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 SOUTH AFRICA EDITION 2026

South Africa’s
auto industry,
in focus.

The companies, capital and talent shaping auto in South Africa. Find the leaders. Understand the segments. See where the activity is.

Snapshot: Funding in USD
Illustrated cover for Auto Industry Landscape of South Africa
ZA
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Auto illustration
MEET THE COMPANIES

Explore South Africa’s auto leaders

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

Expand panel +
Auto company highlights in South Africa, snapshot 2 September 2026
Company
Nakednaked.insure$69.76M—102—
RNRrightnowresponse.com$1.2M———
Leattus.leatt.com$846.67K—89—
Getworthgetworth.co.za$742.79K1 roles35—
Michanicmichanic.co.za$400K—15—
Fixxrfixxr.co.za$69.9K———
Boost Techboosttech.co.za—7 roles——
SHW Automotiveshwautomotive.co.za—3 roles——
Busbar Installations and Manufacturerssabusbar.com—2 roles14—
GoBidgobid.co.za—2 roles59—
barloworld motor retailbarloworldmotor.com—2 roles414—
Carterheycarter.co.za—1 roles172—
Everlectriceverlectric.co.za—1 roles2—
Audiaudi.co.za————
AutoTraderautotrader.co.za——137—
Autostyle Motorsportautostyle.co.za——2—
Bell Equipmentbellequipment.com——3,188—
Cars.co.zacars.co.za————
Combined Motor Holdingscmh.co.za——2,586—
EMD Onlineemdonline.co.za————
Hudacohudaco.co.za——3,536—
Metairmetair.co.za——15,462—
Motusmotus.co.za——19,250—
We Buy Carswebuycars.co.za——2,000—
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 South Africa

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

2 September 2026
Hiring participation2.6%

14 of 532 tracked companies have open roles.

Funding participation2.3%

12 of 532 tracked companies have a recorded round.

Top 3 funding share98.3%

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

Median disclosed round$1.44M

Midpoint of 10 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 98.3% of disclosed capital, while 97.7% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How South Africa 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

South Africa auto
$0$10.83M$21.66M$32.49M$43.32M2016: $020162017: $2.18M20172018: $2.26M20182019: $020192020: $020202021: $11.13M20212022: $400K20222023: $17.55M20232024: $640K20242025: $38M2025
View the numbers
Annual auto funding and company formation in South Africa
YearFunding (USD)FoundedRaising
2016$0310
2017$2.18M372
2018$2.26M262
2019$0350
2020$0250
2021$11.13M291
2022$400K101
2023$17.55M92
2024$640K61
2025$38M01
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Naked95.5%
  • RNR1.6%
  • Leatt1.2%
  • Other companies1.7%

Funding by stage

18 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel10 55.6%
Series A–B4 22.2%
Series C+ / PE0 0.0%
Grants, debt & other4 22.2%

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

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

12 of the 532 companies on this page carry a measured traffic record (2.3%); these are the largest of those, by monthly visits. The median among them is 195,314 visits.

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

Most-installed apps

32 of these companies (6%) publish at least one Android app — 47 apps in all, carrying 6.9M installs between them.

AppInstallsRatingStore category
Cars.co.za – Buy & Sell CarsCars.co.za2.4M3.6Auto & Vehicles
WeBuyCarsWe Buy Cars1.8M4Auto & Vehicles
AutoTraderAutoTrader1.7M4.8News & Magazines
Naked InsuranceNaked309.8K3.9Finance
GoBidGoBid279K—Auto & Vehicles
Carfind.co.za – New, Used and Carfind130.8K—Auto & Vehicles
Tiger Wheel & TyreTiger Wheel & Tyre126.8K—Auto & Vehicles
AutobidAutoBid57K—Maps & Navigation
Blink by MiWayMiWay Blink32.9K—Finance
LDR Engines and GearboxesLDR Engines Pretoria18.7K—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.

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2023Q3–2025Q1).

SegmentAppsInstallsLeading appRelease trend
Auto Retail & Aftersales436.9MCars.co.za – Buy & Sell Cars 2.4M
Auto E-Commerce & Content156.7MWeBuyCars 1.8M
Internet First Insurance Platforms3342.8KNaked Insurance 309.8K
Connected Vehicles2342.7KBlink by MiWay 32.9K
Auto Brands33.4KHINO-CONNECT 2.6K

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.

INSIDE THE INDUSTRY

The South Africa 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 digital67
B2c e-commerce47
Second hand goods30
Second hand cars e-commerce24
Marketplaces18
Online auto parts and accessories16
Fintech15
Automotive fintech14
Enterprise tech9
Uber for auto services8
Nbfc lenders6
Insurance distribution platforms6

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

SEGMENT TO EXPLORE

Consumer digital

The largest measured segment in this report snapshot.

67companies
6.0%have hiring activity

4 companies hiring · $70.57M disclosed funding

Explore in Radar

How companies make money

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

E-commerce - product222
Commission on transaction170
Fee-for-service166
Physical commerce151
E-commerce - service102
Advertising72
Subscription42
Sponsorship13
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 9 dated reports
Funding roundsventureglobal.biz ↗

Venture Global has closed a $1.75bn senior secured term loan B credit facility through its subsidiary Calcasieu Pass Funding, which indirectly oversees the Calcasieu Pass liquefied natural gas (LNG) project in Louisiana, US.

Mergers & acquisitionsmotus.co.za ↗

Motus, South Africa’s largest car dealership, has completed the purchase of Penta Group

Mergers & acquisitionswebuycars.co.za ↗

WeBuyCars bought Taximart’s entire 40% shareholding in GoBid for R314.8m, with effect from December 22.

Funding roundsmichanic.co.za ↗

With funding from the Asisa ESD Fund, proudly managed by Edge Growth, Michanic will expand beyond the five provinces it currently services.

Funding roundsnaked.insure ↗

Almost half of the funding (46%) was raised by fintech start-ups ($53m for LemFi, $38m for Naked etc.)

Mergers & acquisitionsmetair.co.za ↗

The acquisition of Autozone was among the landmarks for Metair during the full-year to the end of December 2024.

Funding roundseverlectric.co.za ↗

Everlectric has secured venture debt funding from the Vumela Fund.

Incorporationdenso-sales.co.za ↗

Denso Corporation, the world’s second-largest mobility supplier, and Smiths Manufacturing owned by Metair Investments today announced they have established Denso Sales South Africa, a joint venture dedicated to selling aftermarket products and services in Southern Africa.

Contractsbellequipment.com ↗

Bell Equipment has signed a supply agreement with CNH Industrial America, the US-based subsidiary of global capital goods manufacturer CNH Industrial, to produce and supply motor graders for distribution in the US and Canada.

Full recorded event mix

Top 10 categories among 270 recorded events in the 24-month window.

Lawsuit
67
Earnings
47
Contracts
40
Company announcements
31
Funding rounds
19
IPO activity
16
Regulatory
16
Capital infusions
11
Mergers & acquisitions
7
Leadership moves
5
7 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

2 tracked people moves

dunlop ↗
Marcia Noxolo Veronica Mayaba

Appointment Commercial Director

Audi ↗
Markus Schuster

Appointment country lead

Product launches

Products, platforms and features in the recorded window

Naked ↗
Coco Gauff’s Protein Pineapple Orange Smoothie

Protein smoothie

Workforce actions

1 companies with reported reductions

Motus ↗

86 rolescompetition pressure

Regulatory events

24 recorded events

approved for export"U.S. Department of Energy"

Metair ↗

fined for anti-competitive behaviourEuropean Commission

requested extension of in-service deadlineFederal Energy Regulatory Commission (FERC)

US Department of Energy (DOE)

Litigation

31 tracked suits

Company
Italy’s Edison v venture global

Arbitration over LNG sales disputeCivil · Ongoing

Company
Portugal’s Galp v venture global

Arbitration over LNG sales disputeCivil · Ongoing

Earnings pulse

Reported company results in the recorded window.

7companies
44period observations
105.0%median reported growth

Median across 29 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
Motus→Penta GroupCompleted2026-01-26Not stated in snapshot
We Buy Cars→gobid2025-12-22Not stated in snapshot
Metair→autozone2025-03-27Not stated in snapshot
Motus→motor parts directAnnounced2024-09-09Not stated in snapshot
dunlop→Rubber companies around the worldAnnounced2024-02-14$200.0M
CFAO Motors→sinotrukAnnounced2023-11-16Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

1 postings in the preceding 12 months. The full 4-posting snapshot covers 4 employers.

Expand panel +

Most advertised job titles

Kzn Sales Engineer Packaging Automation (Must Have Completed Mechanical Engineering Or Similar Degree) Kzn1
Robotics Process Automation Developer1
Buyer Automotive Industry1
Sales Representative: Vehicles| Auto Pedigree| Strand1
0 internship postings

0 tracked postings mention remote work.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

41 founders and chief executives across 33 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

0 profiles with education records.

Prior employers

1 profiles with prior-work records.

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

NEWS INTELLIGENCE

How this industry appears in the news

159,016 articles in the measured 12-month window.

Expand panel +
159,016articles in the measured year
47,222articles in 2026Q1
65.3%positive tone in the latest complete year

News volume trends

Auto coverage across South Africa · articles per complete quarter

013,95627,91241,86855,8242021Q2: 30,9962021Q22021Q3: 31,5972021Q4: 42,9242022Q1: 31,8202022Q2: 29,5362022Q22022Q3: 30,4212022Q4: 40,0722023Q1: 38,3842023Q2: 31,7312023Q22023Q3: 48,5432023Q4: 40,3002024Q1: 40,3322024Q2: 37,3072024Q22024Q3: 34,6842024Q4: 40,7352025Q1: 44,8992025Q2: 31,3252025Q22025Q3: 40,5262025Q4: 44,7722026Q1: 47,2222026Q1
View quarterly article counts
QuarterArticles
2021Q230,996
2021Q331,597
2021Q442,924
2022Q131,820
2022Q229,536
2022Q330,421
2022Q440,072
2023Q138,384
2023Q231,731
2023Q348,543
2023Q440,300
2024Q140,332
2024Q237,307
2024Q334,684
2024Q440,735
2025Q144,899
2025Q231,325
2025Q340,526
2025Q444,772
2026Q147,222

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
61,253 positive · 3,822 neutral · 46,540 negative
2022
85,853 positive · 5,128 neutral · 40,569 negative
2023
110,225 positive · 5,404 neutral · 42,968 negative
2024
99,767 positive · 4,848 neutral · 48,147 negative
2025
105,280 positive · 5,234 neutral · 50,624 negative

Leading coverage topics

Auto coverage across South Africa · ranked by full-period article count.

International Sports Competitions47,569 articles in the full recorded period
12,448 recent · 10,560 prior
Cricket Test Matches16,321 articles in the full recorded period
3,790 recent · 2,711 prior
Championship Event Highlights15,263 articles in the full recorded period
4,492 recent · 3,293 prior
Sports History And Legacy Stories10,187 articles in the full recorded period
2,383 recent · 1,943 prior
International Political Relations10,170 articles in the full recorded period
1,924 recent · 2,650 prior
Sports Injury Reports10,076 articles in the full recorded period
2,280 recent · 1,362 prior
Olympic Games Coverage10,055 articles in the full recorded period
2,096 recent · 2,064 prior
Government International Agreements Coordination8,440 articles in the full recorded period
1,698 recent · 1,895 prior
Sports Governance And Policy Changes7,664 articles in the full recorded period
1,401 recent · 1,106 prior
Government Diplomacy And Foreign Affairs Support7,008 articles in the full recorded period
1,339 recent · 1,548 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Auto coverage across South Africa

KeywordRecentPriorChange
angel investors1,013352188%
free trade deals46130352%
trade dispute mechanisms45727566%
international cups44526270%
asset acquisition423138207%
bilateral trade42126559%
early-stage investment419139201%
solar electricity generation38022271%
preferential tariff34417893%
world cup334134149%
odi cricket2,1493,299-35%
odi tactics1,9843,152-37%
odi world cup1,5803,139-50%
limited overs cricket2,0313,130-35%
odi series1,9592,990-34%

Event and signal lenses

Auto coverage across South Africa

All complete annual cohorts shown
Rising

Regulatory Risk

213,291 classified articles

test cricket, odi world cup, odi cricket

45.2% critical · 31.3% positive
Rising

Funding Momentum

42,922 classified articles

angel investors, odi world cup, icc world cup

40.1% critical · 42.5% positive
Rising

Growth

74,727 classified articles

gdp growth rate, gdp acceleration, economic output growth

34.8% critical · 47.6% positive

Auto coverage across South Africa. 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

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

Clinical Care ChallengesCommon problems researchers identify · 02

Clinical Care Challenges

975 papers

16.2% of this theme group

Studies point to gaps in nursing, gynecology, and infection prevention 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

Data Governance and PolicyCommon problems researchers identify · 03

Data Governance and Policy

876 papers

14.6% of this theme group

Works examine legal and technical issues surrounding personal data, cadastral systems, and public policy.

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 CareCommon problems researchers identify · 04

Ethics and Education in Care

862 papers

14.4% of this theme group

Papers discuss philosophical, humanitarian, and educational concerns for incarcerated and medical populations.

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

Research focuses on rural environmental registries 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

Inclusive Pedagogy and Curriculum DesignCommon problems researchers identify · 06

Inclusive Pedagogy and Curriculum Design

749 papers

12.5% of this theme group

Authors address qualitative methods for innovative, accessible teaching practices and curriculum development.

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 Interaction in VehiclesCommon problems researchers identify · 07

Security and Human Interaction in Vehicles

654 papers

10.9% of this theme group

Studies explore computer security, HCI, and engineering challenges for the automotive sector.

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 Risks for Elderly PatientsCautions · 01

Medication Risks for Elderly Patients

274 papers

19.8% of this theme group

Cautionary analyses reveal adverse drug effects and pressure injury concerns in older hospitalized adults.

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

Societal Impacts of Autonomous TransportCautions · 02

Societal Impacts of Autonomous Transport

270 papers

19.5% of this theme group

Authors warn about perceived risks and broader social, environmental, and mobility implications of driverless vehicles.

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 Well‑Being and EngagementCautions · 03

Student Well‑Being and Engagement

187 papers

13.5% of this theme group

Research flags substance use, vulnerability, and evidence‑based strategies to improve student interaction and inclusion.

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

Papers examine how adversarial attacks threaten trajectory prediction and object detection for 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

Material and Geological Testing LimitsCautions · 05

Material and Geological Testing Limits

171 papers

12.4% of this theme group

Studies caution about uncertainties in structural simulations, porosity assessments, and related statistical analyses.

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 Saline ConditionsCautions · 06

Plant Growth under Saline Conditions

165 papers

11.9% of this theme group

Research highlights challenges of biomass accumulation and nutrient extraction when irrigating crops with salty 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.

Regulatory and Economic UncertaintyCautions · 07

Regulatory and Economic Uncertainty

146 papers

10.5% of this theme group

Works discuss how political volatility and tax aggressiveness affect credit markets and corporate disclosures.

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

Opportunities focus on systematic identification of safety and security needs for autonomous vehicle 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 and Object DetectionOpportunities · 02

3D Perception and Object Detection

1,072 papers

17.9% of this theme group

Research advances lidar‑based scene analysis and neural networks to improve driver‑assistance perception.

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 Motion PlanningOpportunities · 03

Predictive Motion Planning

807 papers

13.4% of this theme group

Studies develop model‑predictive control techniques for dynamic trajectory planning 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

Virtual Learning EffectivenessOpportunities · 04

Virtual Learning Effectiveness

800 papers

13.3% of this theme group

Papers explore assessment tools and equity‑focused experiences within virtual educational environments.

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 Photocatalytic ResearchOpportunities · 05

Multimodal Biomedical and Photocatalytic Research

699 papers

11.7% of this theme group

Works investigate molecular diagnostics and nanomaterial synthesis for medical and environmental 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 InfrastructureOpportunities · 06

Geospatial Data Integration for Infrastructure

686 papers

11.4% of this theme group

Research leverages BIM, 3D cadastral data, and statistical methods to enhance building and energy modeling.

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 DecisionsOpportunities · 07

Reinforcement Learning for Driving Decisions

344 papers

5.7% of this theme group

Studies apply deep reinforcement learning 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

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%17.4%
Problem-identifying27.4%9.9%
Promising21.0%36.6%
Breakthrough14.3%26.3%
Comparative3.4%4.1%
Cautionary2.9%4.7%
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 South Africa: 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: 2 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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