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 NETHERLANDS EDITION 2026

the Netherlands’s
auto tech industry,
in focus.

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

Snapshot: Funding in USD
Illustrated cover for Auto Tech Industry Landscape of the Netherlands
NL
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Auto Tech illustration
MEET THE COMPANIES

Explore the Netherlands’s auto tech leaders

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

Expand panel +
Auto Tech company highlights in the Netherlands, snapshot 31 August 2026
Company
Leapmotorleapmotor.net$3.44B
CarNextcarnext.com$474.77M615
Fastnedfastnedcharging.com$335.98M5 roles178Financial figure available in RadarView in Radar
Dottridedott.com$211.85M403
Lightyearlightyear.one$208.48M697
VanMoofvanmoof.com$200.17M700
Milencemilence.com$140.31M126
GO Sharinggo-sharing.com$72.12M82
Life & Mobilitylife-mobility.com3 roles84
SURE Mobilitysure-mobility.com3 roles
Hukahuka.nl2 roles16
MobileDrivemobiledrivetech.com2 roles81Financial figure available in RadarView in Radar
Urban Arrowurbanarrow.com2 roles160
autotrustautotrust.nl2 roles42
felyxfelyx.com2 roles200
92929292.nl
Amberdriveamber.com90
AutoTrackautotrack.nl34
Autowereldautowereld.nl2
Consolidated Motor Sparescmsnl.com
Deftpowerdeftpower.com36
Ebuscoebusco.com959Financial figure available in RadarView in Radar
MyWheelsmywheels.nl111
Optima Cycles BVoptima-cycles.nl120
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 Tech industry KPIs in the Netherlands

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

31 August 2026
Hiring participation6.5%

56 of 863 tracked companies have open roles.

Funding participation12.7%

110 of 863 tracked companies have a recorded round.

Top 3 funding share75.5%

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

Median disclosed round$2.09M

Midpoint of 148 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 75.5% of disclosed capital, while 87.3% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How the Netherlands auto tech 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 Netherlands auto tech
$0$706.07M$1.41B$2.12B$2.82B2016: $20.2M20162017: $100.97M20172018: $381.11M20182019: $138.88M20192020: $56.78M20202021: $2.48B20212022: $325.7M20222023: $1.77B20232024: $96.27M20242025: $18.61M2025
View the numbers
Annual auto tech funding and company formation in the Netherlands
YearFunding (USD)FoundedRaising
2016$20.2M4911
2017$100.97M5117
2018$381.11M6318
2019$138.88M7217
2020$56.78M507
2021$2.48B4418
2022$325.7M2418
2023$1.77B913
2024$96.27M95
2025$18.61M02
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Leapmotor61.1%
  • CarNext8.4%
  • Fastned6.0%
  • Other companies24.5%

Funding by stage

209 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel60 28.7%
Series A–B72 34.4%
Series C+ / PE9 4.3%
Grants, debt & other68 32.5%

Recent recorded rounds

Latest recorded rounds · USD
4 rounds

Swipe or scroll horizontally to browse.

Conventional Debt05/2026
Milence $140.31M

Backed by Edmond de Rothschild and Islandsbanki and others.

Series A04/2026
ROCSYS $13M

Backed by Capricorn Partners and Scania and others.

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

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

29 of the 863 companies on this page carry a measured traffic record (3.4%); these are the largest of those, by monthly visits. The median among them is 204,910 visits.

CompanyMonthly visitsAuthorityMobile
92929292.nl3,136,5446173.2%
AutoTrackautotrack.nl2,592,9946066.1%
Autowereldautowereld.nl2,104,3255766.9%
autoblog bvautoblog.nl2,091,4365480.9%
Leapmotorleapmotor.net1,940,8874970.7%
ZEEKRzeekr.eu1,668,8894283.8%
kentekencheck.nlkentekencheck.nl1,638,7644478.3%
winpartswinparts.nl1,543,4384978.2%
viaBOVAGviabovag.nl967,2465169.5%
EasyParkeasypark.com785,1515082%

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

Most-installed apps

170 of these companies (19.7%) publish at least one Android app — 247 apps in all, carrying 165.9M installs between them.

AppInstallsRatingStore category
HERE WeGo: Maps & NavigationHERE41M3.3Maps & Navigation
EasyPark - Parking made easyEasyPark29.7M4.7Travel & Local
TomTom GO Expert: Truck GPSTomTom21.9M3.6Maps & Navigation
OsmAnd — Maps & GPS OfflineOsmAnd14.9M4.5Travel & Local
TomTom - Maps & TrafficTomTom10.1M4.2Maps & Navigation
9292 travel planner + e-ticket92927.8M4.4Travel & Local
Dott (previously TIER)Dott7.1M4.7Travel & Local
FlitsmeisterFlitsmeister5.8M2.8Maps & Navigation
EasyParkParkmobile5.1M3.9Travel & Local
VictronConnectVictron Energy2.2M3.9Tools

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
Geographic Information Systems2198.4MHERE WeGo: Maps & Navigation 41M
Road Transport Tech14581.2MEasyPark - Parking made easy 29.7M
Autonomous Vehicles1375.2MTomTom GO Expert: Truck GPS 21.9M
Data As A Service948.2MFlitsmeister 5.8M
Logistics Tech3243MHERE WeGo BETA 648.2K
Security & Surveillance Technology2034.7MTomTom - Maps & Traffic 10.1M
Electric Vehicles5313.1MDott (previously TIER) 7.1M
Smart Public Transport98.9M9292 travel planner + e-ticket 7.8M

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: 02023Q22023Q3: 32023Q3: 32023Q32023Q4: 22023Q4: 22023Q42024Q1: 22024Q1: 42024Q12024Q2: 42024Q2: 32024Q22024Q3: 42024Q3: 142024Q32024Q4: 32024Q4: 42024Q42025Q1: 12025Q1: 52025Q12025Q2: 42025Q2: 72025Q22025Q3: 32025Q3: 292025Q32025Q4: 42025Q4: 212025Q42026Q1: 42026Q1: 382026Q1

Darker bars are new releases, lighter bars apps updated. 170 of 247 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 Netherlands auto tech market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Consumer digital459
Enterprise tech404
Green transport314
Enterprise software159
Deep tech114
Saas105
Shared mobility97
Electric vehicle charging91
Marketplaces80
B2c e-commerce74
Online rental61
Gig employers57

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

SEGMENT TO EXPLORE

Consumer digital

The largest measured segment in this report snapshot.

459companies
5.4%have hiring activity

25 companies hiring · $5.28B disclosed funding

Explore in Radar

How companies make money

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

Subscription413
Commission on transaction285
E-commerce - product275
Physical commerce239
E-commerce - service158
Fee-for-service96
Advertising73
Renting / leasing31
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
Mergers & acquisitionsebusco.com ↗

Ebusco has entered discussions with strategic parties over a potential sale of a controlling stake in its bus operations.

Funding roundsrocsys.com ↗

The Dutch startup announced the Rocsys M1, which it describes as the world’s first hands-free charging system capable of serving multiple bays in robotaxi depot operations, and a $13 million Series A extension to fund its rollout. The round was led by Capricorn Partners, with participation from Scania Invest, Forward.One, SEB Greentech Venture Capital, and Graduate Ventures.

Mergers & acquisitionsautomicle.com ↗

Moving Tech Innovations Private Limited has acquired Automicle Holding BV, a company incorporated and headquartered in the Netherlands.

Funding roundstemboelv.com ↗

UK-based digital savings and mortgage platform Tembo has bagged more than £15 million in its latest funding round, led by first-time investor Gresham House Ventures.

Mergers & acquisitionssiemens.com ↗

At the board level, ASTER Technologies brings a complementary capability centered on “shift-left” test intelligence.

Mergers & acquisitions2getthere.eu ↗

now the sale to Sai Green Mobility marks the beginning of a new chapter.

Funding roundsfastnedcharging.com ↗

The new financing framework will initially cover EUR 100 million in committed capital over the next three years to finance the expansion of the station in Belgium and Switzerland, as Fastned reports.

Funding roundsdriveamber.com ↗

Amber, an India‑headquartered player, previously raised $21 Mn.

Mergers & acquisitionseco-movement.com ↗

Dow Jones has announced the acquisition of Eco-Movement.

Full recorded event mix

Top 10 categories among 497 recorded events in the 24-month window.

Earnings
88
Contracts
69
Leadership moves
63
Mergers & acquisitions
57
New products
52
Company announcements
51
Job creation
32
Funding rounds
20
Capital infusions
19
Layoffs
16
7 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

36 tracked people moves

TomTom ↗
Mike Schoofs

Appointment Chief Executive

TomTom ↗
Derk Haank

Appointment Chairman of the Supervisory Board

TomTom ↗
Joep van Beurden

Appointment Supervisory Board Member

Ann Fairchild

Appointment President and Chief Executive Officer

Fastned ↗
Jesper Krüger Søndergaard

Appointment Country Director

Fastned ↗
Pierre Courgeon

Appointment Previously Country Director

Fastned ↗
Sarah Wodehouse

Appointment Country Director

Tembo ↗
James Young

Appointment Director of Data and Insights

Product launches

Products, platforms and features in the recorded window

ROCSYS ↗
Rocsys M1

Charging Infrastructure

WinCC Open Architecture

SCADA

Industrial Information Hub

Data Management Hub

HERE ↗
Fleet Optimization package

Fleet management software

Regulatory events

18 recorded events

Tembo ↗

approved homologationAustralian regulatory authorities

Tembo ↗

approved supportPhilippines Department of Transport

Tembo ↗

support confirmedPhilippines Department of Transport

type authorisation grantedEuropean Union Agency for Railways (ERA)

Litigation

12 tracked suits

Company
South32 Aluminium (RAA) Pty Ltd v siemens

negligent commissioning services and misleading conductCivil · Ongoing

Company
health alliance v Siemens Commercial Services, siemens

claims enforcementCivil · Ongoing

Earnings pulse

Reported company results in the recorded window.

4companies
101period observations
11.2%median reported growth

Median across 79 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
netradyneMoove Connected Mobility ↗Announced2026-05-05Not stated in snapshot
NaEbusco ↗Announced2026-05-04Not stated in snapshot
zf2getthere ↗2026-04-15Not stated in snapshot
moving techAutomicle ↗Announced2026-03-30Not stated in snapshot
TomTomcoordina2026-03-25Not stated in snapshot
TASS InternationalsupplyframeAnnounced2026-02-19Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

Recorded hiring and workforce signals from the available source snapshot.

Expand panel +

Most advertised job titles

No repeated job title is supported by this snapshot.

1 internship postings

0 tracked postings mention remote work.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

348 founders and chief executives across 275 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

20 profiles with education records.

Erasmus University Rotterdam
4
MIT Sloan School of Management
2
Massachusetts Institute of Technology
2
Eindhoven University of Technology
2
INSEAD
2
Maastricht University
2
Rotterdam School of Management, Erasmus University
2
University of Amsterdam
1

Prior employers

5 profiles with prior-work records.

Microsoft
2
Bain
1
Cisco
1
Uber
1

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

NEWS INTELLIGENCE

How this industry appears in the news

53,677 articles in the measured 12-month window.

Expand panel +
53,677articles in the measured year
14,698articles in 2026Q1
78.4%positive tone in the latest complete year

News volume trends

Auto Tech coverage across Netherlands · articles per complete quarter

05,89011,78117,67123,5612021Q2: 8,6942021Q22021Q3: 9,6232021Q4: 8,3202022Q1: 9,4422022Q2: 9,9782022Q22022Q3: 9,1772022Q4: 9,9942023Q1: 9,7332023Q2: 10,9532023Q22023Q3: 10,0862023Q4: 10,3862024Q1: 10,9912024Q2: 12,0042024Q22024Q3: 13,2982024Q4: 11,8322025Q1: 20,4882025Q2: 12,0652025Q22025Q3: 12,6282025Q4: 14,1502026Q1: 14,6982026Q1
View quarterly article counts
QuarterArticles
2021Q28,694
2021Q39,623
2021Q48,320
2022Q19,442
2022Q29,978
2022Q39,177
2022Q49,994
2023Q19,733
2023Q210,953
2023Q310,086
2023Q410,386
2024Q110,991
2024Q212,004
2024Q313,298
2024Q411,832
2025Q120,488
2025Q212,065
2025Q312,628
2025Q414,150
2026Q114,698

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
21,081 positive · 347 neutral · 7,278 negative
2022
28,932 positive · 490 neutral · 9,116 negative
2023
31,192 positive · 504 neutral · 9,419 negative
2024
36,388 positive · 521 neutral · 11,173 negative
2025
46,436 positive · 505 neutral · 12,306 negative

Leading coverage topics

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

New Product Launches And Innovations4,851 articles in the full recorded period
1,231 recent · 996 prior
Strategic Partnerships And Collaborations4,553 articles in the full recorded period
1,201 recent · 980 prior
Technology Adoption And Digital Transformation4,099 articles in the full recorded period
1,018 recent · 854 prior
International Sports Competitions2,458 articles in the full recorded period
478 recent · 546 prior
International Political Relations2,326 articles in the full recorded period
1,040 recent · 364 prior
Executive Leadership Changes And Appointments1,997 articles in the full recorded period
457 recent · 501 prior
Industry Awards And Recognition Announcements1,947 articles in the full recorded period
382 recent · 440 prior
Digital Transformation In Operations1,859 articles in the full recorded period
818 recent · 456 prior
Accounting And Financial Management Software1,841 articles in the full recorded period
641 recent · 556 prior
Cryptocurrency Impact On Forex Markets1,708 articles in the full recorded period
534 recent · 363 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Auto Tech coverage across Netherlands

KeywordRecentPriorChange
financial control software41827552%
f1 world championship37023458%
f1 championship32720262%
financial reporting tools30319555%
f1 grand prix27917460%
warehouse management software19714041%
financial scenario planning17110169%
geopolitical alliances17029486%
financial forecasting systems16375117%
stock performance1579959%
payment system integration103170-39%
intuitive painting7153-95%
payment api development64124-48%
non-representational art9122-93%
lean operations71110-35%

Event and signal lenses

Auto Tech coverage across Netherlands

All complete annual cohorts shown
Rising

Regulatory Risk

53,945 classified articles

financial accounting software, accounting management systems, accounting compliance systems

35.7% critical · 47.5% positive
Rising

Funding Momentum

15,150 classified articles

conceptual rock albums, avant-garde rock, complex rock narratives

32.9% critical · 59.1% positive
Rising

Growth

19,429 classified articles

quarterly financials, quarterly results, earnings report

28.0% critical · 61.7% positive

Auto Tech coverage across Netherlands. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Auto Tech 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 issues in humanitarian and media portrayals.

Humanities (304) · Identity (55) · Power (59) · Latin Americans (42)

Nuevas miradas sobre género e igualdad. Enfoques interdisciplinares.

Imagens e discursos em campanhas humanitárias: Análise crítica das representações das populações afetadas

Healthcare delivery challengesCommon problems researchers identify · 02

Healthcare delivery challenges

975 papers

16.2% of this theme group

Studies flag difficulties in nursing care, infection control, and medication acceptance for vulnerable patients.

Nursing care (60) · Gynecology (47) · Coronavirus disease 2019 (66) · MEDLINE (45)

AVALIAÇÃO DO PERFIL E DA ACEITABILIDADE DE INTERVENÇÕES FARMACÊUTICAS EM PESSOAS IDOSAS HOSPITALIZADAS

Prevenção de infeções associadas aos cateteres venosos periféricos: um olhar sobre as intervenções de estudantes de Mestrado em enfermagem à

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 gaps in personal data handling and public information systems.

Order (161) · Cadastre (51) · Government (54) · Public policy (32)

Auditoria a sistemas de informação e tecnologias aplicadas

Tratamento de Dados Pessoais em Operações de M&A: um estudo sobre as bases legais aplicáveis e as medidas técnicas e administrativas ado

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 concerns and educational needs for marginalized and incarcerated 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 limitsCommon problems researchers identify · 05

Environmental monitoring limits

825 papers

13.8% of this theme group

Research points to shortcomings in rural cadastral records and land‑cover change analysis.

Humanities (150) · Horticulture (14) · Statistical analysis (26) · Amazon rainforest (14)

CONSIDERAÇÕES SOBRE O CADASTRO AMBIENTAL RURAL E SUA IMPLEMENTAÇÃO

ANÁLISE ESPACIAL E TEMPORAL DAS TRANSFORMAÇÕES NA COBERTURA DA TERRA EM ÁREAS DE PROTEÇÃO AMBIENTAL NO ESTADO DE ALAGOAS POR MEIO DE GEOTECN

Pedagogical inclusion barriersCommon problems researchers identify · 06

Pedagogical inclusion barriers

749 papers

12.5% of this theme group

Authors note obstacles to technology‑mediated teaching and inclusive curricula 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 interaction gapsCommon problems researchers identify · 07

Security and interaction gaps

654 papers

10.9% of this theme group

Studies reveal unresolved computer security and human‑computer interaction issues within automotive contexts.

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 risk awarenessCautions · 01

Medical risk awareness

274 papers

19.8% of this theme group

Cautionary papers stress pressure injuries and medication complications among hospitalized older 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

Autonomous transport implicationsCautions · 02

Autonomous transport implications

270 papers

19.5% of this theme group

Researchers urge careful assessment of societal, environmental, and safety impacts 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 wellbeing concernsCautions · 03

Student wellbeing concerns

187 papers

13.5% of this theme group

Works caution about substance use and engagement challenges for 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 risksCautions · 04

Adversarial robustness risks

171 papers

12.4% of this theme group

Papers highlight vulnerability of perception and trajectory systems to adversarial attacks.

Adversarial system (22) · Lidar (15) · Object detection (13) · Robustness (17)

On Adversarial Robustness of Trajectory Prediction for Autonomous Vehicles

Revisiting Adversarial Perception Attacks and Defense Methods on Autonomous Driving Systems

Construction material uncertaintiesCautions · 05

Construction material uncertainties

171 papers

12.4% of this theme group

Studies point to gaps in testing and modeling of building materials and geological factors.

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

Agricultural microbiology limitsCautions · 06

Agricultural microbiology limits

165 papers

11.9% of this theme group

Research warns of incomplete understanding of plant‑microbe interactions under stress conditions.

Horticulture (23) · Microbiology (6) · Botany (5) · Bacteria (5)

Acumulação de biomassa e extração de nutrientes por plantas de feijão-de-corda irrigadas com água salina em diferentes estádios de desenvolv

Feijão caupi inoculado com bactérias associadas à adubação nitrogenada no metabolismo e crescimento da planta.

Regulatory and investment ambiguityCautions · 07

Regulatory and investment ambiguity

146 papers

10.5% of this theme group

Authors caution about unclear policies and market effects on corporate financing and 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 integrationOpportunities · 01

Safety and security integration

1,592 papers

26.5% of this theme group

Opportunities focus on aligning human‑computer interaction with secure autonomous vehicle design.

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 enhancementsOpportunities · 02

3D perception enhancements

1,072 papers

17.9% of this theme group

Works explore improved lidar and point‑cloud object detection for driver assistance systems.

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

Advanced motion planningOpportunities · 03

Advanced motion planning

807 papers

13.4% of this theme group

Research pursues predictive control methods for dynamic trajectory generation and obstacle avoidance.

Trajectory (296) · Control theory (245) · Motion planning (167) · Model predictive control (105)

Dynamic Trajectory Planning and Tracking for Autonomous Vehicle With Obstacle Avoidance Based on Model Predictive Control

Dynamic Trajectory Planning for Vehicle Autonomous Driving

Qualitative learning toolsOpportunities · 04

Qualitative learning tools

800 papers

13.3% of this theme group

Studies investigate virtual learning environments and equity‑focused assessment methods.

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

Bio‑material and health innovationsOpportunities · 05

Bio‑material and health innovations

699 papers

11.7% of this theme group

Papers explore multimodal diagnostics and novel photocatalytic materials for medical 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 and simulationOpportunities · 06

Spatial data and simulation

686 papers

11.4% of this theme group

Research leverages cadastral, BIM, and statistical techniques for environmental and construction 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 drivingOpportunities · 07

Reinforcement learning for driving

344 papers

5.7% of this theme group

Works develop learning‑based decision frameworks to improve autonomous vehicle behavior and safety.

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%17.1%
Problem-identifying27.4%9.7%
Promising21.0%37.5%
Breakthrough14.3%26.2%
Comparative3.4%4.0%
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
Safety & misuseNO Need to Worry about Adversarial Examples in Object Detection in Autonomous Vehicles1130.24%27 (23.9%)0.24%
Privacy & surveillanceExploring expert perceptions about the cyber security and privacy of Connected and Autonomous Vehicles: A thematic analy920.2%25 (27.2%)0.2%
Bias & fairnessBias behind the Wheel: Fairness Testing of Autonomous Driving Systems80.02%3 (37.5%)0.02%
Energy & datacenter footprintA Survey on Approximate Edge AI for Energy Efficient Autonomous Driving Services70.01%0 (0.0%)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%
Concentration of compute powerTransport Policy Optimization with Autonomous Vehicles10.0%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.

Expand panel +
8 cards

Swipe or scroll horizontally to browse.

UNDERSTAND THE LANDSCAPE

Auto Tech in the Netherlands: 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: 31 August 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
Coming soon