What Modelway does

Modelway S.r.l. is a privately held Italian engineering firm that designs and develops AI and advanced control-system algorithms for highly non-linear industrial systems. Founded in 2004 as a spinoff of Politecnico di Torino and headquartered in Turin with a Milan office, Modelway delivers custom R&D and innovation services to OEM and Tier 1 customers across automotive, aerospace and defense, industrial IoT, infrastructure, pharmaceuticals, and a dedicated generative AI/NLP practice. The company monetizes through project-based professional services engagements rather than packaged products.

The firm's technology stack centers on three registered proprietary methods — DVS® (Virtual Sensing), NOSEM® (Nonlinear Set Membership Modeling), and STC® (Self-Tuning Controls) — complemented by an Advanced Data Analytics capability and hybrid modeling that merges data-driven and physics-based approaches. Practical applications include virtual sensors that replace physical hardware (e.g., €70 per-vehicle cost saving on GM diesel engines, EU Directive 2015/719 compliant onboard weighing), predictive maintenance for rolling stock, battery thermal runaway prediction, computer vision for pharma QC and infrastructure inspection, and an in-house LLM/RAG system for engineering documentation, patent, and failure analysis. Integrations span SAP, Power BI, Azure cloud, and MQTT edge protocols.

Modelway operates under three engagement paths: from-the-ground-up AI/Controls/Software Development, integration of proven subsystems, and competence-transfer consulting. The firm co-leads EU-funded research consortia (SEED for HPC energy optimization, LiW@Space with Thales Alenia Space, SLIM with Leonardo for industrial worker safety) and has maintained ISO 9001 quality certification and GDPR compliance. Since 2022 Modelway has operated as part of the BlueThink Group, expanding cross-sell opportunities while retaining specialist focus under CEO Francesco Pennaroli.

Name

Modelway

Legal name

Modelway S.r.l.

Website

https://modelway.it

Company type

Private

Founded year

2004

Operating status

Operating

Headcount range

1–10 employees

Short description

Modelway is an Italian R&D firm that designs AI-driven virtual sensing, modeling, and advanced control algorithms for OEM and Tier 1 clients in automotive, aerospace, industrial, infrastructure, pharma, and generative AI sectors.

Ownership category

akta.pro rank

Product category

Industrial AI Software

NAICS

Computer Systems Design and Related Services (54151), Computer Systems Design Services (541512), Instruments and Related Products Manufacturing for Measuring, Displaying, and Controlling Industrial Process Variables (334513), Other Measuring and Controlling Device Manufacturing (334519)

SIC

Services-Computer Integrated Systems Design (7373), Measuring & Controlling Devices, Nec (3829), Industrial Instruments For Measurement, Display, And Control (3823)

akta.pro primary industry

MLOps/LLMOps & Model Lifecycle Management Services (BPAEAHAH)

akta.pro secondary industries

LLMOps & Generative AI Platforms (Prompt/Agent Orchestration, RAG) (HDAEANAD), Digital Process Automation (DPA) & Orchestration Suites (HDAEAHAF), Fine-Tuning, Adaptation & Custom Model Training (PEFT/LoRA/RLHF) (HDAAACAC)

Keywords

• AI engineering services
• Advanced control systems
• Virtual sensing technology
• Predictive maintenance solutions
• Industrial AI software

Headquarters

HQ city

Turin

HQ country

Italy

HQ region

Europe

Offices4 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. R&D and Innovation Services: Modelway operates as R&D and innovation suppliers providing custom AI solutions, new generation control systems, and numerical optimization services. Projects include virtual sensors, prediction algorithms, digital twins, data analytics, deep learning, controls, and optimizations tailored to client needs across automotive, railway, energy, and industry 4.0 sectors.
2. Custom Software Development: Development of custom algorithmic solutions ranging from integration of off-the-shelf libraries to brand-new algorithmic approaches. The company applies systematic approaches based on innovative technologies, resident know-how, and project experience.

Pricing tiers

Go-to-market motion2 records

Distribution channels2 records

Marketing channels5 records

Core offering

Modelway provides custom AI, advanced control system, and numerical optimization solutions for OEM and Tier 1 enterprise clients across automotive, aerospace, industrial, infrastructure, and pharmaceutical sectors. Its core products are four proprietary technologies—DVS® virtual sensing, NOSEM® nonlinear modeling, STC® self-tuning controls, and Advanced Data Analytics—delivered through three engagement paths: cutting-edge AI/Controls/SW development, integration of proven subsystems, and competence-transfer consulting.

Product overview

Modelway offers a suite of four proprietary AI-driven technologies: DVS (Virtual Sensing), NOSEM (Nonlinear Modeling), STC (Self-Tuning Controls), and Advanced Data Analytics. These core technologies enable virtual sensors, predictive models, intelligent control systems, and data analytics solutions across multiple industry verticals including automotive, aerospace, industrial IoT, infrastructure, and pharma. The company operates as an R&D and innovation supplier for OEM and Tier 1 companies, providing both standalone algorithmic solutions and integrated engineering services.

Differentiator

Problem solved

Functional benefit

Products and services

• DVS (Virtual Sensing Technology) Proprietary virtual sensing technology that estimates information unavailable on-board by retrieving desired measurements from other data available in the system or process. Designed for OEM/Tier 1 engineering teams needing to replace or back up physical sensors, enabling cost reduction, measurement robustness, fault detection, and recovery from physical sensor breakdowns.
• NOSEM (NOnlinear SEt membership Modeling) Innovative methodology for designing and developing mathematical models of complex and nonlinear systems directly from experimental data. Reduces time and cost of design when physical laws are unknown or too complex to model.
• STC (Self-Tuning Controls) Technology for designing parameters of automatic control software directly from experimental data, applied to complex and nonlinear systems. Supports internal model control, robust controls, and model predictive controls accounting for non-linearities and constraints.
• Advanced Data Analytics Process of collecting and analyzing large volumes of data (big data) to extract hidden information, find trends, and answer questions using standard statistical and AI technologies. Delivered to enterprise engineering teams for diagnostics, pattern discovery, and operational insight.
• Rolling Stock Predictive Maintenance Solution Cloud-based predictive maintenance monitoring system for carriages, trains, and fleets focused on doors, propulsion, and air conditioning. Built on Azure infrastructure with AI-powered fault prediction, Power BI dashboards, and SAP data-lake integration for railway operators and fleet owners.
• Side Slip Angle Real-Time Virtual Sensor DVS-powered virtual sensor that exploits available ECU data to estimate side slip angle with minimal computational footprint. First solution to accurately estimate SSA with variable road conditions (dry and wet) in series vehicles; targeted at automotive OEMs and Tier 1 vehicle dynamics suppliers.
• Battery Thermal Runaway Prediction AI-powered prediction system using hybrid modeling (data-driven + physical model-based) to predict thermal runaway start time and causes. Enables automotive OEMs to schedule maintenance and avoid damages to people and infrastructures.
• Worker Safety Wearable AI Platform Real-time safety and health monitoring platform for factory operators using wearables (smart insole and smartwatch) with edge AI for man-down detection, cardiac stress, and lower-limb stress monitoring. Targets industrial manufacturers and worker-safety program owners.

Quantifiable outcome

• Engine-Out NOx virtual sensor achieved same accuracy as top-of-line physical sensors with better response time at much lower cost
• +4 more outcomes

Named customers3 records

Segments6 records

Ideal customer profiles1 record

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration3 records

AI capability11 records

Feature5 records

Partnerships

Five partnerships are on record, tiered minor and core.

• Ori MartinminorStrategic or Co-development PartnerOri Martin is an end-user stakeholder in the SLIM project (Worker Safety Wearable AI Platform). As a leader in special steel production (producing steels for mechanical, automotive, energy and construction applications), Ori Martin provides the industrial use case for testing the AI-powered worker safety monitoring platform.
• LeonardocoreStrategic or Co-development PartnerLeonardo is a co-partner in the SLIM project for worker safety monitoring. Leonardo brings expertise in industrial safety systems and technologies to the collaborative development of AI-powered safety monitoring solutions for factory environments.
• Thales Alenia Space ItaliacoreStrategic or Co-development PartnerThales Alenia Space Italia is the primary industry partner in the LiW@Space project (Living Wall for Space Application). Modelway contributes computer vision AI to monitor plant health in the green wall system designed for pressurized modules in microgravity environments. The project addresses air purification and food production for astronauts.
• BLUE EngineeringminorStrategic or Co-development PartnerBLUE Engineering is a partner in the LiW@Space project focused on living wall technology for space applications, contributing engineering expertise to the development of green walls for microgravity environments.
• VastallaminorStrategic or Co-development PartnerVastalla is a partner in the LiW@Space project, contributing to the development of living wall technology for space applications with expertise in plant cultivation and environmental systems.

Scale indicators3 records

Recent moves7 records

Expansion highlights5 records

Regional players

• Reply S.p.A. Reply is an Italian-headquartered digital services group with industrial AI, IoT, and data analytics practices serving automotive, telco, and manufacturing clients. It competes with Modelway especially in the Italian and broader European enterprise AI/controls market.

Direct peers

• HORIBA: HORIBA provides measurement, testing, and emissions monitoring instruments for automotive and industrial customers. Its Engine-Out NOx and emissions measurement portfolio directly overlaps with Modelway's virtual sensing replacements for physical emissions sensors.
• dSPACE: dSPACE provides model-based development, simulation, and virtual sensor/validation tooling for automotive and aerospace OEMs. It overlaps directly with Modelway's DVS virtual sensing, STC controls, and ECU-data-driven solutions targeting the same Tier 1/OEM buyers.
• AVL List GmbH: AVL delivers powertrain, vehicle dynamics, and predictive maintenance R&D services with strong virtual sensing and control-system capabilities. It competes for the same automotive and industrial customers on Engine-Out NOx, Side Slip Angle, and battery thermal use cases that Modelway serves.
• ETAS (Bosch): ETAS supplies automotive control software, middleware, and development tools, including model-based controls and calibration. It addresses the same ECU-based virtual sensing and self-tuning controls domain as Modelway's DVS and STC stacks.

Broad incumbents

• Siemens Digital Industries Software: Siemens offers Simcenter and Xcelerator portfolio covering model-based systems engineering, controls, and digital twins. It addresses the same virtual sensing, advanced controls, and digital-twin use cases Modelway serves, but as part of a much broader industrial software suite.
• Capgemini Engineering: Capgemini Engineering provides AI, digital twin, and intelligent systems services to automotive, aerospace, and industrial OEMs. It competes for the same enterprise R&D budget Modelway targets but at vastly greater scale and with a broader services portfolio.
• Akkodis (AKKA Technologies): Akkodis delivers engineering and digital services to automotive, aerospace, and industrial customers, including AI, predictive maintenance, and embedded software. It competes for the same OEM R&D engagements Modelway pursues, with significantly larger delivery capacity.
• Altair Engineering: Altair provides simulation, digital twin, and AI-driven design software used in automotive, aerospace, and industrial sectors. Its model-based design and simulation stack overlaps with Modelway's NOSEM and hybrid modeling approach for non-linear systems.

Others

• MathWorks: MathWorks sells MATLAB and Simulink, the de facto model-based design and controls development environment used across automotive and aerospace. It is enabling infrastructure rather than a direct competitor, as Modelway's STC and NOSEM are typically deployed on top of MathWorks tooling.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks6 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/modelway-s-r-l-

Compliance2 records

Revenue estimate

Valuation estimate

Number of profiles

Profiles1 record

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 Modelway