Industry landscapes
Industry report

Funding and advertised pay are reported in USD; filed accounts retain their stated source currency and basis.

Exchange-rate basis

Indicative conversions use ECB reference rates dated 2026-09-14, applied consistently across all periods. They are not historical exchange rates. Indian rupees may use crore (1 crore = 10 million); other currencies use K, M and B. CSV downloads, source documents and quoted news headlines retain their original currencies.

THE THE UNITED ARAB EMIRATES EDITION 2026

the United Arab Emirates’s
auto industry,
in focus.

The companies, capital and talent shaping auto in the United Arab Emirates. Find the leaders. Understand the segments. See where the activity is.

Snapshot: Funding in USD
Illustrated cover for Auto Industry Landscape of the United Arab Emirates
AE
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Auto illustration
MEET THE COMPANIES

Explore the United Arab Emirates’s auto leaders

24 featured companies from the funding, hiring, revenue and team-size leaderboards.

Expand panel +
Auto company highlights in the United Arab Emirates, snapshot 1 September 2026
Company
NWTNnwtnmotors.com$100M
SellAnyCar.com$35M
ServiceMyCarservicemycar.com$10M1 roles200
CarSwitchcarswitch.com$9.3M127
Halajoinhala.com$5M41
MySyaramysyara.com$1.05M31
BuyAnyAutoPart.combuyanyautopart.com$750K
CarLogikcarlogik.com$272K3
Art Of Energiartofenergi.com3 roles
Al Saeedi Groupalsaeedigroup.com2 roles
German Experts Car Maintenancegermanexperts.ae2 roles
Habtoor Motorshabtoormotors.com2 roles
Adamas Motorsadamasmotors.com1 roles
GTA Carsgtacars.ae1 roles
Swiss Autoswissauto.ae1 roles
Al Tayer Motorsaltayermotors.com
Burj Autoburjauto.com
CARS24Arabiacars24.ae
Dubicars.comdubicars.com41
Jetourjetouruae.com
Legend Motorslegendmotorsuae.com
PitStop Arabiapitstoparabia.com
XA Groupxagroup.com17
YallaMotoryallamotor.com
24 featured companies

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 ↗

Company discovery

Recorded evidence only

Explore the live startup set in Radar

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 ↗
THE KEY SIGNALS

Auto industry KPIs in the United Arab Emirates

A few useful ratios bring the size of this ecosystem into perspective.

1 September 2026
Hiring participation2.6%

17 of 666 tracked companies have open roles.

Funding participation1.5%

10 of 666 tracked companies have a recorded round.

Top 3 funding share89.8%

Share of disclosed capital received by the three largest recorded recipients.

Median disclosed round$1.3M

Midpoint of 12 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 89.8% of disclosed capital, while 98.5% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How the United Arab Emirates auto has grown

Recorded company formation and disclosed funding across the complete annual series shown.

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

the United Arab Emirates auto
$0$28.5M$57M$85.5M$114M2016: $020162017: $1.3M20172018: $1.15M20182019: $020192020: $42M20202021: $16.05M20212022: $272K20222023: $020232024: $750K20242025: $100M2025
View the numbers
Annual auto funding and company formation in the United Arab Emirates
YearFunding (USD)FoundedRaising
2016$0250
2017$1.3M331
2018$1.15M342
2019$0420
2020$42M712
2021$16.05M503
2022$272K621
2023$0470
2024$750K311
2025$100M01
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • NWTN61.9%
  • SellAnyCar.com21.7%
  • ServiceMyCar6.2%
  • Other companies10.2%

Funding by stage

16 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel11 68.8%
Series A–B3 18.8%
Series C+ / PE1 6.2%
Grants, debt & other1 6.2%

Recent recorded rounds

Latest recorded rounds · USD
0 rounds

Swipe or scroll horizontally to browse.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Expand panel +

Annual accounts availability

No reviewed exact national-ID connector has yet been qualified for United Arab Emirates; this is a checked implementation boundary, not evidence that filings are absent.; No reviewed exact national-ID connector has yet been qualified for United Arab Emirates; this is a checked implementation boundary, not evidence that filings are absent.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

How the the United Arab Emirates companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

10 of the 666 companies on this page carry a measured traffic record (1.5%); these are the largest of those, by monthly visits. The median among them is 104,934 visits.

Visits and authority are third-party web estimates, not company-reported figures.

Most-installed apps

40 of these companies (6%) publish at least one Android app — 64 apps in all, carrying 4.9M installs between them.

AppInstallsRatingStore category
Cars24 UAE: Used carsCARS24Arabia1.8M4.1Auto & Vehicles
DubiCars: Buy & Sell Cars UAEDubicars.com923.4K4.5Auto & Vehicles
CarSwitch | Used Cars in UAECarSwitch429.9K4.6Auto & Vehicles
CarSwitch | Used Cars in KSACarSwitch322.5K4.4Auto & Vehicles
YallaMotor | Used & New CarsYallaMotor232.3K4.4Auto & Vehicles
EGARAGIEGaragi153.7KAuto & Vehicles
RafidRafid Automotive Solutions138.6KAuto & Vehicles
BuyAnyCarBuyAnyCar130.6K3Business
Emirates Roadside AssistanceEmirates Roadside Assistance116.2KAuto & Vehicles
Service My CarServiceMyCar99.6K2.6Auto & Vehicles

Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2024Q1–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Auto Retail & Aftersales554.9MCars24 UAE: Used cars 1.8M
Auto E-Commerce & Content294.4MDubiCars: Buy & Sell Cars UAE 923.4K
Local Services18480.5KEGARAGI 153.7K
Internet First Insurance Platforms4154.2KEgaragi Recovery 277
Auto Brands431.8KMY ISUZU 16.2K
Auto Components528KMy Car App 24.5K

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.

Release cadence by quarter

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.

2023Q2: 12023Q2: 12023Q22023Q3: 12023Q3: 02023Q32023Q4: 52023Q4: 12023Q42024Q1: 12024Q1: 12024Q12024Q2: 12024Q2: 12024Q22024Q3: 32024Q3: 22024Q32024Q4: 12024Q4: 12024Q42025Q1: 12025Q1: 02025Q12025Q2: 22025Q2: 32025Q22025Q3: 22025Q3: 72025Q32025Q4: 32025Q4: 82025Q42026Q1: 42026Q1: 122026Q1

Darker bars are new releases, lighter bars apps updated. 59 of 64 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The the United Arab Emirates auto market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Consumer digital69
B2c e-commerce58
Second hand goods35
Second hand cars e-commerce29
Uber for auto services16
Marketplaces15
Online auto parts and accessories14
Enterprise tech12
Automobile repair6
Automotive fintech5
Fintech5
C2b second hand cars marketplaces5

Companies can sit in several segments. Counts and funding overlap.

SEGMENT TO EXPLORE

Consumer digital

The largest measured segment in this report snapshot.

69companies
2.9%have hiring activity

2 companies hiring · $50.5M disclosed funding

Explore in Radar

How companies make money

Common revenue models; a company can use more than one.

E-commerce - product258
Fee-for-service222
Commission on transaction220
E-commerce - service170
Physical commerce157
Advertising118
Subscription47
Sponsorship14
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 4 dated reports
Contractshabtoormotors.com ↗

Al Habtoor Motors today signed an agreement with Dubai Industrial City, the Emirate's leading industrial destination and a member of Tatweer, to build an AED 350 mln. services, distribution and warehousing centre in the City's transport zone.

Leadership movesdubicars.com ↗

UAE-based automotive marketplace DubiCars has announced the appointment of Mathew McNay as sales and customer success director.

Capital infusionslegendmotorsuae.com ↗

Legend Holding Group is investing AED 500 million (£120 million) to expand its automotive logistics operations in Dubai’s Jebel Ali Free Zone (Jafza).

Contractsalsaeedigroup.com ↗

Al Saeedi Group, the UAE’s largest distributor of industrial and off-highway tires, has extended its multi-million Dirham contract with dnata, a leading global air and travel services provider, for a further five years.

Full recorded event mix

Top 3 categories among 4 recorded events in the 24-month window.

Contracts
2
Leadership moves
1
Capital infusions
1
2 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

1 tracked people moves

Mathew McNay

Appointment sales and customer success director

Mergers and acquisitions

Company-linked deal reports; status is preserved as recorded.

Acquirer → targetStatusDateValue / context
EasyLeaseunited transAnnounced2024-04-04Not stated in snapshot
EasyLeasefully chargedCompleted2023-12-11Not stated in snapshot
MySyaraNaCompleted2021-08-11$2.6M

A discussion or rumour is not a completed transaction. An unstated value is not zero.

PEOPLE & OPPORTUNITY

The talent market

51 postings in the preceding 12 months. The full 57-posting snapshot covers 37 employers.

Expand panel +

Most advertised job titles

Nodejs Automation Engineer (Playwright)2
Automation Service Engineer Dubai, Uae2
Marketing Specialist(Automotive After Market)2
Senior Engineer, Process Automation (P5 Process Automation Team Ohb2
Automotive Foreman Multibrand & Diagnostic Technician2
Workshop Supervisor | Al Futtaim Automotive | Electric Mobility2
0 internship postings

2 tracked postings mention remote work.

The seniority mix

15 postings specify a level.

unspecified
42
senior
8
manager
3
lead
2
intern
2

Skills employers mention

Top skills across 57 tracked postings in the available jobs snapshot.

Python
6
Playwright
6
Java
6
Selenium
5
Git
4
Javascript
4
Plc
3
Appium
3
Api Testing
3
Process Control
3
THE PEOPLE BUILDING THE FIELD

Founders and leaders

86 founders and chief executives across 73 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

8 profiles with education records.

IIM Calcutta
2
Cornell University
1
IIT Bombay
1
BITS Pilani
1
University of Toronto
1
Harvard Business School
1
Harvard University
1
S P JAIN School Of Global Management
1

Prior employers

3 profiles with prior-work records.

Boston Consulting Group
1
Microsoft
1
Cisco
1
McKinsey
1

Profiles cover recorded founders and leaders; contact details remain in Radar.

NEWS INTELLIGENCE

How this industry appears in the news

78,520 articles in the measured 12-month window.

Expand panel +
78,520articles in the measured year
30,310articles in 2026Q1
65.1%positive tone in the latest complete year

News volume trends

Auto coverage across United Arab Emirates · articles per complete quarter

08,71417,42826,14234,8562021Q2: 5,9512021Q22021Q3: 10,3222021Q4: 7,9612022Q1: 9,5002022Q2: 7,3412022Q22022Q3: 7,5882022Q4: 10,0332023Q1: 11,6452023Q2: 10,7172023Q22023Q3: 21,5992023Q4: 15,1762024Q1: 10,0972024Q2: 10,0222024Q22024Q3: 10,1972024Q4: 16,0882025Q1: 17,4792025Q2: 14,3012025Q22025Q3: 13,2782025Q4: 14,8882026Q1: 30,3102026Q1
View quarterly article counts
QuarterArticles
2021Q25,951
2021Q310,322
2021Q47,961
2022Q19,500
2022Q27,341
2022Q37,588
2022Q410,033
2023Q111,645
2023Q210,717
2023Q321,599
2023Q415,176
2024Q110,097
2024Q210,022
2024Q310,197
2024Q416,088
2025Q117,479
2025Q214,301
2025Q313,278
2025Q414,888
2026Q130,310

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
16,460 positive · 678 neutral · 8,338 negative
2022
22,360 positive · 1,119 neutral · 10,949 negative
2023
43,609 positive · 1,150 neutral · 14,340 negative
2024
31,942 positive · 1,270 neutral · 13,152 negative
2025
38,964 positive · 1,723 neutral · 19,190 negative

Company share of voice

2 recorded company events across 2 companies; percentages use that event total.

Dubicars.com ↗dubicars.com
50.0% 1 events
Legend Motors ↗legendmotorsuae.com
50.0% 1 events

Leading coverage topics

Auto coverage across United Arab Emirates · ranked by full-period article count.

International Political Relations11,596 articles in the full recorded period
5,692 recent · 2,256 prior
Security And Defense Policies8,055 articles in the full recorded period
4,793 recent · 1,209 prior
International Relations And Diplomacy5,839 articles in the full recorded period
2,738 recent · 1,076 prior
Formula One Championships4,580 articles in the full recorded period
802 recent · 1,100 prior
Military Technology Advancements3,522 articles in the full recorded period
2,627 recent · 220 prior
Cryptocurrency Impact On Forex Markets3,504 articles in the full recorded period
1,340 recent · 779 prior
International Sports Competitions3,361 articles in the full recorded period
1,106 recent · 784 prior
Naval And Aerial Combat Operations3,331 articles in the full recorded period
2,258 recent · 346 prior
Trade Policies And Agreements2,978 articles in the full recorded period
1,343 recent · 784 prior
Cybersecurity And Cyber Warfare2,618 articles in the full recorded period
1,901 recent · 175 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Auto coverage across United Arab Emirates

KeywordRecentPriorChange
diplomatic strategies889445100%
national security strategy827100727%
foreign policy analysis793297167%
aerial bombardments756103634%
multilateral diplomacy74637599%
geopolitical alliances72742272%
oil price volatility632107491%
diplomatic engagements48426086%
tariff negotiations48232150%
opec policies38074414%
f1 championship378780-52%
f1 world championship409761-46%
f1 grand prix272467-42%
multilateral accords84148-43%
climate mobilization66138-52%

Event and signal lenses

Auto coverage across United Arab Emirates

All complete annual cohorts shown
Rising

Regulatory Risk

82,738 classified articles

diplomatic strategies, geopolitical alliances, foreign policy analysis

59.2% critical · 32.3% positive
Rising

Funding Momentum

12,554 classified articles

pre-ipo valuation, currency intervention policies, ipo pricing

46.0% critical · 47.9% positive
Rising

Growth

45,707 classified articles

automotive segment growth, vehicle sales forecasts, automotive industry reports

25.6% critical · 51.3% positive

Auto coverage across United Arab Emirates. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Auto research is working on

53,340 papers in the recorded worldwide scope.

Expand panel +
53,340papers
53,340worldwide comparison pool
India-affiliated papers

Research orientation

Descriptive
15,643
Problem-identifying
14,600
Promising
11,208
Breakthrough
7,618
Comparative
1,800
Cautionary
1,545
Critical
926

Contribution mix

Empirical
31,760
Methods-led
13,687
Theoretical
3,402
Reviews
2,386
Position pieces
2,105

Tone counts: 45,828 positive · 3,083 neutral · 4,429 negative.

Common problems researchers identify
15,526 papers · 29.1% of this field
  • Humanities3,689 papers
  • Philosophy2,109 papers
  • Order945 papers
  • Persona530 papers
  • Population496 papers
  • Subject417 papers
  • Government336 papers
  • Limiting241 papers

Landmark: A Survey of Autonomous Driving: <i>Common Practices and Emerging Technologies</i>

Cautions
1,545 papers · 2.9% of this field
  • Humanities180 papers
  • Philosophy100 papers
  • Transport engineering73 papers
  • Gynecology37 papers
  • Perception35 papers
  • Order31 papers
  • Adversarial system28 papers
  • Human–computer interaction28 papers

Landmark: Autonomous Vehicle Implementation Predictions: Implications for Transport Planning

Opportunities
18,826 papers · 35.3% of this field
  • Humanities1,220 papers
  • Trajectory1,158 papers
  • Reinforcement learning986 papers
  • Control theory758 papers
  • Robustness738 papers
  • Philosophy702 papers
  • Perception698 papers
  • Object detection634 papers

Landmark: Are we ready for autonomous driving? The KITTI vision benchmark suite

Leading institutions

Karlsruhe Institute of Technology
16,859
Toyota Motor Corporation
15,309
University of Oxford
14,858
University of Bern
14,127
University of Birmingham
13,870
University of Amsterdam
13,778

Leading researchers

Andreas Geiger
17,893
P Lenz
14,099
R. Urtasun
14,099
Susan Mallett
13,903
Penny Whiting
13,697
Anne W.S. Rutjes
13,616
Marie E. Westwood
13,616
Jonathan J. Deeks
13,616

Highly cited breakthrough-labelled papers

  • Are we ready for autonomous driving? The KITTI vision benchmark suite14,099 citations
  • ADASYN: Adaptive synthetic sampling approach for imbalanced learning4,310 citations
  • Multi-view 3D Object Detection Network for Autonomous Driving3,350 citations
  • End to End Learning for Self-Driving Cars3,101 citations
  • Scalability in Perception for Autonomous Driving: Waymo Open Dataset2,877 citations

Common problems researchers identify

13,905 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Social equity and representationCommon problems researchers identify · 01

Social equity and representation

1,059 papers

17.6% of this theme group

Examines 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

Clinical care and infection controlCommon problems researchers identify · 02

Clinical care and infection control

975 papers

16.2% of this theme group

Focuses on nursing practices, elderly care, and catheter-related infection prevention.

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

Data governance and policyCommon problems researchers identify · 03

Data governance and policy

876 papers

14.6% of this theme group

Analyzes legal frameworks and technical measures for personal data handling in public administration.

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

Ethics and education in confinementCommon problems researchers identify · 04

Ethics and education in confinement

862 papers

14.4% of this theme group

Discusses philosophical perspectives and educational technologies for incarcerated individuals.

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

Environmental monitoring and land useCommon problems researchers identify · 05

Environmental monitoring and land use

825 papers

13.8% of this theme group

Studies spatial changes in forest cover and rural environmental registries.

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

Pedagogical innovation and inclusionCommon problems researchers identify · 06

Pedagogical innovation and inclusion

749 papers

12.5% of this theme group

Explores 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

Security and human‑machine interactionCommon problems researchers identify · 07

Security and human‑machine interaction

654 papers

10.9% of this theme group

Investigates cybersecurity, HCI, and engineering challenges within automotive systems.

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

1,384 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Medication safety for older patientsCautions · 01

Medication safety for older patients

274 papers

19.8% of this theme group

Highlights drug‑related risks and pressure injury concerns in hospitalized seniors.

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

Autonomous transport societal impactCautions · 02

Autonomous transport societal impact

270 papers

19.5% of this theme group

Considers public perception, risk, and broader effects of driverless vehicles on 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

Student health and engagementCautions · 03

Student health and engagement

187 papers

13.5% of this theme group

Addresses substance use, vulnerability, and strategies to improve participation of students with special needs.

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

Adversarial robustness in perceptionCautions · 04

Adversarial robustness in perception

171 papers

12.4% of this theme group

Evaluates attacks on trajectory prediction and defenses for autonomous driving perception systems.

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

Material testing and geological analysisCautions · 05

Material testing and geological analysis

171 papers

12.4% of this theme group

Presents methods for simulating structural walls and assessing porosity using imaging and fluid dynamics.

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

Plant growth under stress conditionsCautions · 06

Plant growth under stress conditions

165 papers

11.9% of this theme group

Investigates biomass accumulation and nutrient uptake of crops irrigated with saline water.

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.

Economic policy uncertainty and disclosureCautions · 07

Economic policy uncertainty and disclosure

146 papers

10.5% of this theme group

Examines how political and tax volatility affect credit markets and corporate transparency.

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

16,625 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Safety and security requirement engineeringOpportunities · 01

Safety and security requirement engineering

1,592 papers

26.5% of this theme group

Develops systematic approaches to identify 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

3D perception for driver assistanceOpportunities · 02

3D perception for driver assistance

1,072 papers

17.9% of this theme group

Advances object detection and point‑cloud analysis to improve autonomous vehicle safety.

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

Predictive control for motion planningOpportunities · 03

Predictive control for motion planning

807 papers

13.4% of this theme group

Creates dynamic trajectory and obstacle‑avoidance strategies using model predictive control.

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

Qualitative assessment of learning toolsOpportunities · 04

Qualitative assessment of learning tools

800 papers

13.3% of this theme group

Evaluates effectiveness of virtual learning environments and equity‑focused educational experiences.

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

Multimodal biomedical and material researchOpportunities · 05

Multimodal biomedical and material research

699 papers

11.7% of this theme group

Combines molecular analysis with advanced materials to enhance diagnostic and catalytic applications.

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

Geospatial data integration for sustainabilityOpportunities · 06

Geospatial data integration for sustainability

686 papers

11.4% of this theme group

Leverages cadastral, BIM, and statistical methods to model energy use and building performance.

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

Reinforcement learning for driving behaviorOpportunities · 07

Reinforcement learning for driving behavior

344 papers

5.7% of this theme group

Applies deep reinforcement techniques to improve collision avoidance and decision‑making in 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

How this field compares with the research baseline

Orientation shares compared with 25,000 papers in the reference sample.

Research orientationThis fieldReference sample
Descriptive29.3%17.5%
Problem-identifying27.4%9.6%
Promising21.0%37.3%
Breakthrough14.3%26.2%
Comparative3.4%3.9%
Cautionary2.9%4.5%
Critical1.7%1.0%

Concerns receiving less research attention

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 paperPapersShareRaised as a problemWorldwide share
Privacy & surveillanceThe social dilemma of autonomous vehicles1960.42%76 (38.8%)0.42%
Safety & misuseNO Need to Worry about Adversarial Examples in Object Detection in Autonomous Vehicles1460.31%38 (26.0%)0.31%
Bias & fairnessPersonal data, exploitative contracts, and algorithmic fairness: autonomous vehicles meet the internet of things160.03%7 (43.8%)0.03%
Energy & datacenter footprintA Survey on Approximate Edge AI for Energy Efficient Autonomous Driving Services80.02%0 (0.0%)0.02%
Concentration of compute powerTransport Policy Optimization with Autonomous Vehicles50.01%3 (60.0%)0.01%
Water useEnhanced AEC Qualification of 5nm AI Processor with Liquid Cooling for Level 4 Autonomous Driving10.0%1 (100.0%)0.0%
Labour & data workO sofrimento feminino na pandemia de COVID-19: como vulnerabilidades das mulheres foram reforçadas na crise sanitária10.0%1 (100.0%)0.0%
Carbon & emissions of compute00.0%0 (%)0.0%
Hardware, e-waste & supply chain00.0%0 (%)0.0%

Institution and researcher rankings use citations to their covered work. Research scope: worldwide. This may be broader than the company geography.

GEOGRAPHIC FOOTPRINT

Where companies are based

Company counts, hiring and disclosed funding across the recorded hubs.

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UNDERSTAND THE LANDSCAPE

Auto in the United Arab Emirates: key questions

Clear definitions for making better comparisons.

What does this landscape measure?

It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.

Can segment counts be added together?

No. A company can belong to several segments, so segment counts and funding can overlap.

What does a missing figure mean?

A dash or unavailable panel means the current reviewed source snapshot does not support that figure.

Company ecosystem snapshot: 1 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 ↗
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