Modelwise
Modelwise is a Munich-based industrial tech company developing Paitron, an AI-powered software that automates functional safety analysis (FMEA/FMEDA) for safety-critical hardware manufacturers in automotive, industrial automation, aerospace, and defense sectors, sold via enterprise SaaS subscriptions.
- Company typePrivate
- Founded2019
- HeadquartersSan Francisco, United States
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What Modelwise does
Modelwise is a Munich-based industrial technology company developing Paitron, an AI-powered software tool that automates functional safety analysis for safety-critical hardware systems. The core product applies model-based failure propagation combined with qualitative models and artificial intelligence to perform FMEA (Failure Mode and Effects Analysis), FMEDA (Failure Modes, Effects and Diagnostic Analysis), and related safety analyses—tasks that traditionally require weeks of manual work by specialized engineers. The platform supports Design-FMEA, System-FMEA, and Piece-part FMEA, and integrates with existing engineering tools such as OrCAD Capture to ingest schematic and design data directly. Its white-box reasoning approach is designed to meet functional safety standards rather than act as a black-box predictor.
The company targets functional safety engineers and safety-critical hardware manufacturers in automotive, industrial automation, aerospace, railway, and defense sectors, where compliance with standards such as IEC 61508 and ISO 26262 is mandatory. Named enterprise customers include HIMA GmbH (industrial automation safety controllers), Pepperl+Fuchs (industrial sensors), Hensoldt (defense/aerospace), Valeo (automotive Tier 1), Harman (automotive electronics), Microsys (embedded systems), and BL!XT (power tools). In a documented HIMA case study, Paitron automated 146 of 182 failure modes (80%) within nine hours, reducing dangerous undetected failures by 58.3% and improving the safe failure fraction from 99.5% to 99.8%.
Modelwise operates as a privately held, venture-backed company with a dual-entity structure—modelwise GmbH in Munich and Modelwise Technologies Inc. in California—and a remote-first, globally distributed engineering team spanning Germany, India, Bulgaria, Italy, France, and Pakistan. Revenue is generated through enterprise SaaS subscriptions with annual billing; the go-to-market combines direct sales with demo scheduling for enterprise accounts and a self-serve trial signup for product-led evaluation. The company has raised approximately $3.8 million cumulatively across seed and follow-on rounds from investors including JOIN Capital, VENTIS Capital, Berkeley SkyDeck Fund, California Innovation Fund, FAST by Gettylab, Tesserakt Ventures, SCE Freiraum Ventures, and Emerging Ventures. In 2022, Paitron became the first AI-powered safety analysis tool to receive a TÜV SÜD Concept Report—an independent third-party validation that is the first step toward full IEC 61508 and ISO 26262 certification.
Modelwise firmographics
Firmographics- Name
- Modelwise
- Legal name
- modelwise GmbH
- Website
- https://modelwise.ai
- Company type
- Private
- Founded year
- 2019
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- Modelwise is a Munich-based industrial tech company developing Paitron, an AI-powered software that automates functional safety analysis (FMEA/FMEDA) for safety-critical hardware manufacturers in automotive, industrial automation, aerospace, and defense sectors, sold via enterprise SaaS subscriptions.
- Ownership category
- akta.pro rank
Modelwise industry classification
Industry- Product category
- Functional Safety Software
- NAICS
- Testing Laboratories and Services (541380), Computer Systems Design Services (541512), Testing Laboratories and Services (54138)
- SIC
- Services-Testing Laboratories (8734), Services-Computer Programming Services (7371)
- akta.pro primary industry
- Reliability, Safety & Risk Engineering (RAMS/PSM) Consulting (BPAHAIAK)
- akta.pro secondary industries
- EDA Software Platforms (Digital Implementation, Verification & Signoff) (HDAHAFAA), Safety Instrumented Systems & Machine Safety Control (SIS, Safety PLCs, Relays) (IMAGABAF), Model Testing, Validation & Quality Assurance (HDAAABAH)
Keywords
Where Modelwise is headquartered
LocationHeadquarters
- HQ city
- San Francisco
- HQ country
- United States
- HQ region
- North America
Offices2 records
Markets served
Modelwise business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Marketing or Sales, Operations
Revenue model
- Software Licensing (Paitron): SaaS/software licensing model for Paitron, the AI-powered safety analysis tool. Customers can sign up for trials and schedule demos, indicating a subscription or license-based revenue model.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Annual | Enterprise licensing with demo and trial options |
Go-to-market motion2 records
Distribution channels3 records
Marketing channels7 records
Modelwise product offering
Product offeringCore offering
Modelwise sells Paitron, an AI-powered software that automates functional safety analysis through model-based failure propagation. The tool performs Design-FMEA, System-FMEA, Piece-part-FMEA, and FMEDA on engineering models (e.g., circuit schematics from OrCAD Capture), enabling safety-critical hardware manufacturers to detect design flaws early and complete analyses in hours rather than weeks. It supports compliance with IEC 61508 and ISO 26262 standards and has received a TÜV SÜD Concept Report.
Product overview
Modelwise offers a single unified product called Paitron, an AI-powered safety analysis software that automates functional safety engineering. Paitron uses model-based failure propagation with AI and qualitative models to perform automated FMEA (Failure Mode and Effects Analysis), enabling engineers to analyze possible system behavior and detect design flaws early. The software integrates directly with existing engineering workflows and CAD/EDA tools like OrCAD Capture, and supports Design-FMEA, System-FMEA, and Piece-part-FMEA analyses. The product has received TÜV SÜD concept report certification for IEC 61508 and ISO 26262 compliance.
Differentiator
Problem solved
Functional benefit
Brands
- Paitron: The company's core AI-powered software product that automates safety analysis through model-based failure propagation. Paitron supports Design-, System- & Piece-part-FMEA and has received TÜV SÜD concept report validation.
Products and services
- Paitron Paitron automates safety analysis through model-based failure propagation using AI and qualitative models. It performs Design-FMEA, System-FMEA, Piece-part-FMEA, and FMEDA, automating at least ~80% of FMEA tasks and reducing weeks of manual analysis to a few hours. Designed for functional safety engineers and engineering teams at safety-critical hardware manufacturers in automotive, industrial automation, aerospace, rail, and defense. Integrates with existing EDA tools such as OrCAD Capture.
Quantifiable outcome
- ~80% of FMEA tasks can be automated by Paitron
- +4 more outcomes
Companies that use Modelwise
Customer profileNamed customers8 records
Segments2 records
Ideal customer profiles2 records
Modelwise technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration1 record
AI capability2 records
Feature4 records
Modelwise partnerships and signals
Strategic signalPartnerships
One partnership is on record.
- PlayrollcoreGlobal employment platform enabling Modelwise to hire, manage, and pay teams across 180+ countries compliantly. Playroll's EOR services allow Modelwise to build a globally distributed team without establishing legal entities in each country. Critical enabler of Modelwise's remote-first, globally distributed workforce model.
Scale indicators6 records
Recent moves7 records
Expansion highlights6 records
Modelwise competitors and assessment
Company assessmentBroad incumbents
- Dassault Systèmes (3DEXPERIENCE): Dassault's 3DEXPERIENCE platform addresses systems engineering and safety analysis in aerospace, automotive, and industrial customers. Broad incumbent comparable to Siemens and IBM in the systems engineering tooling stack.
- PTC (model-based systems engineering): PTC's Creo and Windchill offerings target model-based systems engineering in safety-critical product development. Competes for the same buyer budget though not specifically on AI-driven FMEA automation.
- Siemens Digital Industries (SIMIT / Teamcenter): Siemens sells broad industrial automation and systems engineering software, including SIMIT simulation and Teamcenter PLM, into the same safety-critical hardware OEMs that Modelwise targets. Competes via portfolio breadth rather than dedicated FMEA automation.
- IBM Engineering (DOORS / Rhapsody): IBM Engineering provides requirements management (DOORS) and model-based systems engineering (Rhapsody) widely used in safety-critical industries for compliance with IEC 61508 and ISO 26262. Adjacent to Modelwise's FMEA scope but broader and incumbent.
Emerging players
- itemis: itemis provides model-based engineering tooling, including safety analysis extensions, often integrated with Eclipse-based toolchains. Smaller and more developer-focused than incumbents but adjacent to Modelwise's safety automation use case.
- Jama Software: Jama Connect provides requirements and traceability management frequently used in safety-critical development. Adjacent rather than direct, as Jama focuses on requirements rather than automated FMEA/FMEDA generation.
- Visure Solutions: Visure offers requirements management with safety and risk analysis modules aimed at IEC 61508 / ISO 26262. Comparable niche player serving a similar functional safety engineering persona.
Direct peers
- Ansys (medini analyze): Ansys offers medini analyze, a leading functional safety analysis tool used by automotive and industrial customers for FMEA, FMEDA, and ISO 26262 workflows. Most direct comparable product to Paitron, but not AI-driven and lacking TÜV-evaluated concept certification.
- exida: exida is a functional safety services and tooling firm specializing in IEC 61508/ISO 26262 compliance, SIL determination, and FMEDA. Overlaps with Modelwise on safety lifecycle tooling for process and automation customers.
Regional players
- Applied Risk: Applied Risk is a European OT/ICS security and functional safety consultancy serving industrial automation customers. Tangentially comparable as a regional safety services specialist overlapping with Modelwise's European industrial automation base.
Market position
Strengths4 records
Weaknesses4 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
Modelwise social profiles
Digital presenceModelwise compliance and trust
Trust signalCompliance3 records
Modelwise financial estimates
Financial estimateRevenue estimate
Valuation estimate
Modelwise leadership team
Management profileNumber of profiles
Profiles10 records
Modelwise funding detail
Funding detailFunding overview
Funding rounds4 records
Investors5 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Modelwise M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Modelwise
What does Modelwise do?
Modelwise sells Paitron, an AI-powered software that automates functional safety analysis through model-based failure propagation. The tool performs Design-FMEA, System-FMEA, Piece-part-FMEA, and FMEDA on engineering models (e.g., circuit schematics from OrCAD Capture), enabling safety-critical hardware manufacturers to detect design flaws early and complete analyses in hours rather than weeks. It supports compliance with IEC 61508 and ISO 26262 standards and has received a TÜV SÜD Concept Report.
Is Modelwise a public or private company?
Modelwise is a private company. It is classified as venture growth investor backed and is currently operating.
When was Modelwise founded?
Modelwise was founded in 2019. It employs 11 to 50 people.
Where is Modelwise based?
Modelwise is headquartered in San Francisco, United States, in the North America region.
How does Modelwise make money?
One revenue line is on record: software Licensing (Paitron).
Who are Modelwise's main competitors?
Broad incumbents on record are Dassault Systèmes (3DEXPERIENCE), PTC (model-based systems engineering), Siemens Digital Industries (SIMIT / Teamcenter) and IBM Engineering (DOORS / Rhapsody). Emerging players are itemis, Jama Software and Visure Solutions. Direct peers are Ansys (medini analyze) and exida. Applied Risk is listed as a regional player.
Does Modelwise have an API?
No public API is recorded for Modelwise.
What industry is Modelwise in?
Modelwise's product category is Functional Safety Software. Its primary akta.pro industry code is BPAHAIAK, Reliability, Safety & Risk Engineering (RAMS/PSM) Consulting, with a secondary code of HDAHAFAA, EDA Software Platforms (Digital Implementation, Verification & Signoff). Its NAICS code is 541380 and its SIC code is 8734.