What nebumind does

nebumind GmbH is a German software company, founded in 2019 and headquartered in Taufkirchen near Munich, that sells digital-twin analytics software to manufacturers. The platform stores and visualizes per-component production data as digital product twins, enabling systematic and online analysis of component quality and process stability independent of machine type, manufacturing process, or production industry. It is delivered as a subscription SaaS product with add-on applications (Data Management, Quality Analyses, Online Monitoring, Reporting, Qualification Support, and Recoatify), and is differentiated by an AI Recoater Eye module that performs automated image-recognition defect detection during powder coating in laser powder bed fusion (L-PBF) additive manufacturing. The software integrates directly with EOS 3D printers, the Hufschmied SonicShark acoustic sensor, and micro-CT imaging to fuse optical, sensor and CT data into a unified 3D digital-twin coordinate system, and applies self-learning defect recognition plus transfer learning to adapt models across materials and machine types.

The company's commercial footprint is concentrated in aerospace, space manufacturing and additive manufacturing, where validated production use cases include rocket-tank serial production at MT Aerospace for Ariane 6 (cutting new-process development and qualification time by six months), AI-driven recoater monitoring at Isar Aerospace achieving up to 80% analysis time savings, and digital-twin support for ESA-funded space-manufacturing programs. It has extended into precision CNC milling through the Hufschmied partnership and into industrial manufacturing via KSB. Capital to date is almost entirely non-dilutive public funding: a €75,000 WomenTechEU grant in 2023, an EU Horizon 2020 grant in 2021 jointly with Authentise, and a series of BMWK-funded R&D projects (BUENA, ADaMus with DFKI, H2ERON with GKN Additive, EOS, MAN Energy Solutions and Fraunhofer IAPT), supplemented by ESA program revenue (INSPIRE lead role, 2 of 6 Next Stage to Space projects with ArianeGroup and MT Aerospace).

Commercially nebumind operates a direct enterprise field-sales motion with a "Request a Demo" engagement model and quote-based pricing; no public price list is disclosed. The customer base comprises roughly nine named logos spanning a government/agency buyer (ESA), prime aerospace contractors (ArianeGroup, Airbus, MT Aerospace), launch startups (Isar Aerospace), research institutes (Fraunhofer IGCV, RWTH Aachen DAP) and industrial manufacturers (KSB, Hufschmied Zerspanungssysteme). External recognition includes a JEC Composites Startup Booster 2026 runner-up finish, a TCT Awards 2024 software-category finalist nomination, and WomenTechEU inclusion. The company is privately held, operates with 1–10 employees, and is managed by co-founders Caroline Albert and Franz Engel.

Name

nebumind

Legal name

nebumind GmbH

Website

https://nebumind.com

Company type

Private

Founded year

2019

Operating status

Operating

Headcount range

1–10 employees

Short description

nebumind provides digital twin SaaS for manufacturing analytics, primarily serving aerospace, additive manufacturing, and precision manufacturing customers by enabling AI-based visualization, in-process defect detection, and quality analysis of production data.

Ownership category

akta.pro rank

Headquarters

HQ city

Taufkirchen

HQ country

Germany

HQ region

Europe

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Marketing or Sales, Operations

Revenue model

1. Software/SaaS Subscription: Analytics software sold as subscription providing digital twin capabilities for manufacturing data visualization and analysis. Includes various applications like Data Management, Quality Analyses, Online Monitoring, Reporting, Qualification Support, and Recoatify for recoater monitoring.

Go-to-market motion1 record

Distribution channels1 record

Marketing channels6 records

Core offering

nebumind provides a digital twin analytics software platform that stores and visualizes manufacturing data as digital product twins, enabling systematic and online analyses of component quality and process stability. The platform is machine-type, process, and industry agnostic, and includes applications for data management, quality analyses, online monitoring, reporting, qualification support, and recoater monitoring (Recoatify). The AI Recoater Eye module applies computer vision to automatically detect coating defects during laser powder bed fusion (L-PBF) 3D printing, achieving up to 80% time savings versus manual analysis.

Product overview

nebumind is a digital twin software company providing an analytics platform for manufacturing data visualization and process optimization. The core product is the nebumind Analytics Software, which stores and visualizes manufacturing data as digital component twins. The platform includes specialized applications for different use cases: Data Management for collecting process step data, Quality Analyses for root cause investigation, Online Monitoring for in-process defect detection, Reporting for quality documentation, Qualification Support for process adjustment visibility, and Anomaly Dashboard for defect monitoring. A key feature is the AI Recoater Eye module for automated defect detection in 3D printing processes. The software integrates with various manufacturing equipment, sensors, and quality inspection systems including CT scanners.

Differentiator

Problem solved

Functional benefit

Brands

• AI Recoater Eye: AI-based image analysis tool for automated defect detection during powder coating in 3D printing processes
• Anomaly Dashboard
• Recoatify

Products and services

• nebumind Analytics Software Digital twin software platform that stores and visualizes manufacturing data as digital product twins, enabling systematic and online analyses of component quality and process stability regardless of machine type, manufacturing process, or production industry. Includes applications for Data Management, Quality Analyses, Online Monitoring, Reporting, Qualification Support, and Anomaly Dashboard.
• AI Recoater Eye AI-powered recoater monitoring application for laser powder bed fusion (L-PBF) 3D printing that automatically identifies and reports coating defects during powder layer application using computer vision and transfer learning, replacing manual layer-by-layer analysis and saving up to 80% of analysis time.
• Recoatify (Recoater Monitoring) Online monitoring application for recoating in 3D printing that provides early defect detection, anomaly reporting, and continuous optimization of threshold values during powder layer application in additive manufacturing.

Quantifiable outcome

• Up to 80% time savings in manual recoater image analysis for Isar Aerospace
• +3 more outcomes

Named customers9 records

Segments4 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration3 records

AI capability7 records

Feature6 records

Partnerships

13 partnerships are on record, tiered core, flagship and minor.

• Isar AerospacecoreStrategic or Co-development Partner · 8 May 2024Pilot customer and development partner for AI Recoater Eye technology. Isar Aerospace integrates nebumind software into 3D printing process for engine component production, achieving 80% time savings in recoater image analysis through automated defect detection.
• GKN AdditiveflagshipStrategic or Co-development Partner · 9 January 2024Lead partner in H2ERON project - a 3-year publicly funded initiative to create highly productive and sustainable additive manufacturing processes. H2ERON aims to increase build-up rates by factor of 5 and develop advanced in-situ control loops.
• EOScoreStrategic or Co-development PartnerDevelopment partner for AI Recoater Eye innovation. EOS and nebumind collaborate in a publicly funded project to expand in-process countermeasures for coating anomalies, including automatic recoating or component removal during 3D printing.
• MAN Energy SolutionsflagshipStrategic or Co-development PartnerProject partner in H2ERON consortium developing high-performance hydrogen compressors for sustainable energy applications using advanced additive manufacturing.
• Fraunhofer IAPTflagshipStrategic or Co-development PartnerResearch partner in H2ERON project bringing additive manufacturing expertise to develop innovative L-PBF processes and automated topology optimization.
• MT AerospacecoreStrategic or Co-development PartnerKey customer and partner in ESA Next Stage to Space projects. MT Aerospace uses nebumind software for shot peening process optimization in Ariane 6 tank production, reducing development time by 6 months. Also partner in DED process optimization and AR-based process visualization projects.
• Deutsches Forschungszentrum für Künstliche Intelligenz (DFKI)flagshipStrategic or Co-development PartnerResearch partner in ADaMus project (3 years, BMWK funded) developing AI-based tools for monitoring and inspecting path-related manufacturing processes like welding, bonding, and fiber placement for space manufacturing.
• ESA (European Space Agency)coreStrategic or Co-development PartnerFunding agency and strategic partner for multiple space manufacturing projects including INSPIRE Project (lead by nebumind) and Next Stage to Space initiatives with ArianeGroup and MT Aerospace.
• ArianeGroupcoreStrategic or Co-development PartnerSpace systems integrator identifying pilot technologies for ESA Next Stage to Space projects including intelligent visual detection methods and DED optimization in which nebumind participates.
• AuthentiseflagshipStrategic or Co-development PartnerEU grant collaboration partner for digital thread accessibility in additive manufacturing. Jointly awarded prestigious EU grant to integrate digital solutions for making digital thread more accessible to AM users.
• Hufschmied ZerspanungssystemecoreTechnology or IntegrationTechnology partnership extending SonicShark inline quality control system with nebumind software for self-learning defect detection in high-precision milling. Software provides location-based evaluation of sensor data to pinpoint defects in components.
• CeratizitminorStrategic or Co-development PartnerFeatured together in Dutch television 'Business in Europe' segment demonstrating milling process optimization using machine data.
• Bundesministerium für Wirtschaft und Klimaschutz (BMWK)flagshipOthersFederal Ministry providing funding for multiple R&D projects including H2ERON and ADaMus projects on advanced manufacturing and AI-based monitoring tools.

Scale indicators6 records

Recent moves6 records

Expansion highlights7 records

Broad incumbents

• Materialise: Materialise is a leading AM software and services provider (Magics, Streamics, 3-matic) with broad shop-floor capabilities. As a publicly listed incumbent it competes with nebumind for AM digital-thread and process-software budgets at larger manufacturers.
• PTC: PTC's ThingWorx IIoT and Creo/Atlas digital-twin platforms serve connected-manufacturing use cases adjacent to nebumind's — including process data unification, visualization and anomaly analytics at industrial scale.
• 3D Systems: 3D Systems combines AM hardware with 3D Sprint / Oqton software and serves regulated aerospace customers comparable to nebumind's base. Its bundled offering pressures nebumind's standalone analytics play inside similar aerospace accounts.
• Markforged: Markforged sells an end-to-end AM platform (Eiger software + printers) targeting manufacturers that need integrated digital tooling and process visibility. The Eiger workflow software is a loosely comparable AM-software incumbent to nebumind's analytics stack.
• EOS: EOS is the largest metal-PBF machine OEM and ships its own EOSPRINT / Print Genius software. As both a co-development partner (H2ERON, AI Recoater Eye) and a software-publishing incumbent, EOS is a partial overlap and channel partner/competitor to nebumind.
• Siemens Digital Industries: Siemens' MindSphere/Insights Hub and Opcenter MES offer manufacturing analytics, digital-twin and IIoT capabilities at industrial scale — the most resource-rich incumbent competing for the same shop-floor analytics budget nebumind targets.

Direct peers

• Additive Assurance: Additive Assurance provides in-situ quality monitoring and in-process inspection for metal additive manufacturing — a subset of nebumind's recoater-monitoring capability and a direct competitor in AM defect detection.
• Authentise: Authentise builds AM workflow and digital-thread software (order management, quality, traceability) for additive manufacturers. It is the most direct comparable to nebumind — both target AM digitalization — and the two are already co-funded under a joint EU grant for digital-thread accessibility.
• Oqton (3D Systems): Oqton offers AI-driven end-to-end AM production workflows (quoting, planning, scheduling, traceability) and was acquired by 3D Systems to compete in shop-floor AM software — directly adjacent to nebumind's digital-twin/quality analytics stack.
• Sigma Labs (PrintRite3D / Divergent): Sigma Labs pioneered in-situ, real-time melt-pool monitoring (PrintRite3D) for laser powder-bed fusion with comparable quality analytics and anomaly-detection claims. It is the closest US analogue to nebumind's AI Recoater Eye value proposition.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/nebumind

Revenue estimate

Valuation estimate

Number of profiles

Profiles2 records

Funding overview

Funding rounds1 record

Investors1 record

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about nebumind