downtime, shift notes, and quality incidents are recorded on a timeline for each shift\u2014including the timestamp, machine, order, and people involved. When the shift changes, the information is passed on\u2014not tied to any one individual. Past shifts are searchable; the shift log also serves as the basis for audits and root cause analyses. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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Which KPIs are calculated out-of-the-box, and how reliable are they? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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OEE and its three components (availability, performance, quality), downtime and root cause analyses, line and shift comparisons. Calculated automatically from the connected data as soon as the line is located in the Unified Namespace. The exact calculation rules can be customized initially. The figures are reliably determined through the link to the job and shift\u2014a downtime between two jobs is evaluated differently than one in the middle of production. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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How can we prevent alarm fatigue when every incident triggers an alarm? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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You can define rules not only using thresholds, but also using trends, patterns, and SPC charts\u2014and with escalation chains (e.g., operator \u2192 shift supervisor \u2192 maintenance) and time windows for each level. In addition, each alarm is designed according to an opt-in model; if a notification is no longer desired, it can be individually suppressed at any time. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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What does optical inspection achieve on an actual production line\u2014and for which components, cycle times, and defect types is it suitable? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Camera-based real-time inspection for surface defects, assembly deviations, and completeness checks\u2014using traditional image processing methods and AI models, often in combination. The inspection system makes decisions for each component in sync with the production line; the results are recorded directly in the shift log and included in the quality report. We\u2019ll test your components to determine whether a particular application is suitable before you make your initial investment. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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IT\/OT Integration & Data Layer <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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What is a unified namespace, and do we already need one? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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A hierarchically organized structure (ISA-95: Enterprise \u2192 Site \u2192 Area \u2192 Line \u2192 Cell \u2192 Equipment) in which each measurement value can be uniquely addressed. Only then does a value become usable information. You don\u2019t need it beforehand: if no structure exists, we\u2019ll build it together; if one exists (e.g., via Sparkplug B), we\u2019ll integrate ourselves as the host application. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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Which machine and system protocols do you connect to\u2014and what do you do with older machines that lack a modern interface? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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OPC UA and MQTT are supported natively. The Unified Namespace and Sparkplug B structure communication between applications. Our engineers can integrate additional protocols as needed. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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Why Sparkplug B\u2014and what does tensoryze do with it? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Sparkplug B makes MQTT ready for production: defined topic structures, creation and deletion messages, and clear state semantics for each edge node and device. This also standardizes communication between various applications. tensoryze integrates existing Sparkplug infrastructure as a host application or provides its own solutions. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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Does the production environment have to be available for the connection, and does Tensoryze send a response back to the OT? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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No, production continues\u2014each connection per line is a read operation. A connection without write permissions is the norm; manual interventions are the deliberate exception, for example, during visual inspections. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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How are order and shift context added to the raw data\u2014and what data types does the platform process? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Through integration with ERP\/MES and the digital shift log. This means that a measured value not only indicates which machine it comes from, but also which order, which shift, and which operator it is associated with. The system processes time series, process curves, images, documents, bills of materials, shift notes, and maintenance data\u2014all organized according to the same hierarchy. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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Is it possible to compare locations if each plant has a different historical structure? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Yes, because all plants report using the same ISA-95 hierarchy and the same KPI definitions. The migration to this structure is part of the implementation\u2014structural changes are versioned and follow an approval workflow. This results in line- and site-level comparisons that are technically sound, rather than three different interpretations of \u201cOEE.\u201d <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Architecture, Operations & Security <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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Where does Tensoryze run\u2014and what hardware do we need at each location? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Three deployment models: on-premises in your data center, air-gapped without an internet connection, or in the cloud. Hardware requirements depend on the number of lines, the volume of data (especially image data), and the selected applications\u2014we provide specific sizing recommendations for each location before you order hardware. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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How are updates handled, and is there a test\/staging environment? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Updates are versioned via a GitOps workflow. Configuration changes are traceable and auditable as code (GitOps audit trail). Upon request, we can operate a staging environment alongside the production environment, where changes are tested before rollout\u2014and, if desired, our engineers can handle the entire update process. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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What about data sovereignty, identity, and permissions? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Data remains with the customer\u2014even when operating in the cloud, in an environment that you control. We coordinate identity integration and the authorization model with your IT team to ensure compliance with your requirements. Authorizations follow a role hierarchy with inheritance across the plant, line, and machine levels; service accounts and API tokens have defined scopes and expiration periods. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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What audit trails are available\u2014and are they sufficient to meet our compliance requirements? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Configuration changes, access events, alarm acknowledgments, model approvals, and control interventions can be traced by timestamp, user, and context. This is generally sufficient for typical requirements (e.g., audit trail obligations in regulated industries, NIS2 topics such as access control and incident documentation); we will work with your compliance function to perform a specific comparison against your control catalog. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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How does the platform scale across multiple plants, and what about reliability? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Each location has its own instance that runs independently\u2014a network outage at Plant A does not affect Plant B. Locations share structures, KPI definitions, and application templates via versioned configurations, but retain local data sovereignty. We coordinate high availability at the component level and backup procedures with your IT department\u2014in line with your existing processes. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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AI, Analytics & Automation <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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Which AI\/ML use cases are robust today\u2014and when is a use case even suitable? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Computer vision for optical inspection (surface defects, assembly deviations, completeness), root cause analysis of the relationship between process parameters and quality results, and anomaly detection in sensor and process data as a basis for predictive maintenance. Whether a use case is suitable depends on the available data\u2014we\u2019ll evaluate this together with your team in a proof of concept before you make an investment. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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Do we need data scientists, or is Tensoryze a \u201cblack box\u201d tool? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Neither. Typical use cases are available as applications and are tailored to your production lines in collaboration with our engineers\u2014without requiring you to have your own ML team. If you have data science expertise, you can contribute your own models and work with platform data directly from your Python environment using the Tensoryze Python SDK. This eliminates the usually very time-consuming data preparation process. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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How does a model go from concept to live operation\u2014and who is responsible? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Training data comes from the Unified Namespace; models are trained and versioned, rolled out to the target machine or line upon approval, and monitored during live operation. Each model has a clearly designated person in charge\u2014rolling back to the last healthy version takes just one click. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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What happens if a model drifts or makes a wrong decision? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Model quality is monitored during live operation\u2014input distributions, predictions, and (if available) labels. If the model\u2019s performance deteriorates compared to its training performance, the platform triggers an alert and flags the model for review. Until a new version is released, the system can be rolled back to the last stable version. Operators can also report incorrect decisions directly at the line terminal\u2014this feedback is incorporated into the next training run. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t

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What do AI assistants do in the workplace\u2014and is our data being sent to external LLM providers for this purpose? <\/div><\/span>\n\t\t\t\t\t\t\t\n\t\t\t<\/i><\/span>\n\t\t\t<\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t
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Assistants answer questions about machines, error messages, and operating procedures in the context of the respective line or shift; they summarize shift reports and assist with the onboarding of temporary workers. You decide which models to use for this\u2014whether operated locally or through an external provider. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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\n\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t<\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\tRequest a consultation now<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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\n\t\t\t\t\tAny other questions?<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Write to us or schedule a quick appointment. We'll listen to your use case and let you know where tensoryze is a good fit\u2014and where it isn't. <\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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\n\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t<\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\tBook a demo<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

FAQ Frequently Asked Questions Platform & Economics When will we see results\u2014and how does tensoryze pay for itself across multiple use cases? We work in three steps: Understanding (on-site meeting, target vision), Validation (proof of concept in your environment), and Rollout. The first visible results appear within weeks. Once the foundation is in place, the […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":false,"footnotes":""},"class_list":["post-3528","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/tensoryze.com\/en\/wp-json\/wp\/v2\/pages\/3528","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tensoryze.com\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/tensoryze.com\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/tensoryze.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tensoryze.com\/en\/wp-json\/wp\/v2\/comments?post=3528"}],"version-history":[{"count":1,"href":"https:\/\/tensoryze.com\/en\/wp-json\/wp\/v2\/pages\/3528\/revisions"}],"predecessor-version":[{"id":3530,"href":"https:\/\/tensoryze.com\/en\/wp-json\/wp\/v2\/pages\/3528\/revisions\/3530"}],"wp:attachment":[{"href":"https:\/\/tensoryze.com\/en\/wp-json\/wp\/v2\/media?parent=3528"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}