Industry landscapes
The companies, capital and talent shaping auto in Germany. Find the leaders. Understand the segments. See where the activity is.
An industry ecosystem,
measured in context.
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗
No company example met every recorded classification, independence and public-profile gate in this snapshot. The live directory may have newer qualifying companies.
Explore classified startups in Radar ↗A few useful ratios bring the size of this ecosystem into perspective.
328 of 3,248 tracked companies have open roles.
106 of 3,248 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 153 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 75.4% of disclosed capital, while 96.7% of tracked companies have no recorded funding round.
Explore the segments →Recorded company formation and disclosed funding across the complete annual series shown.
Sum of recorded funding rounds · USD
| Year | Funding (USD) | Founded | Raising |
|---|---|---|---|
| 2016 | $939.19K | 66 | 6 |
| 2017 | $440.35M | 83 | 12 |
| 2018 | $824.5M | 92 | 11 |
| 2019 | $28.72M | 81 | 7 |
| 2020 | $1.51B | 91 | 12 |
| 2021 | $54.56M | 59 | 22 |
| 2022 | $13.64M | 31 | 18 |
| 2023 | $19.77M | 24 | 18 |
| 2024 | $43.1M | 8 | 7 |
| 2025 | $3.25M | 3 | 1 |
Share of all disclosed company funding.
175 recorded rounds since 2016
Recorded participation in auto company rounds since 2016.
Backed by .
Backed by Gateway Group.
Backed by Nordic Alpha and AM Ventures.
Backed by Volvo Group.
Backed by SoftBank Vision Fund.
Backed by Olx Group.
Backed by Farallon Capital Management and The Baupost Group and others.
Backed by SDIC and FG Venture and others.
Participating investors were not recorded in this snapshot.
Backed by Olx Group.
Backed by Princeville Global and Target Global.
Backed by Balderton Capital and TPG and others.
Backed by Valar Ventures and Yabeo and others.
The measured Germany identity-to-filing probe did not produce a qualifying designated legal or national-ID join: designated German registry identities do not carry the LEI or ISIN used by bundesanzeiger facts; legal-name matching is prohibited.
How the Germany companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
59 of the 3,248 companies on this page carry a measured traffic record (1.8%); these are the largest of those, by monthly visits. The median among them is 200,821 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| Mobile.demobile.de | 48,074,702 | 86 | 59.7% |
| Hyundai Motor Companyhyundai.com | 14,074,009 | 76 | 72.9% |
| Porscheporsche.com | 12,008,644 | 83 | 52.2% |
| BMW Groupbmwgroup.com | 5,822,015 | 65 | 63% |
| AutoScout24autoscout24.com | 5,382,079 | 61 | 70.5% |
| Mercedes-Benzmercedes-benz.com | 5,344,764 | 68 | 51.5% |
| Sixtsixt.com | 5,030,949 | 63 | 55.5% |
| carwowcarwow.de | 2,783,112 | 51 | 79.2% |
| BMWbmw.de | 2,535,436 | 69 | 58.9% |
| buycyclebuycycle.com | 2,156,236 | 45 | 47.7% |
Visits and authority are third-party web estimates, not company-reported figures.
140 of these companies (4.3%) publish at least one Android app — 243 apps in all, carrying 66M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| mobile.de - car marketMobile.de | 36.5M | 4.7 | Auto & Vehicles |
| SIXT rent. share. ride. plus.Sixt | 7.3M | 4.8 | Travel & Local |
| VolkswagenVolkswagen | 3.2M | 3 | Lifestyle |
| 마이현대Hyundai Motor Company | 3M | — | Lifestyle |
| myHyundai (India)Hyundai Motor Company | 2.1M | — | Auto & Vehicles |
| BMW Driver\'s GuideBMW | 2M | 4.6 | Books & Reference |
| myOpelOpel | 1.4M | 1.8 | Auto & Vehicles |
| Hyundai BluelinkHyundai Motor Company | 1.1M | 3.6 | Lifestyle |
| myHyundaiHyundai Motor Company | 711.7K | — | Lifestyle |
| PKW.de - Gebrauchtwagen-BörsePkwde | 693.2K | — | Auto & Vehicles |
Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.
The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2024Q1–2026Q2).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| Auto Retail & Aftersales | 78 | 47.6M | mobile.de - car market 36.5M | |
| Auto E-Commerce & Content | 19 | 39M | PKW.de - Gebrauchtwagen-Börse 693.2K | |
| Road Transport Tech | 2 | 7.3M | SIXT rent. share. ride. plus. 7.3M | |
| Auto Components | 78 | 1.5M | Truma Cooler 270.6K | |
| Analog And Mixed Signal Ics | 2 | 232.8K | RaceChip+ 136.7K | |
| Trucking | 9 | 191.7K | MAN Driver 124.2K | |
| B2B E-Commerce | 2 | 144.6K | AKF Shop 131.5K | |
| Industrial Automation Equipment | 6 | 121.4K | Technical Pocket Guide 56.6K |
A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.
New apps published, beside apps whose most recent update landed in that quarter — the second bar is how much of the shelf is still being maintained.
Darker bars are new releases, lighter bars apps updated. 158 of 243 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.
Explore the segments behind the headline numbers.
Rank segments by scale, hiring or disclosed funding.
Companies can sit in several segments. Counts and funding overlap.
The largest measured segment in this report snapshot.
12 companies hiring · $722.48M disclosed funding
Explore in RadarCommon revenue models; a company can use more than one.
Recorded corporate activity linked to companies in this landscape.
Daimler Truck AG has announced a major investment in the UK market with the acquisition of eStar Truck & Van.
Knorr-Bremse has completed its acquisition of Travis Road Services International, expanding the German supplier’s Commercial Vehicle Systems (CVS) Service Platform with a digital booking network for commercial vehicle road services.
electrovac’s shares started trading at a first price of EUR 7.50.
Porsche agreed to sell its ownership stakes in both the Bugatti‑Rimac joint venture and the broader Rimac Group, the company announced today.
Bosch Limited has acquired Bosch Chassis Systems from its parent companies Robert Bosch Investment Nederland B.V. and Robert Bosch LLC (US) for $970 million (₹9,068.68 crore), through a cash deal and issuance of equity shares on a preferential basis.
Mahle, the global development partner for the automotive and engine industry, has signed a definitive agreement to acquire the wholly-owned thermal business of US automotive supplier Delphi Automotive.
Herbert Smith Freehills Kramer advised US-based Neapco Holdings, LLC, a leading global provider of driveline solutions, on its acquisition of drive shafts and joints manufacturer IFA Group.
The alignment was clear, the Bengaluru-based automotive software engineering firm was acquired by the group in 2022.
Hannover Finanz (HF) has separated itself from its minority share in RADO Gummi GmbH (Rado) with its seat in Radevormwald as part of a repurchase agreement by the majority shareholder Fred Ebers.
Engine manufacturer Deutz has completed the acquisition of Frerk Aggregatebau to grow in the market for emergency power units.
Top 10 categories among 3,315 recorded events in the 24-month window.
6 companies with recorded IPO activity
IPO · Frankfurt Stock Exchange6 reports
IPO · BSE134 reports
IPO · Frankfurt Stock Exchange9 reports
IPO · Frankfurt Stock Exchange2 reports
IPO1 reports
IPO1 reports
151 tracked people moves
Appointment Chief Executive Officer
Appointment Chief Technology Officer
Appointment Chief Restructuring Officer and Chief Technology Officer
Departure Previously Vice President of National Sales
Termination Previously Audi technical boss
Appointment Head of North America Region
Resignation Previously Chief Executive Officer
Departure Previously Sales and Marketing Boss at Volkswagen
Products, platforms and features in the recorded window
Electric Vehicle
quality platform
Electric Vehicle
Electric vehicle
Electric vehicle
Software
Forklift
Product
74 recorded customer wins
Customer: ESR Pune Industrial Park Private LimitedLogistics Real Estate
Customer: bnp paribasAutomotive
Customer: Beijing HyundaiAutomotive
Customer: satairDistribution
Customer: TırsanAutomotive
Customer: tvs motor companyLast-mile mobility sector
22 companies with reported reductions
50,000 rolescost reduction
50,000 rolescost reduction
2,000 roleseconomic situation
Scale not stated rolesbusiness downturn
Scale not stated rolesbusiness downturn
650 roles
89 recorded events
fined for misclassification of air purifiersCommissioner of Customs, Chennai-II (Imports)
revealed manipulations in emissions testingUS Environmental Protection Agency (EPA) and California Air Resources Board (CARB)
Regulation (EU) No 596/2014
recall of 500,000 carsUS Environmental Protection Agency (EPA) and California Air Resources Board (CARB)
42 tracked suits
motor finance redress schemeRegulatory · Filed
environmental regulation fraudCivil · Settled
Reported company results in the recorded window.
Median across 495 reported growth observations; companies may contribute multiple periods.
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| Knorr-Bremse→Travis Road Services International | Completed | 2026-05-04 | Not stated in snapshot |
| Daimler Truck→eStar Truck & Van Ltd | Announced | 2026-05-01 | Not stated in snapshot |
| HOF Capital-led consortium→Porsche ↗ | Announced | 2026-04-24 | Not stated in snapshot |
| Consortium of venture capital firms and private investors→Porsche ↗ | Announced | 2026-04-24 | Not stated in snapshot |
| Bosch Limited→Bosch Chassis Systems ↗ | Completed | 2026-04-16 | $970.0M |
| ZF→2getthere | 2026-04-15 | Not stated in snapshot |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
3,810 postings in the preceding 12 months. The full 9,014-posting snapshot covers 219 employers.
30 tracked postings mention remote work.
1,405 postings specify a level.
| Company | Open roles |
|---|---|
| MAHLE ↗ | 13 |
| BMW Group ↗ | 11 |
| mercedes-benz group ag ↗ | 11 |
| Da Vinci Engineering ↗ | 11 |
| Continental ↗ | 11 |
| Leadec ↗ | 11 |
| Mann-Hummel ↗ | 11 |
| Mercedes-Benz ↗ | 11 |
| Company | Employees |
|---|---|
| Volkswagen Group ↗ | 678,825 |
| mercedes-benz group ag ↗ | 167,727 |
| BMW Group ↗ | 154,950 |
| Nidec Group ↗ | 107,062 |
| Daimler Truck ↗ | 103,541 |
| TRATON ↗ | 100,356 |
| Schaeffler ↗ | 90,151 |
| Porsche ↗ | 38,952 |
662 founders and chief executives across 489 companies.
Ex-Groupon.
Tmd Friction, ex-Tmd Friction Services Gmbh Leverkusen, ex-Tmd Friction Holdings Gmbh Leverkusen
Joynext, ex-Panasonic Automotive And Industrial Systems Europe, ex-Harmanbecker Automotive Systems, Reutlingen University
Tristone Flowtech, ex-Zhongding Europe, ex-Nbhx Nafatec, Mannheim Business School, 2019
Ex-Ferrari, AIL Leasing München
Ex-IAV, Volkswagen. Chemnitz University of Technology Bsc 2016, Msc 2018
Buycycle, ex-Massachusetts Institute Of Technology, ex-Moss, Massachusetts Institute of Technology, 2024
Caroobi, ex-Rocket Internet, ex-Quandoo, James Cook University, Singapore, 2014
Trailer Dynamics, ex-Rwth Aachen University, ex-Dlr
ex-Delivery Hero, Flipkart, Yahoo!, Founder & CEO Flicket.tv, Google, Microsoft. Case Western Reserve University BS 1993, Duke University MBA 2005.
UNID Communication. University of Design Schwabisch Gmund 1991
Ex-McKinsey & Company, Marseille Asylum Platform. University of Cambridge BA 2017 & MPhil 2019
8 profiles with education records.
4 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
33,527 articles in the measured 12-month window.
Auto coverage across Germany · articles per complete quarter
| Quarter | Articles |
|---|---|
| 2021Q2 | 5,374 |
| 2021Q3 | 6,981 |
| 2021Q4 | 5,287 |
| 2022Q1 | 6,614 |
| 2022Q2 | 6,261 |
| 2022Q3 | 6,210 |
| 2022Q4 | 6,784 |
| 2023Q1 | 7,425 |
| 2023Q2 | 6,745 |
| 2023Q3 | 7,602 |
| 2023Q4 | 6,337 |
| 2024Q1 | 8,188 |
| 2024Q2 | 8,030 |
| 2024Q3 | 8,431 |
| 2024Q4 | 9,845 |
| 2025Q1 | 11,887 |
| 2025Q2 | 10,123 |
| 2025Q3 | 8,605 |
| 2025Q4 | 6,729 |
| 2026Q1 | 8,732 |
Article volume measures coverage, not market sales.
6,851 recorded company events across 95 companies; percentages use that event total.
Auto coverage across Germany · ranked by full-period article count.
Recent and prior counts use the source comparison windows.
Auto coverage across Germany
| Keyword | Recent | Prior | Change |
|---|---|---|---|
| vehicle-to-infrastructure | 141 | 81 | 74% |
| battery energy density | 121 | 74 | 64% |
| bmw hybrid | 99 | 67 | 48% |
| bmw i | 98 | 65 | 51% |
| electric drivetrain design | 79 | 50 | 58% |
| mercedes ev range | 74 | 50 | 48% |
| rapid prototyping vehicles | 73 | 39 | 87% |
| solar hydrogen | 72 | 48 | 50% |
| electrolytic hydrogen | 63 | 38 | 66% |
| concept car development | 58 | 30 | 93% |
| truck accident | 114 | 717 | -84% |
| vehicle collision | 62 | 534 | -88% |
| bus crash | 79 | 526 | -85% |
| aviation accident | 65 | 525 | -88% |
| nationalist composers | 1 | 524 | -100% |
Auto coverage across Germany
nationalist composers, avant-garde composition, tariff negotiations
40.9% critical · 41.2% positiveev powertrain advancements, next-generation ev platforms, ev battery technology
36.6% critical · 52.0% positiveautomotive segment growth, vehicle sales forecasts, automotive industry reports
31.9% critical · 49.6% positiveAuto coverage across Germany. Topic labels describe recorded classifications and can include broad context.
53,340 papers in the recorded worldwide scope.
Tone counts: 45,828 positive · 3,083 neutral · 4,429 negative.
Landmark: A Survey of Autonomous Driving: <i>Common Practices and Emerging Technologies</i>
Landmark: Autonomous Vehicle Implementation Predictions: Implications for Transport Planning
Landmark: Are we ready for autonomous driving? The KITTI vision benchmark suite
Common problems researchers identify · 0117.6% of this theme group
Researchers highlight gender, identity, and power issues in humanitarian and media portrayals.
Humanities (304) · Identity (55) · Power (59) · Latin Americans (42)
Nuevas miradas sobre género e igualdad. Enfoques interdisciplinares.
Imagens e discursos em campanhas humanitárias: Análise crítica das representações das populações afetadas
Common problems researchers identify · 0216.2% of this theme group
Studies flag difficulties in nursing care, infection control, and medication acceptance for vulnerable patients.
Nursing care (60) · Gynecology (47) · Coronavirus disease 2019 (66) · MEDLINE (45)
AVALIAÇÃO DO PERFIL E DA ACEITABILIDADE DE INTERVENÇÕES FARMACÊUTICAS EM PESSOAS IDOSAS HOSPITALIZADAS
Prevenção de infeções associadas aos cateteres venosos periféricos: um olhar sobre as intervenções de estudantes de Mestrado em enfermagem à
Common problems researchers identify · 0314.6% of this theme group
Papers discuss legal and technical gaps in personal data handling and public information systems.
Order (161) · Cadastre (51) · Government (54) · Public policy (32)
Auditoria a sistemas de informação e tecnologias aplicadas
Tratamento de Dados Pessoais em Operações de M&A: um estudo sobre as bases legais aplicáveis e as medidas técnicas e administrativas ado
Common problems researchers identify · 0414.4% of this theme group
Works examine philosophical and humanitarian concerns for incarcerated individuals and related training practices.
Philosophy (704) · Humanities (799) · Persona (24) · Derecho (10)
Educação para pessoas privadas de liberdade
O USO DAS TECNOLOGIAS EDUCACIONAIS PELO ENFERMEIRO APLICADAS AOS CUIDADOS PARA PESSOAS QUE REALIZAM HEMODIÁLISE: REVISÃO DE LITERATURA
Common problems researchers identify · 0513.8% of this theme group
Research points to shortcomings in rural cadastral records and forest cover change analysis.
Humanities (150) · Horticulture (14) · Statistical analysis (26) · Amazon rainforest (14)
CONSIDERAÇÕES SOBRE O CADASTRO AMBIENTAL RURAL E SUA IMPLEMENTAÇÃO
ANÁLISE ESPACIAL E TEMPORAL DAS TRANSFORMAÇÕES NA COBERTURA DA TERRA EM ÁREAS DE PROTEÇÃO AMBIENTAL NO ESTADO DE ALAGOAS POR MEIO DE GEOTECN
Common problems researchers identify · 0612.5% of this theme group
Authors raise issues about equitable teaching methods and technology integration for diverse learners.
Humanities (161) · Qualitative research (46) · Initial training (27) · Curriculum (16)
INOVAÇÃO PEDAGÓGICA MEDIADAS POR TECNOLOGIAS: CAMINHOS PARA UMA EDUCAÇÃO ATIVA
PRÁTICAS PEDAGÓGICAS INCLUSIVAS MEDIADAS POR LIBRAS: EXPERIÊNCIAS E DESAFIOS NO ENSINO FUNDAMENTAL
Common problems researchers identify · 0710.9% of this theme group
Studies identify safety and usability gaps in autonomous vehicle systems and related engineering.
Computer security (83) · Transport engineering (51) · Human–computer interaction (56) · Automotive industry (40)
Planning and Decision-Making for Autonomous Vehicles
Autonomous Vehicle Technology: A Guide for Policymakers
Cautions · 0119.8% of this theme group
Cautionary papers warn of pressure injuries and drug-related complications in older patients.
Gynecology (35) · CADASIL (16) · Leukoencephalopathy (12) · Internal medicine (12)
Análise da presença de lesão por pressão em pacientes hospitalizados e as principais comorbidades associadas
PERFIL MEDICAMENTOSO E PROBLEMAS RELACIONADOS À FARMACOTERAPIA EM PESSOAS IDOSAS HOSPITALIZADAS
Cautions · 0219.5% of this theme group
Researchers urge careful assessment of autonomous vehicle effects on mobility, environment, and public perception.
Transport engineering (67) · Human–computer interaction (24) · Automotive engineering (20) · Aeronautics (19)
AUTONOMOUS VEHICLES - WHAT COULD THIS MEAN FOR THE FUTURE OF TRANSPORT?
Autonomous Vehicles as Public Transport: Perceptions of Risks and Opportunities for Mobility, the Environment, and Society
Cautions · 0313.5% of this theme group
Works caution about substance use and the need for evidence‑based strategies to support vulnerable learners.
Humanities (106) · Philosophy (75) · Identity (4) · Higher education (4)
Levantamento sobre uso de álcool e outras drogas e vulnerabilidades relacionadas de estudantes de escolas públicas participantes do programa
ADAPTAÇÕES E ESTRATÉGIAS BASEADAS EM EVIDÊNCIAS PARA AUMENTAR A INTERAÇÃO E O ENGAJAMENTO DE ALUNOS COM TEA NAS AULAS DE EDUCAÇÃO FÍSICA
Cautions · 0412.4% of this theme group
Papers highlight susceptibility of detection and trajectory models to malicious attacks.
Adversarial system (22) · Lidar (15) · Object detection (13) · Robustness (17)
On Adversarial Robustness of Trajectory Prediction for Autonomous Vehicles
Revisiting Adversarial Perception Attacks and Defense Methods on Autonomous Driving Systems
Cautions · 0512.4% of this theme group
Studies caution about limitations in simulation and imaging methods for structural and soil analysis.
Cadastre (10) · Materials testing (6) · Geology (8) · Statistical analysis (8)
Método para simulação numérica de paredes divisórias em alvenaria afetadas pelas flechas de estruturas de betão armado
Avaliação da porosidade e colmatação de camadas filtrantes via tomografia computadorizada de raios X e fluidodinâmica computacional
Cautions · 0611.9% of this theme group
Research points to challenges in using saline irrigation and bacterial inoculants for crop productivity.
Horticulture (23) · Microbiology (6) · Botany (5) · Bacteria (5)
Acumulação de biomassa e extração de nutrientes por plantas de feijão-de-corda irrigadas com água salina em diferentes estádios de desenvolv
Feijão caupi inoculado com bactérias associadas à adubação nitrogenada no metabolismo e crescimento da planta.
Cautions · 0710.5% of this theme group
Authors warn of policy instability and disclosure gaps affecting corporate investment and reporting.
Order (15) · Government (10) · Investment (6) · Legislation (6)
INCERTEZA POLÍTICO-ECONÔMICA, AGRESSIVIDADE TRIBUTÁRIA E O EFEITO MODERADOR DO MERCADO DE CRÉDITO NAS EMPRESAS DE CAPITAL ABERTO LISTADAS NA
Informação obrigatória e voluntaria dos intangíveis: nível de divulgação e seus determinantes para as empresas cotadas portuguesas
Opportunities · 0126.5% of this theme group
Opportunities focus on systematic identification of safety and security needs for autonomous driving systems.
Human–computer interaction (176) · Transport engineering (139) · Computer security (91) · Automotive engineering (110)
Systematic Method for Identifying Safety and Security Requirements in Autonomous Driving: Case Study of Autonomous Intersection System
Exploring User Acceptance of Autonomous Vehicles: Impact of Driver and Vehicle Styles
Opportunities · 0217.9% of this theme group
Research advances lidar and point‑cloud techniques to improve autonomous vehicle awareness.
Object detection (228) · Object (139) · Lidar (149) · Point cloud (88)
Road Scene Content Analysis for Driver Assistance and Autonomous Driving
Enhancing Safety Perception in Autonomous Driving Systems Through 3D Object Detection and Neural Network Regression
Opportunities · 0313.4% of this theme group
Works explore model‑predictive control for dynamic trajectory generation and obstacle avoidance.
Trajectory (296) · Control theory (245) · Motion planning (167) · Model predictive control (105)
Dynamic Trajectory Planning and Tracking for Autonomous Vehicle With Obstacle Avoidance Based on Model Predictive Control
Dynamic Trajectory Planning for Vehicle Autonomous Driving
Opportunities · 0413.3% of this theme group
Studies examine effectiveness of virtual learning environments and equity‑focused educational initiatives.
Humanities (314) · Philosophy (216) · Qualitative research (30) · Order (42)
REFLEXÕES SOBRE A EFETIVIDADE DE FERRAMENTAS DE AVALIAÇÃO DA APRENDIZAGEM EMPREGADAS EM AMBIENTES VIRTUAIS DE APRENDIZAGEM: UM ESTUDO DE CAS
PET-Saúde/Equidade: Contribuições das Experiências Compartilhadas para a Formação Acadêmica e Profissional
Opportunities · 0511.7% of this theme group
Papers highlight novel synthesis and diagnostic applications linking horticulture, medicine, and material science.
Horticulture (37) · CADASIL (34) · Traditional medicine (24) · Leukoencephalopathy (23)
ANÁLISE MULTIMODAL E CARACTERIZAÇÃO MOLECULAR DE LESÕES PIGMENTADAS CUTÂNEAS BENIGNAS: AVANÇOS EM DIAGNÓSTICO DIFERENCIAL E IMPLICAÇÕES PARA
SINTESIS YTTRIUM DOPED ZnO DENGAN CAPPING AGENT KIMIA DAN \nBIOLOGI UNTUK PENINGKATAN EFISIENSI FOTOKATALITIK \nDEGRADASI ANTIBIOT
Opportunities · 0611.4% of this theme group
Research leverages cadastral, BIM, and statistical methods to enhance building performance and environmental monitoring.
Cadastre (79) · Cartography (16) · Statistical analysis (18) · Humanities (54)
BIM, 3D Cadastral Data and AI for Weather Conditions Simulation and Energy Consumption Monitoring
TECNOLOGIAS E INOVAÇÕES APLICADAS ÀS FASES DE ACABAMENTO EM EDIFÍCIOS DE MÚLTIPLOS PAVIMENTOS
Opportunities · 075.7% of this theme group
Studies develop adaptive decision‑making frameworks to improve autonomous vehicle interaction with vulnerable road users.
Reinforcement learning (312) · Reinforcement (63) · Action (24) · Human–computer interaction (37)
Deep-Reinforcement-Learning-Based Collision Avoidance of Autonomous Driving System for Vulnerable Road User Safety
An Integrated Framework of Lateral and Longitudinal Behavior Decision-Making for Autonomous Driving Using Reinforcement Learning
Orientation shares compared with 25,000 papers in the reference sample.
| Research orientation | This field | Reference sample |
|---|---|---|
| Descriptive | 29.3% | 17.5% |
| Problem-identifying | 27.4% | 9.5% |
| Promising | 21.0% | 37.0% |
| Breakthrough | 14.3% | 26.6% |
| Comparative | 3.4% | 4.1% |
| Cautionary | 2.9% | 4.3% |
| Critical | 1.7% | 1.0% |
Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.
| Concern / example paper | Papers | Share | Raised as a problem | Worldwide share |
|---|---|---|---|---|
| Privacy & surveillanceThe social dilemma of autonomous vehicles | 196 | 0.42% | 76 (38.8%) | 0.42% |
| Safety & misuseNO Need to Worry about Adversarial Examples in Object Detection in Autonomous Vehicles | 146 | 0.31% | 38 (26.0%) | 0.31% |
| Bias & fairnessPersonal data, exploitative contracts, and algorithmic fairness: autonomous vehicles meet the internet of things | 16 | 0.03% | 7 (43.8%) | 0.03% |
| Energy & datacenter footprintA Survey on Approximate Edge AI for Energy Efficient Autonomous Driving Services | 8 | 0.02% | 0 (0.0%) | 0.02% |
| Concentration of compute powerTransport Policy Optimization with Autonomous Vehicles | 5 | 0.01% | 3 (60.0%) | 0.01% |
| Water useEnhanced AEC Qualification of 5nm AI Processor with Liquid Cooling for Level 4 Autonomous Driving | 1 | 0.0% | 1 (100.0%) | 0.0% |
| Labour & data workO sofrimento feminino na pandemia de COVID-19: como vulnerabilidades das mulheres foram reforçadas na crise sanitária | 1 | 0.0% | 1 (100.0%) | 0.0% |
| Carbon & emissions of compute | 0 | 0.0% | 0 (%) | 0.0% |
| Hardware, e-waste & supply chain | 0 | 0.0% | 0 (%) | 0.0% |
Institution and researcher rankings use citations to their covered work. Research scope: worldwide. This may be broader than the company geography.
Company counts, hiring and disclosed funding across the recorded hubs.
28.1% across the displayed hubs
6 companies hiring · $2.0B disclosed funding
Explore companies in Berlin ↗
24.6% across the displayed hubs
12 companies hiring · $48.8M disclosed funding
Explore companies in Munich ↗
12.3% across the displayed hubs
3 companies hiring · $5.0M disclosed funding
Explore companies in Hamburg ↗
10.9% across the displayed hubs
11 companies hiring · $496.8K disclosed funding
Explore companies in Stuttgart ↗
7.4% across the displayed hubs
5 companies hiring · $0 disclosed funding
Explore companies in Hannover ↗
7.1% across the displayed hubs
1 companies hiring · $1.5M disclosed funding
Explore companies in Cologne ↗
4.9% across the displayed hubs
4 companies hiring · $137.6M disclosed funding
Explore companies in Dresden ↗
4.6% across the displayed hubs
3 companies hiring · $16.7M disclosed funding
Explore companies in Aachen ↗Clear definitions for making better comparisons.
It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.
No. A company can belong to several segments, so segment counts and funding can overlap.
A dash or unavailable panel means the current reviewed source snapshot does not support that figure.
Company ecosystem snapshot: 6 August 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.
Canonical landscape ↗