Industry landscapes
The companies, capital and talent shaping auto tech in Berlin. 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.
33 of 300 tracked companies have open roles.
87 of 300 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 116 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 67.8% of disclosed capital, while 71.0% 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 | $2.91M | 23 | 4 |
| 2017 | $448.93M | 27 | 13 |
| 2018 | $824.11M | 28 | 15 |
| 2019 | $253.9M | 24 | 14 |
| 2020 | $1.04B | 14 | 14 |
| 2021 | $473.86M | 13 | 7 |
| 2022 | $123.99M | 13 | 12 |
| 2023 | $68.08M | 12 | 8 |
| 2024 | $107.25M | 4 | 4 |
| 2025 | $187.1M | 0 | 6 |
Share of all disclosed company funding.
188 recorded rounds since 2016
Recorded participation in auto tech company rounds since 2016.
Backed by SoftBank Vision Fund.
Backed by Olx Group.
Backed by Farallon Capital Management and The Baupost Group and others.
Backed by Mubadala and Northzone and others.
Backed by Mubadala and M&G and others.
Backed by DST Global and Piton Capital and others.
Participating investors were not recorded in this snapshot.
Backed by Kinnevik and Coatue and others.
Backed by Olx Group.
Backed by Princeville Global and Target Global.
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.; 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 Berlin companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
10 of the 300 companies on this page carry a measured traffic record (3.3%); these are the largest of those, by monthly visits. The median among them is 509,657 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| Mobile.demobile.de | 48,074,702 | 86 | 59.7% |
| Autodocautodoc.de | 5,279,490 | 67 | 64.1% |
| AUTO1.comauto1.com | 1,266,289 | 49 | 33.9% |
| Blacklaneblacklane.com | 651,114 | 51 | 51.2% |
| Dapartodaparto.de | 540,874 | 41 | 52.7% |
| MILES Mobilitymiles-mobility.com | 478,441 | 48 | 74.8% |
| Piecesauto24piecesauto24.com | 417,982 | 41 | 50.2% |
| CarMobileSystemsautoteile-markt.de | 208,129 | 27 | 63.9% |
| Talixotalixo.com | 198,446 | 32 | 78.1% |
| Tirendotirendo.de | 36,426 | 36 | 35.8% |
Visits and authority are third-party web estimates, not company-reported figures.
67 of these companies (22.3%) publish at least one Android app — 94 apps in all, carrying 135.7M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| AUTODOC: buy car parts onlineAutodoc | 73.2M | 4 | Shopping |
| mobile.de - car marketMobile.de | 36.5M | 4.7 | Auto & Vehicles |
| TIER - Unlock Your CityTIER | 12.1M | 3.3 | Travel & Local |
| Free2move | Car Share & RentalFree2Move | 5.1M | 4.5 | Travel & Local |
| MILES Car & Van SharingMILES Mobility | 1.6M | 3.9 | Travel & Local |
| AutoZen-Car Dashboard&LauncherAutoZen | 1.3M | 4 | Auto & Vehicles |
| BVG Jelbi: Mobility in BerlinJelbi | 776.9K | 3.1 | Travel & Local |
| MOIAMoia | 657K | 4.9 | Travel & Local |
| kfzteile24 - Autoteile kaufenkfzteile24 | 609.4K | — | Auto & Vehicles |
| Blacklane - Chauffeur ServiceBlacklane | 464.7K | 4.5 | Maps & Navigation |
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 (2023Q1–2026Q2).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| Auto E-Commerce & Content | 14 | 110.8M | AUTODOC: buy car parts online 73.2M | |
| Auto Retail & Aftersales | 4 | 37.1M | mobile.de - car market 36.5M | |
| Road Transport Tech | 60 | 23.9M | TIER - Unlock Your City 12.1M | |
| Electric Vehicles | 27 | 13.4M | Plugsurfing — charge anywhere 356.3K | |
| Online Travel | 7 | 2M | MILES Car & Van Sharing 1.6M | |
| Geographic Information Systems | 6 | 1.7M | AutoZen-Car Dashboard&Launcher 1.3M | |
| Security & Surveillance Technology | 6 | 1.5M | Vimcar 152.7K | |
| Energy Storage Tech | 13 | 846.2K | Elli Charging 198.1K |
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. 63 of 94 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.
14 companies hiring · $2.05B disclosed funding
Explore in RadarCommon revenue models; a company can use more than one.
Recorded corporate activity linked to companies in this landscape.
Uber Technologies has acquired chauffeur service Blacklane as part of its expansion into luxury and executive travel.
AUTO1 Group raises inventory financing capacity to EUR 1.6 billion to power continued growth
Uber competitor Grab invests up to $60M in Vay
Multinational marketplaces operator Prosus has expressed early-stage interest in bidding for Mobile.de — the leading auto marketplace in Germany, which is owned by Adevinta — Reuters reports, citing “three people familiar with the matter.”
Stellantis is considering selling its car-sharing unit Free2move as part of Chief Executive Officer Antonio Filosa’s efforts to restructure the automaker.
Atlassian has acquired the technology and team of French startup Cycle
Cariqa, a Berlin-based platform for electric vehicle (EV) charging payments and pricing, has raised €4m in seed funding.
German CarOnSale, a digital B2B marketplace for used car trading, has successfully closed a €70 million Series C round to expand across European markets
Oxy Capital, an investor active in public and private markets and based in Lisbon, has increased its investment in IVU Traffic Technologies AG, acquiring a stake exceeding 3%.
Berlin/Potsdam-based sensmore, a robotics startup, has secured $7.3M (approximately €6.4M) in a funding round led by Point Nine Capital, an early-stage venture capital firm focused on SaaS, AI, and B2B marketplaces.
Top 10 categories among 98 recorded events in the 24-month window.
1 companies with recorded IPO activity
IPO · Frankfurt Stock Exchange2 reports
4 tracked people moves
Appointment Chief Financial Officer
Appointment Chief Financial Officer
Appointment Chief Financial Officer
Resignation Previously Chief Financial Officer
1 recorded customer wins
Customer: SJ AB (SJ)Railway
1 companies with reported reductions
126 rolescost reduction
1 recorded events
subject to regulatory approval
1 tracked suits
injury compensationCivil · Settled
Reported company results in the recorded window.
Median across 21 reported growth observations; companies may contribute multiple periods.
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| Daimler Buses→IVU Traffic Technologies ↗ | Announced | 2026-04-15 | Not stated in snapshot |
| Uber Technologies→Blacklane ↗ | Announced | 2026-04-08 | Not stated in snapshot |
| tcpl→ME Energy ↗ | Announced | 2025-12-12 | Not stated in snapshot |
| prosus→Mobile.de ↗ | Rumored | 2025-11-06 | Not stated in snapshot |
| eqt→Mobile.de ↗ | Rumored | 2025-11-06 | Not stated in snapshot |
| atlassian→CYCLE ↗ | Completed | 2025-10-31 | Not stated in snapshot |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
485 postings in the preceding 12 months. The full 1,068-posting snapshot covers 27 employers.
29 tracked postings mention remote work.
229 postings specify a level.
Top skills across 1,068 tracked postings in the available jobs snapshot.
| Company | Employees |
|---|---|
| AUTO1 Group ↗ | 6,094 |
| Mobimeo ↗ | 106 |
| Vay ↗ | 64 |
| Hubject ↗ | 61 |
| Talixo ↗ | 53 |
| CarOnSale ↗ | 42 |
| PSI Transcom ↗ | 31 |
| Motor Ai ↗ | 30 |
195 founders and chief executives across 133 companies.
Ex-Groupon.
Limited Partner - Speedinvest · Co-Founder TIER Mobility, Fruity Ventures, ex-NIST, BCG Digital Ventures · Ludwig-Maximilians-University Munich PhD
Ex-P3 Group, Founder Mov.ING, StreetScooter, Ecurie Aix - Formula Student Team RWTH Aachen. Imperial College London 2009.
Ex-BCG, BCG Digital Ventures. FAU BA 2015, RWTH Aachen University PhD 2019
Ex-Co-Founder Firstfon, SemperLink, DAI-Labor. University of Applied Sciences of Offenburg 1998 & MSc 2001
BetterRoaming.com, Truphone, ex-Home24 AG. Bucerius Law School LLB 2010
Founder Dance, ex-Strategy & Interaction, Trustmojo.com, Founder akryl.p. KTH Royal Institute of Technology MSc 2007
Ex- Deliveroo, Zipcar, Fon, Indra, L.E.K, Club Madrid, NATO. Free University of Brussels, Comillas Pontifical University LLM…
Ex-SG, McKinsey, Columbia Business School. Columbia Business School MBA
Founder yucona, ex- SchneiderLevi . South Westphalia University of Applied Sciences BA 2014…
Ex-Uber, Noa Technologies. University of Art in Berlin BA 2013.
Ex- Bundesverband Deutscher Startups, Beautiful Group, Dr. Holthausen, Qimaya. University of Konstanz 2007
14 profiles with education records.
9 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
3,332 articles in the measured 12-month window.
Auto Tech coverage tagged Berlin · articles per complete quarter
| Quarter | Articles |
|---|---|
| 2021Q2 | 810 |
| 2021Q3 | 861 |
| 2021Q4 | 872 |
| 2022Q1 | 1,114 |
| 2022Q2 | 1,076 |
| 2022Q3 | 1,052 |
| 2022Q4 | 1,030 |
| 2023Q1 | 1,103 |
| 2023Q2 | 1,076 |
| 2023Q3 | 975 |
| 2023Q4 | 784 |
| 2024Q1 | 1,398 |
| 2024Q2 | 1,149 |
| 2024Q3 | 998 |
| 2024Q4 | 1,215 |
| 2025Q1 | 1,305 |
| 2025Q2 | 1,067 |
| 2025Q3 | 967 |
| 2025Q4 | 742 |
| 2026Q1 | 828 |
Article volume measures coverage, not market sales.
108 recorded company events across 15 companies; percentages use that event total.
Auto Tech coverage tagged Berlin · ranked by full-period article count.
Recent and prior counts use the source comparison windows.
Germany comparison coverage
| Keyword | Recent | Prior | Change |
|---|---|---|---|
| comex gold analysis | 162 | 82 | 98% |
| vehicle-to-infrastructure | 153 | 87 | 76% |
| gold futures trends | 138 | 59 | 134% |
| pope | 113 | 79 | 43% |
| bmw hybrid | 108 | 69 | 57% |
| bmw i | 107 | 67 | 60% |
| precious metals etfs | 100 | 14 | 614% |
| electric drivetrain design | 84 | 53 | 58% |
| tesla sedan | 80 | 35 | 129% |
| rapid prototyping vehicles | 76 | 45 | 69% |
| truck accident | 164 | 1,066 | -85% |
| aviation accident | 107 | 792 | -86% |
| vehicle collision | 107 | 792 | -86% |
| bus crash | 123 | 788 | -84% |
| transport crash | 111 | 718 | -85% |
Germany comparison coverage
nationalist composers, avant-garde composition, tariff negotiations
38.4% critical · 42.4% positivenext-generation ev platforms, ev powertrain advancements, ev battery technology
35.9% critical · 54.7% positiveautomotive segment growth, vehicle sales forecasts, dc fast-charging deployment
29.3% critical · 50.3% positiveAuto Tech coverage tagged Berlin. 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 dynamics in humanitarian and media contexts.
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 examine nursing care, infection prevention, 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
Works focus on legal frameworks, audits, and technical measures for personal data handling.
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
Papers discuss rights, personhood, and educational technology impacts on marginalized groups.
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 addresses rural cadastral systems and spatial analysis of forest cover changes.
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
Studies explore technology‑mediated teaching methods and inclusive practices 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
Works investigate human‑computer interaction, cybersecurity, and decision‑making for autonomous vehicles.
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
Analyses focus on pressure injuries, comorbidities, and medication complications among 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
Papers discuss public perception, risk, and broader implications of driverless mobility.
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
Research examines substance use, vulnerability, and strategies to increase participation of special needs 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
Studies address adversarial attacks and defenses for trajectory prediction and object detection in autonomous driving.
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
Works evaluate numerical simulations, porosity assessments, and imaging techniques for construction materials.
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 investigates biomass accumulation and bacterial effects on crop growth under stress conditions.
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
Papers analyze political risk, tax aggressiveness, and disclosure practices affecting corporate financing.
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
Studies propose methods to identify and integrate safety and security needs in 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 develops object detection and point‑cloud techniques to improve driver assistance and autonomous navigation.
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 focus on model‑predictive planning and obstacle avoidance to enhance autonomous motion planning.
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
Papers assess evaluation tools and equity‑focused experiences within virtual and health education contexts.
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
Studies explore molecular diagnostics, photochemical efficiencies, and therapeutic potentials across health and material sciences.
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 combines cadastral, BIM, and statistical methods to support building design and energy 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
Works apply deep reinforcement techniques to collision avoidance and behavior planning for autonomous vehicles.
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% | 17.4% |
| Problem-identifying | 27.4% | 9.9% |
| Promising | 21.0% | 37.1% |
| Breakthrough | 14.3% | 26.3% |
| Comparative | 3.4% | 3.9% |
| Cautionary | 2.9% | 4.5% |
| Critical | 1.7% | 0.9% |
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 |
|---|---|---|---|---|
| Safety & misuseNO Need to Worry about Adversarial Examples in Object Detection in Autonomous Vehicles | 113 | 0.24% | 27 (23.9%) | 0.24% |
| Privacy & surveillanceExploring expert perceptions about the cyber security and privacy of Connected and Autonomous Vehicles: A thematic analy | 92 | 0.2% | 25 (27.2%) | 0.2% |
| Bias & fairnessBias behind the Wheel: Fairness Testing of Autonomous Driving Systems | 8 | 0.02% | 3 (37.5%) | 0.02% |
| Energy & datacenter footprintA Survey on Approximate Edge AI for Energy Efficient Autonomous Driving Services | 7 | 0.01% | 0 (0.0%) | 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% |
| Concentration of compute powerTransport Policy Optimization with Autonomous Vehicles | 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.
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: 4 September 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 ↗