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 BRAZIL EDITION 2026

Brazil’s
auto industry,
in focus.

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

Snapshot: Funding in USD
Illustrated cover for Auto Industry Landscape of Brazil
BR
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Auto illustration
MEET THE COMPANIES

Explore Brazil’s auto leaders

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

Expand panel +
Auto company highlights in Brazil, snapshot 1 September 2026
Company
Chevrolet Servicos Financeiroschevroletsf.com.br$251.58M———
Banco Mercedes-Benzbancomercedes-benz.com.br$81.5M———
InstaCarroinstacarro.com$66.91M4 roles178—
Justosjustos.com.br$61.53M—84—
Frasle Mobilityfraslemobility.com$50.51M———
Volantyvolanty.com$19.68M—100—
Looviloovi.com.br$9.25M———
Connect Partsconnectparts.com.br$8.7M—230—
IOCHPE-MAXIONiochpe.com.br—6 roles17,000Financial figure available in RadarView in Radar
CantuStorecantustore.com.br—3 roles1,000—
Eurobikeeurobike.com.br—3 roles——
Fortbrasfortbras.com.br—3 roles1,141—
BINSbins.com.br—2 roles350—
Comil Onibuscomilonibus.com.br—2 roles——
librelato implementos rodoviárioslibrelato.com.br—2 roles545—
CarroSPcarrosp.com.br————
Copartcopart.com.br————
Fras-lefras-le.com——5,253—
ICarrosicarros.com.br————
Marcopolomarcopolo.com.br——14,093Financial figure available in RadarView in Radar
Mobiautomobiauto.com.br——115—
PneuStorepneustore.com.br————
Vipal Borrachasvipal.com.br——1,130—
ciserciser.com.br——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 Brazil

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

1 September 2026
Hiring participation4.8%

33 of 693 tracked companies have open roles.

Funding participation2.7%

19 of 693 tracked companies have a recorded round.

Top 3 funding share69.6%

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

Median disclosed round$7.5M

Midpoint of 25 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 69.6% of disclosed capital, while 97.3% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Brazil 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

Brazil auto
$0$63.75M$127.5M$191.24M$254.99M2016: $3.5M20162017: $22.82M20172018: $136.45M20182019: $223.68M20192020: $2.75M20202021: $61.6M20212022: $9.46M20222023: $21.18M20232024: $61.42M20242025: $16.5M2025
View the numbers
Annual auto funding and company formation in Brazil
YearFunding (USD)FoundedRaising
2016$3.5M271
2017$22.82M313
2018$136.45M363
2019$223.68M294
2020$2.75M521
2021$61.6M182
2022$9.46M123
2023$21.18M113
2024$61.42M52
2025$16.5M01
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Chevrolet Servicos Financeiros43.8%
  • Banco Mercedes-Benz14.2%
  • InstaCarro11.6%
  • Other companies30.4%

Funding by stage

28 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel10 35.7%
Series A–B12 42.9%
Series C+ / PE1 3.6%
Grants, debt & other5 17.9%

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.

Series A10/2021
Justosjustos.com.br$35.8M

Backed by Ribbit Capital and SoftBank Latin America Fund and others.

Series A12/2023
Looviloovi.com.br$9.25M

Participating investors were not recorded in this snapshot.

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

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

13 of the 693 companies on this page carry a measured traffic record (1.9%); these are the largest of those, by monthly visits. The median among them is 634,450 visits.

CompanyMonthly visitsAuthorityMobile
Webmotorswebmotors.com.br13,239,2778264.3%
Mobiautomobiauto.com.br3,394,5857089.1%
Copartcopart.com.br1,280,0984867.5%
PneuStorepneustore.com.br1,178,1685167.5%
ICarrosicarros.com.br1,149,0765973.7%
Toyotatoyota.com.br906,6095568.8%
Renaultrenault.com.br634,4505271.2%
Suhai Seguradorasuhaiseguradora.com447,6684571.3%
SHOPCARshopcar.com.br419,8173860.3%
SóCarrãosocarrao.com.br294,0924275.9%

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

Most-installed apps

113 of these companies (16.3%) publish at least one Android app — 145 apps in all, carrying 30.9M installs between them.

AppInstallsRatingStore category
Webmotors: comprar carroWebmotors13.3M4.8Auto & Vehicles
icarros Itaú: comprar carrosICarros12.2M4.4Auto & Vehicles
Ituran GO BrasilChevrolet Equinox536.5K—Lifestyle
MobiautoMobiauto496.5K—Auto & Vehicles
LooviLoovi454.8K—Auto & Vehicles
PNEUSTORE: Compre Pneus OnlinePneuStore340.2K—Shopping
Parceiros PneuStorePneuStore303.5K—Productivity
InstaCarro: Venda de CarroInstaCarro299.4K—Auto & Vehicles
Catálogo Filtros TecfilTecfil241.8K—Tools
Justos: Seguro Auto DigitalJustos237.8K4.9Finance

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 (2023Q1–2026Q1).

SegmentAppsInstallsLeading appRelease trend
Auto Retail & Aftersales12029.9MWebmotors: comprar carro 13.3M
Auto E-Commerce & Content4128.9Micarros Itaú: comprar carros 12.2M
Internet First Insurance Platforms7766.7KLoovi 454.8K
Auto Brands2536.6KIturan GO Brasil 536.5K
Logistics Tech3470.9KLoovi Executivos 14.6K
Auto Components21450KCatálogo Filtros Tecfil 241.8K
B2B E-Commerce2134.5KAuto Action 128.3K
Local Services671.4KGuincho 24h HelpCars 45.4K

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.

2022Q4: 12022Q4: 02022Q42023Q1: 12023Q1: 02023Q12023Q3: 12023Q3: 32023Q32024Q1: 12024Q1: 32024Q12024Q2: 22024Q2: 22024Q22024Q3: 12024Q3: 32024Q32024Q4: 32024Q4: 52024Q42025Q2: 32025Q2: 192025Q22025Q3: 22025Q3: 202025Q32025Q4: 12025Q4: 162025Q42026Q1: 12026Q1: 142026Q1

Darker bars are new releases, lighter bars apps updated. 86 of 145 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Brazil 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 digital59
B2c e-commerce42
Second hand goods26
Marketplaces21
Online auto parts and accessories20
Enterprise tech16
Second hand cars e-commerce15
Fintech14
Automotive fintech12
Uber for auto services7
Internet first auto insurers6
Internet first insurers6

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

SEGMENT TO EXPLORE

Consumer digital

The largest measured segment in this report snapshot.

59companies
11.9%have hiring activity

7 companies hiring · $184.41M disclosed funding

Explore in Radar

How companies make money

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

E-commerce - product292
Commission on transaction218
Physical commerce206
Fee-for-service200
E-commerce - service134
Advertising80
Subscription73
Sponsorship20
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 10 dated reports
Funding roundsmonark.com.br ↗

Monark Markets, a New York‑based FinTech building infrastructure that connects brokerage firms and wealth platforms to private markets, has raised $8.1m in a strategic funding round.

Mergers & acquisitionsrecrusul.com.br ↗

Recrusul is in negotiations to acquire fintech PG Bank, even with its declining revenue.

Mergers & acquisitionsiochpe.com.br ↗

The Brazilian company Iochpe-Maxion, through its Maxion Wheels unit, acquired 50.1% of Polymetal, an Argentine manufacturer of aluminium wheels

Mergers & acquisitionsfras-le.com ↗

Fras-le concludes Follow-on & R$400 million and signals capital for inorganic expansion

Funding roundsmarcopolo.com.br ↗

The BNDES approved R$ 445.2 million for Marcopolo to produce passenger transport vehicles and bus bodies to be exported, the promoter informed the bank on Monday (30).

Funding roundsjustos.com.br ↗

Brazilian auto-insurtech Justos followed with a $16.5 million growth round led by Ribbit Capital, with participation from Kaszek, Scale Up, and Endeavor Catalyst.

Mergers & acquisitionscantustore.com.br ↗

CantuStore, Brazil's largest tire dealer, is talking with private equity funds for the sale of a minority stake.

Mergers & acquisitionsfraslemobility.com ↗

Following the acquisition by Frasle Mobility in early 2023, the Juratek and Abtex brands, along with CV friction brand Fras-le, are now officially uniting as Frasle Mobility UK.

Mergers & acquisitionsgppneus.com.br ↗

Demarest advised Cantu on the acquisition of GP Pneus.

Mergers & acquisitionsuabmotors.com.br ↗

Per the agreement, Original acquired all of the issued and equity interests of UAB from Group 1 for 510 million BRL in cash.

Full recorded event mix

Top 8 categories among 58 recorded events in the 24-month window.

Earnings
14
Leadership moves
13
Mergers & acquisitions
9
Company announcements
7
Contracts
6
Funding rounds
5
Capital infusions
2
Asset acquisitions
2
2 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

6 tracked people moves

tupy ↗
Rafael Lucchesi

Resignation Previously Chief Executive Officer

tupy ↗
Gueitiro Matsuo Genso

Appointment Director-President

Justos ↗
Felipe Genovesi

Appointment Head of Sales

vaapty ↗
Mauro Gonçalo

Appointment Director of Operations

vaapty ↗
Eder Oliveira

Appointment Financial and Product Director

vaapty ↗
Miguel Henrique Souza

Appointment Chief Executive Officer

Contract wins

1 recorded customer wins

tupy ↗

Customer: Freight

Earnings pulse

Reported company results in the recorded window.

5companies
13period observations
15.3%median reported growth

Median across 10 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
Recrusul→pg bankRumored2026-01-22Not stated in snapshot
IOCHPE-MAXION→PolymetalAnnounced2025-11-19Not stated in snapshot
Fras-le→NaAnnounced2025-07-11Not stated in snapshot
Webmotors→car10 ↗2025-03-07Not stated in snapshot
private equity funds→CantuStore ↗Rumored2025-02-27Not stated in snapshot
Frasle Mobility→Juratek, Abtex, Fras-leCompleted2024-12-04Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

6 postings in the preceding 12 months. The full 56-posting snapshot covers 52 employers.

Expand panel +

Most advertised job titles

Pintor Automotivo13
Funileiro Automotivo4
Funileiro Automotivo Guarulhos2
Cybersecurity Expert | Automotive Sector | Relocation To Sweden1
Engenharia Elétrica / Automação / Computação1
Técnico Em Automação Agrícola1
2 internship postings

0 tracked postings mention remote work.

The seniority mix

3 postings specify a level.

unspecified
53
entry
1
senior
1
intern
1
THE PEOPLE BUILDING THE FIELD

Founders and leaders

56 founders and chief executives across 51 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

3 profiles with education records.

INSEAD
1
IESE Business School
1
Columbia Business School
1
Harvard University
1

Prior employers

0 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

476,967 articles in the measured 12-month window.

Expand panel +
476,967articles in the measured year
50,786articles in 2026Q1
25.9%positive tone in the latest complete year

News volume trends

Auto coverage across Brazil · articles per complete quarter

088,697177,394266,092354,7892021Q2: 45,8752021Q22021Q3: 50,3722021Q4: 38,9942022Q1: 40,8632022Q2: 41,4472022Q22022Q3: 44,1032022Q4: 69,9232023Q1: 61,7692023Q2: 91,1272023Q22023Q3: 71,6202023Q4: 51,5372024Q1: 59,1622024Q2: 70,8912024Q22024Q3: 77,7882024Q4: 81,3142025Q1: 99,2922025Q2: 77,0142025Q22025Q3: 308,5122025Q4: 47,8922026Q1: 50,7862026Q1
View quarterly article counts
QuarterArticles
2021Q245,875
2021Q350,372
2021Q438,994
2022Q140,863
2022Q241,447
2022Q344,103
2022Q469,923
2023Q161,769
2023Q291,127
2023Q371,620
2023Q451,537
2024Q159,162
2024Q270,891
2024Q377,788
2024Q481,314
2025Q199,292
2025Q277,014
2025Q3308,512
2025Q447,892
2026Q150,786

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
64,519 positive · 33,725 neutral · 46,633 negative
2022
94,078 positive · 52,368 neutral · 49,613 negative
2023
139,486 positive · 69,826 neutral · 66,324 negative
2024
124,420 positive · 101,471 neutral · 62,811 negative
2025
137,810 positive · 156,954 neutral · 237,358 negative

Leading coverage topics

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

International And Transnational Geographic Entities299,488 articles in the full recorded period
108,080 recent · 81,378 prior
Geopolitical Disputes And Contested Areas299,487 articles in the full recorded period
108,080 recent · 81,375 prior
Administrative And Political Subdivisions299,454 articles in the full recorded period
108,066 recent · 81,368 prior
International Sports Competitions26,955 articles in the full recorded period
4,262 recent · 6,492 prior
Professional League Updates14,145 articles in the full recorded period
3,226 recent · 2,913 prior
International Political Relations13,123 articles in the full recorded period
2,865 recent · 3,532 prior
Trade Policies And Agreements11,689 articles in the full recorded period
5,553 recent · 3,590 prior
Olympic Games Coverage10,768 articles in the full recorded period
1,232 recent · 3,657 prior
Athlete Transfer Rumors10,366 articles in the full recorded period
2,507 recent · 2,175 prior
Government International Agreements Coordination9,225 articles in the full recorded period
2,124 recent · 2,356 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Auto coverage across Brazil

KeywordRecentPriorChange
countries4,1911,859125%
tariff negotiations3,2712,10455%
trade dispute mechanisms1,37577278%
free trade deals1,35393944%
climate mobilization1,08075842%
angel investors1,057327223%
bilateral trade1,05467855%
preferential tariff1,02954987%
rock concerts917382313%
alternative rock concerts913362436%
olympic team selections2011,317-85%
geopolitical alliances7181,090-34%
ronaldo539964-44%
olympic trials160891-82%
summer olympics athletics64841-92%

Event and signal lenses

Auto coverage across Brazil

All complete annual cohorts shown
Rising

Regulatory Risk

604,187 classified articles

territories, disputed islands, countries

15.3% critical · 11.2% positive
Rising

Funding Momentum

41,410 classified articles

angel investors, early-stage investment, asset acquisition

33.1% critical · 41.7% positive
Rising

Growth

122,106 classified articles

gdp growth rate, economic growth statistics, economic output growth

26.6% critical · 45.1% positive

Auto coverage across Brazil. 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 Identity and Power IssuesCommon problems researchers identify · 01

Social Identity and Power Issues

1,059 papers

17.6% of this theme group

Examines how gender, ethnicity, and power dynamics are portrayed and contested in humanitarian and cultural 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 Challenges in PandemicsCommon problems researchers identify · 02

Clinical Care Challenges in Pandemics

975 papers

16.2% of this theme group

Analyzes infection control, medication safety, and elderly patient management during health crises.

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 Legal ComplianceCommon problems researchers identify · 03

Data Governance and Legal Compliance

876 papers

14.6% of this theme group

Investigates public policy, cadastral systems, and legal frameworks for personal data handling in mergers and acquisitions.

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

Ethical and Educational ConcernsCommon problems researchers identify · 04

Ethical and Educational Concerns

862 papers

14.4% of this theme group

Discusses philosophical, legal, and pedagogical issues surrounding marginalized groups and professional training.

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 ManagementCommon problems researchers identify · 05

Environmental Monitoring and Land Management

825 papers

13.8% of this theme group

Focuses on rural environmental registries, land‑cover change analysis, and statistical methods for ecosystem assessment.

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

Explores qualitative research on innovative teaching methods, accessibility, and curriculum development 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

Cyber‑Physical Security in Automotive SystemsCommon problems researchers identify · 07

Cyber‑Physical Security in Automotive Systems

654 papers

10.9% of this theme group

Reviews computer security, human‑computer interaction, and engineering practices affecting vehicle safety and autonomy.

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.

Medical Device and Treatment RisksCautions · 01

Medical Device and Treatment Risks

274 papers

19.8% of this theme group

Highlights complications from pressure injuries, medication issues, and device use in vulnerable patient populations.

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 MobilityCautions · 02

Societal Impacts of Autonomous Mobility

270 papers

19.5% of this theme group

Considers public perception, safety trade‑offs, and broader societal consequences of driverless transport.

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 Engagement RisksCautions · 03

Student Well‑Being and Engagement Risks

187 papers

13.5% of this theme group

Addresses substance use, mental health, 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 Vulnerabilities in PerceptionCautions · 04

Adversarial Vulnerabilities in Perception

171 papers

12.4% of this theme group

Analyzes how adversarial attacks compromise trajectory prediction and object detection for autonomous vehicles.

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 Structural Testing LimitationsCautions · 05

Material and Structural Testing Limitations

171 papers

12.4% of this theme group

Examines uncertainties in numerical simulations, porosity assessments, and testing methods 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

Plant Growth under Stress ConditionsCautions · 06

Plant Growth under Stress Conditions

165 papers

11.9% of this theme group

Investigates effects of salinity and bacterial inoculation on biomass accumulation and nutrient uptake.

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

Studies how political volatility, tax aggressiveness, and disclosure practices affect corporate investment and credit markets.

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
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Safety and Security Requirement EngineeringOpportunities · 01

Safety and Security Requirement Engineering

1,592 papers

26.5% of this theme group

Develops systematic methods to identify and integrate safety and cybersecurity 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

Advanced 3D Perception for DrivingOpportunities · 02

Advanced 3D Perception for Driving

1,072 papers

17.9% of this theme group

Advances lidar‑based object detection and point‑cloud analysis 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

Predictive Motion Planning TechniquesOpportunities · 03

Predictive Motion Planning Techniques

807 papers

13.4% of this theme group

Creates model‑predictive control and trajectory algorithms for dynamic obstacle avoidance in autonomous vehicles.

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 Insights into Learning EnvironmentsOpportunities · 04

Qualitative Insights into Learning Environments

800 papers

13.3% of this theme group

Explores effectiveness of virtual learning tools and equity‑focused educational experiences across disciplines.

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

Multidisciplinary Materials and Biomedical ResearchOpportunities · 05

Multidisciplinary Materials and Biomedical Research

699 papers

11.7% of this theme group

Combines horticultural, medical, and nanomaterial studies to develop novel diagnostics and therapeutic 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

Spatial Data Integration for InfrastructureOpportunities · 06

Spatial Data Integration for Infrastructure

686 papers

11.4% of this theme group

Leverages cadastral, BIM, and statistical methods to enhance building design, energy monitoring, and construction processes.

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

Applies deep reinforcement learning to collision avoidance and behavior planning for safer autonomous vehicle operation.

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%37.0%
Breakthrough14.3%26.4%
Comparative3.4%3.7%
Cautionary2.9%4.5%
Critical1.7%0.9%

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 Brazil: 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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