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 PARIS EDITION 2026

Paris’s
auto tech industry,
in focus.

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

Snapshot: Funding in USD
Illustrated cover for Auto Tech Industry Landscape of Paris
FR
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Auto Tech illustration
MEET THE COMPANIES

Explore Paris’s auto tech leaders

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

Expand panel +
Auto Tech company highlights in Paris, snapshot 4 September 2026
Company
Electrago-electra.com$1.03B184Financial figure available in RadarView in Radar
BlaBlaCarblablacar.com$687.55M6 roles930
Europcar Mobility Groupeuropcar-mobility-group.com$341.88M10 roles8,000
DRIVECOdriveco.com$274.29M27$38.67MFYFY2023 filing
Zeplugzeplug.com$245.87M168
Forsee Powerforseepower.com$205M284$180.17MFYFY2024 filing
WAATwaat.fr$148.59M152Financial figure available in RadarView in Radar
Propheseeprophesee.ai$115.39M110
Keoliskeolis.com9 roles68,000
Comocomo.fr5 rolesFinancial figure available in RadarView in Radar
Heetchheetch.com5 roles455
Oovoomoovoom.com5 roles
Otoqiotoqi.com5 roles60
Carizycarizy.com4 roles
AutoScout24 Franceautoscout24.fr
Autovizaautoviza.fr
BSP Autobsp-auto.com
Caradisiaccaradisiac.com
Enaklenakl.com
Kombokombo.co26
La Centralelacentrale.fr
Mobilizemobilize.com
Municmunic.io56Financial figure available in RadarView in Radar
Rail Europeraileurope.com190$9.62MFYFY2022 filing
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
THE KEY SIGNALS

Auto Tech industry KPIs in Paris

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

4 September 2026
Hiring participation10.3%

33 of 319 tracked companies have open roles.

Funding participation31.0%

99 of 319 tracked companies have a recorded round.

Top 3 funding share47.8%

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

Median disclosed round$3.61M

Midpoint of 164 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 47.8% of disclosed capital, while 69.0% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Paris 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

Paris auto tech
$0$185.42M$370.85M$556.27M$741.69M2016: $145.52M20162017: $160.3M20172018: $234.84M20182019: $138.05M20192020: $470.07M20202021: $474.12M20212022: $650.61M20222023: $361.07M20232024: $598.96M20242025: $630.85M2025
View the numbers
Annual auto tech funding and company formation in Paris
YearFunding (USD)FoundedRaising
2016$145.52M2411
2017$160.3M2116
2018$234.84M2114
2019$138.05M3312
2020$470.07M1716
2021$474.12M1818
2022$650.61M1320
2023$361.07M1216
2024$598.96M212
2025$630.85M14
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Electra23.9%
  • BlaBlaCar16.0%
  • Europcar Mobility Group7.9%
  • Other companies52.2%

Funding by stage

182 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel59 32.4%
Series A–B65 35.7%
Series C+ / PE14 7.7%
Grants, debt & other44 24.2%

Recent recorded rounds

Latest recorded rounds · USD
2 rounds

Swipe or scroll horizontally to browse.

Seed05/2026
Nelson $3.52M

Backed by Asterion and La Poste Ventures and others.

Series A04/2026
Decade $25.81M

Backed by Eiffel Investment Group and SET Ventures and others.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series C01/2021
Hypehype.taxi$96.58M

Backed by RGREEN INVEST and Mirova and others.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.

Expand panel +
EUR · millions · standalone

Display conversions use the dated reference rates above. Where a verified rate is unavailable, figures retain their source currency. Each reporting cohort keeps its currency and accounting basis separate.

FY2024 · company accounts; aggregate reporting threshold not met · 4 reporting entities from 12 eligible matches.

Revenue in covered accounts

Sum of reporting-entity revenue; not Paris market sales.

Net profit / loss

Combined result for the same cohort.

Aggregate net margin

Combined net income ÷ combined revenue.

Median company revenue

The middle covered reporting entity.

Profitable entities

None of 4 covered entities.

Top-five concentration

Share of covered revenue from the five largest entities.

Annual account trend

Reported cohort totals by year; coverage is stated for every period.

Bar height shows revenue. Changes in coverage can affect totals.

Profitability has two perspectives

FY2024 · 4 reporting entities

Open the company accounts

Up to eight fixed company previews show financial amounts. Search and sort the wider company list, then continue in Radar.

4 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
PARIS · INDUSTRY COHORTS

How does auto tech compare?

Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.

IndustryCovered / eligibleRevenue totalMedian revenueNet profit / lossAggregate marginProfitable shareOverlap

Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.

Coverage, calculations & financial sources

Filed annual accounts for exact designated national identifiers. Every aggregate and peer pair uses one fiscal year, source currency and reporting basis; periods, coverage and overlap are explicit; 2026 partials are excluded.

The same up to eight reporting entities remain open across years, filters and sorts. Other company figures are available in Radar.

Source currencies and accounting bases stay separate. Missing accounts are excluded rather than treated as zero. Exact reporting periods appear on company previews. Annual totals can change with coverage and do not measure growth of a fixed company cohort.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

19 of the 319 companies on this page carry a measured traffic record (6%); these are the largest of those, by monthly visits. The median among them is 294,456 visits.

CompanyMonthly visitsAuthorityMobile
La Centralelacentrale.fr10,594,1087067.3%
Caradisiaccaradisiac.com6,648,3576476.1%
L\'arguslargus.fr4,434,7036674.7%
Autovizaautoviza.fr3,565,9133678.3%
Rail Europeraileurope.com1,528,4926843.2%
Spoticarspoticar.fr838,0725463%
Kombokombo.co743,2384779.6%
The Parkingtheparking.eu743,0933460.3%
Vroomlyvroomly.com475,3325958.7%
Electrago-electra.com294,4564567.9%

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

Most-installed apps

81 of these companies (25.4%) publish at least one Android app — 121 apps in all, carrying 166.3M installs between them.

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 (2023Q3–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Road Transport Tech80158.4MBlaBlaCar: Carpooling and Bus 129.5M
Online Travel5130.1MKombo: Train, Bus & Flights 569.1K
Auto E-Commerce & Content136.1MLa Centrale : Voiture Occasion 3.4M
Smart Public Transport135.8MTicket sans contact 4.7M
Electric Vehicles261.5MMobilize Share – Car rental 832.7K
Energy Storage Tech12576.9KElectra - Fast EV Charging 486.1K
Auto It1294.7KWeProov 64K
Local Services224.6KOoVoom 23.6K

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.

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: 42022Q4: 02022Q42023Q1: 12023Q1: 22023Q12023Q2: 42023Q2: 22023Q22023Q3: 22023Q3: 12023Q32023Q4: 22023Q4: 32023Q42024Q1: 22024Q1: 02024Q12024Q2: 32024Q2: 32024Q22024Q3: 12024Q3: 52024Q32024Q4: 62024Q4: 62024Q42025Q1: 32025Q1: 22025Q12025Q2: 22025Q2: 72025Q22025Q3: 22025Q3: 42025Q3

Darker bars are new releases, lighter bars apps updated. 91 of 121 apps carry a release date. The series ends at 2025Q3, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Paris 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 digital211
Enterprise tech132
Green transport102
Shared mobility78
Marketplaces66
Enterprise software58
Deep tech53
B2c e-commerce49
Online rental44
Gig employers41
Sharing economy36
Electric vehicle charging34

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

SEGMENT TO EXPLORE

Consumer digital

The largest measured segment in this report snapshot.

211companies
8.5%have hiring activity

18 companies hiring · $2.62B disclosed funding

Explore in Radar

How companies make money

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

Subscription185
Commission on transaction148
E-commerce - service59
Fee-for-service52
E-commerce - product49
Physical commerce40
Advertising36
Renting / leasing29
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 roundsenakl.com ↗

The December 2025 raise follows an earlier $1.4 million close at the end of 2024 and brings new participation from Azur Innovation Fund, Witamax and MFounders, alongside follow-on support from Catalyst Fund and Digital Africa.

Mergers & acquisitionslacentrale.fr ↗

OLX has invested EUR 1.1 billion to acquire La Centrale.

Mergers & acquisitionseuropcar-mobility-group.com ↗

Volkswagen AG confirmed that it is considering acquiring a majority stake in Europcar Mobility Group, a rental car company, to expand its offer of mobility services.

Mergers & acquisitionsflowbird.group ↗

Today, EasyPark Group, a leading provider of digital parking and mobility solutions, announces the completion of its strategic acquisition of Flowbird Group.

Mergers & acquisitionsblablacar.com ↗

Ground transportation platform BlaBlaCar has acquired a controlling stake in online inter-city bus ticketing service Obilet for an undisclosed amount.

Mergers & acquisitionsstanley-robotics.com ↗

Stanley Robotics is excited to announce the signature of an acquisition agreement by HL Robotics, a newly formed subsidiary of HL Holdings, to acquire the majority of the capital of Stanley Robotics.

Funding roundsvelyvelo.com ↗

Beltone Holding has announced that its fully owned subsidiary, Beltone Venture Capital (BVC), has successfully completed its first international investment through a strategic investment in VelyVelo, a leading French e-bike rental company that specialises in optimising e-bike fleet management through a full-service subscription and an all-in-one technology platform.

Funding roundsdessia.tech ↗

Orano Venture Fund has successfully completed its first investment in the French startup DessIA, through its DeepTech fund managed by Supernova Invest. The Orano fund has contributed to a new round of financing totalling 3 million euros, carried out jointly with historical investors Matterwave Ventures and Supernova Invest.

Contractskeolis.com ↗

The project is governed by a Public-Private Partnership model that has awarded a 10-year contract to Keolis to operate the line.

Contractsxyt.fr ↗

In July 2025, the firm was selected by London-based alternative investment firm, Regents Gate Capital (RGC) to provide TCA and execution analytics.

Full recorded event mix

Top 10 categories among 83 recorded events in the 24-month window.

Earnings
17
Leadership moves
16
Mergers & acquisitions
12
Contracts
12
Funding rounds
7
Company announcements
7
Capital infusions
4
New products
4
Layoffs
1
Regulatory
1
4 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

5 tracked people moves

Christian Øien

Appointment Managing Director of Europcar Mobility Group UK and Ireland

Gary Smith

Retirement Previously Head of UK and Ireland

Philippe Platon

Appointment Previously Chief Financial Officer

XYT ↗
Mark Freeman

Appointment Sales Director

WYZ Group ↗
Christophe de Valroger

Appointment Executive Director

Contract wins

4 recorded customer wins

Keolis ↗

Customer: Pune Metro Line 3Transportation

XYT ↗

Customer: steubing ag

XYT ↗

Customer: Regents Gate Capital

Mobilize ↗

Customer: Autostrade per l’ItaliaElectric mobility

Workforce actions

1 companies with reported reductions

BlaBlaCar ↗

40 rolescost reduction

Regulatory events

2 recorded events

Mobilize ↗

subject to regulatory approval

Mobilize ↗

approved for acquisition

Earnings pulse

Reported company results in the recorded window.

2companies
18period observations
-11.2%median reported growth

Median across 16 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
olx groupLa Centrale ↗Completed2025-11-17Not stated in snapshot
michelinMasternaut ↗Completed2025-10-27Not stated in snapshot
prosusLa Centrale ↗Announced2025-09-26Not stated in snapshot
volkswagenEuropcar Mobility Group ↗Announced2025-01-22Not stated in snapshot
easypark groupFlowbird ↗Completed2025-01-15Not stated in snapshot
BlaBlaCarobiletCompleted2025-01-08Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

227 postings in the preceding 12 months. The full 1,009-posting snapshot covers 45 employers.

Expand panel +

Most advertised job titles

Mécanicien Automobile Service Rapide H/F20
Formation Agent Commercial De Conduite H/F (Conducteur/Conductrice De Bus)17
Mécanicien Automobile H/F17
Auxiliaire Ambulancier F/H17
Conducteur De Car Scolaire H/F16
Technicien Diagnostic Automobile H/F16
0 internship postings

0 tracked postings mention remote work.

The seniority mix

73 postings specify a level.

unspecified
936
manager
38
senior
15
lead
12
intern
5
entry
3
ADVERTISED PAY$119.1K/ year

Median across 37 postings with pay data, expressed in USD.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

228 founders and chief executives across 149 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

23 profiles with education records.

HEC Paris
8
INSEAD
7
ESSEC Business School
3
Imperial College London
1
Emlyon Business School
1
Yale University
1
Columbia University
1
Massachusetts Institute of Technology
1

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

83,111 articles in the measured 12-month window.

Expand panel +
83,111articles in the measured year
19,830articles in 2026Q1
63.1%positive tone in the latest complete year

News volume trends

Auto Tech coverage tagged Paris · articles per complete quarter

013,34726,69340,04053,3862021Q2: 14,4182021Q22021Q3: 17,8322021Q4: 15,6852022Q1: 17,0892022Q2: 17,8842022Q22022Q3: 14,9432022Q4: 19,6482023Q1: 21,8592023Q2: 21,5392023Q22023Q3: 21,1852023Q4: 20,8762024Q1: 29,1912024Q2: 29,8522024Q22024Q3: 46,4232024Q4: 24,4992025Q1: 38,9742025Q2: 25,8782025Q22025Q3: 21,7022025Q4: 18,8692026Q1: 19,8302026Q1
View quarterly article counts
QuarterArticles
2021Q214,418
2021Q317,832
2021Q415,685
2022Q117,089
2022Q217,884
2022Q314,943
2022Q419,648
2023Q121,859
2023Q221,539
2023Q321,185
2023Q420,876
2024Q129,191
2024Q229,852
2024Q346,423
2024Q424,499
2025Q138,974
2025Q225,878
2025Q321,702
2025Q418,869
2026Q119,830

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
29,562 positive · 915 neutral · 20,510 negative
2022
41,923 positive · 1,666 neutral · 25,891 negative
2023
50,622 positive · 1,859 neutral · 32,849 negative
2024
80,895 positive · 3,205 neutral · 45,475 negative
2025
66,450 positive · 2,065 neutral · 36,758 negative

Leading coverage topics

Auto Tech coverage tagged Paris · ranked by full-period article count.

International Political Relations73,855 articles in the full recorded period
20,022 recent · 17,036 prior
International Sports Competitions65,335 articles in the full recorded period
9,505 recent · 19,030 prior
Security And Defense Policies43,322 articles in the full recorded period
12,503 recent · 10,280 prior
Olympic Games Coverage34,875 articles in the full recorded period
4,519 recent · 14,197 prior
International Relations And Diplomacy31,800 articles in the full recorded period
9,191 recent · 7,583 prior
Professional League Updates28,389 articles in the full recorded period
5,331 recent · 5,682 prior
Championship Event Highlights22,598 articles in the full recorded period
4,050 recent · 5,432 prior
Nationalism And Sovereignty Debates22,539 articles in the full recorded period
4,748 recent · 4,976 prior
Athlete Transfer Rumors18,731 articles in the full recorded period
3,595 recent · 3,369 prior
Government International Agreements Coordination17,265 articles in the full recorded period
4,200 recent · 3,698 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

France comparison coverage

KeywordRecentPriorChange
multilateral diplomacy2,1301,28666%
national security strategy1,14261785%
conceptual rock albums1,022273685%
trade dispute mechanisms87954462%
international cooperation85456252%
rock concerts732103611%
alternative rock concerts728106587%
hyundai usa dealers726135485%
hyundai dealerships725125942%
bilateral trade71948249%
olympic team selections7544,242-82%
olympic trials6313,915-84%
olympic venues2992,300-87%
summer olympics athletics1262,281-94%
olympians career highlights1791,967-91%

Event and signal lenses

France comparison coverage

All complete annual cohorts shown
Rising

Regulatory Risk

462,156 classified articles

economic slowdown, inflation outlook, inflation breakdown

45.6% critical · 31.5% positive
Rising

Funding Momentum

92,944 classified articles

club valuation, inflation reports fx, currency intervention policies

35.6% critical · 43.0% positive
Rising

Growth

178,631 classified articles

gdp growth rate, nba expansion teams, gdp acceleration

28.1% critical · 46.4% positive

Auto Tech coverage tagged Paris. 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

Examines gender, identity, and power dynamics in humanitarian and media contexts.

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

Nuevas miradas sobre género e igualdad. Enfoques interdisciplinares.

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

Healthcare delivery challengesCommon problems researchers identify · 02

Healthcare delivery challenges

975 papers

16.2% of this theme group

Investigates nursing practices, infection control, and medication acceptance among 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

Analyzes legal and technical measures for personal data handling in public and corporate settings.

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 in education and careCommon problems researchers identify · 04

Ethics in education and care

862 papers

14.4% of this theme group

Explores philosophical and humanitarian issues in teaching and health services for marginalized groups.

Philosophy (704) · Humanities (799) · Persona (24) · Derecho (10)

Educação para pessoas privadas de liberdade

O USO DAS TECNOLOGIAS EDUCACIONAIS PELO ENFERMEIRO APLICADAS AOS CUIDADOS PARA PESSOAS QUE REALIZAM HEMODIÁLISE: REVISÃO DE LITERATURA

Environmental monitoring and land useCommon problems researchers identify · 05

Environmental monitoring and land use

825 papers

13.8% of this theme group

Studies spatial changes and rural cadastral systems affecting forest and agricultural ecosystems.

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

CONSIDERAÇÕES SOBRE O CADASTRO AMBIENTAL RURAL E SUA IMPLEMENTAÇÃO

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

Pedagogical innovation and inclusionCommon problems researchers identify · 06

Pedagogical innovation and inclusion

749 papers

12.5% of this theme group

Looks at technology‑mediated teaching methods 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 in vehiclesCommon problems researchers identify · 07

Security and interaction in vehicles

654 papers

10.9% of this theme group

Focuses on cybersecurity, human‑computer interaction, and engineering concerns for automotive systems.

Computer security (83) · Transport engineering (51) · Human–computer interaction (56) · Automotive industry (40)

Planning and Decision-Making for Autonomous Vehicles

Autonomous Vehicle Technology: A Guide for Policymakers

Cautions

1,384 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Medical risk and medication safetyCautions · 01

Medical risk and medication safety

274 papers

19.8% of this theme group

Highlights pressure injuries and drug‑related complications in hospitalized elderly patients.

Gynecology (35) · CADASIL (16) · Leukoencephalopathy (12) · Internal medicine (12)

Análise da presença de lesão por pressão em pacientes hospitalizados e as principais comorbidades associadas

PERFIL MEDICAMENTOSO E PROBLEMAS RELACIONADOS À FARMACOTERAPIA EM PESSOAS IDOSAS HOSPITALIZADAS

Autonomous transport societal impactCautions · 02

Autonomous transport societal impact

270 papers

19.5% of this theme group

Discusses public perception, risk, and broader implications of driverless vehicle adoption.

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 and engagementCautions · 03

Student wellbeing and engagement

187 papers

13.5% of this theme group

Addresses substance use, vulnerability, and strategies to improve participation of special‑needs learners.

Humanities (106) · Philosophy (75) · Identity (4) · Higher education (4)

Levantamento sobre uso de álcool e outras drogas e vulnerabilidades relacionadas de estudantes de escolas públicas participantes do programa

ADAPTAÇÕES E ESTRATÉGIAS BASEADAS EM EVIDÊNCIAS PARA AUMENTAR A INTERAÇÃO E O ENGAJAMENTO DE ALUNOS COM TEA NAS AULAS DE EDUCAÇÃO FÍSICA

Adversarial robustness for perceptionCautions · 04

Adversarial robustness for perception

171 papers

12.4% of this theme group

Evaluates attacks on lidar and trajectory prediction and defenses 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 testing and geological analysisCautions · 05

Material testing and geological analysis

171 papers

12.4% of this theme group

Investigates numerical simulations and imaging techniques for structural and filtration material performance.

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‑microbe interactions under stressCautions · 06

Plant‑microbe interactions under stress

165 papers

11.9% of this theme group

Studies biomass accumulation and bacterial inoculation effects on crops grown in saline 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 uncertainty and disclosureCautions · 07

Regulatory uncertainty and disclosure

146 papers

10.5% of this theme group

Examines political‑economic volatility and transparency of intangible assets in listed companies.

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

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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 methods to identify and assess safety and security needs in autonomous driving systems.

Human–computer interaction (176) · Transport engineering (139) · Computer security (91) · Automotive engineering (110)

Systematic Method for Identifying Safety and Security Requirements in Autonomous Driving: Case Study of Autonomous Intersection System

Exploring User Acceptance of Autonomous Vehicles: Impact of Driver and Vehicle Styles

3D perception for driver assistanceOpportunities · 02

3D perception for driver assistance

1,072 papers

17.9% of this theme group

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

Object detection (228) · Object (139) · Lidar (149) · Point cloud (88)

Road Scene Content Analysis for Driver Assistance and Autonomous Driving

Enhancing Safety Perception in Autonomous Driving Systems Through 3D Object Detection and Neural Network Regression

Predictive control for motion planningOpportunities · 03

Predictive control for motion planning

807 papers

13.4% of this theme group

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

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 for virtual learningOpportunities · 04

Qualitative insights for virtual learning

800 papers

13.3% of this theme group

Explores effectiveness of assessment tools and equity‑focused experiences in online education 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 material researchOpportunities · 05

Multimodal biomedical and material research

699 papers

11.7% of this theme group

Combines molecular analysis and nanomaterial synthesis for diagnostic and therapeutic advancements.

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

Cadastral data for smart infrastructureOpportunities · 06

Cadastral data for smart infrastructure

686 papers

11.4% of this theme group

Integrates BIM and 3D mapping to simulate environmental conditions and optimize building performance.

Cadastre (79) · Cartography (16) · Statistical analysis (18) · Humanities (54)

BIM, 3D Cadastral Data and AI for Weather Conditions Simulation and Energy Consumption Monitoring

TECNOLOGIAS E INOVAÇÕES APLICADAS ÀS FASES DE ACABAMENTO EM EDIFÍCIOS DE MÚLTIPLOS PAVIMENTOS

Reinforcement learning for driving behaviorOpportunities · 07

Reinforcement learning for driving behavior

344 papers

5.7% of this theme group

Applies deep reinforcement methods to decision‑making and collision avoidance in autonomous vehicles.

Reinforcement learning (312) · Reinforcement (63) · Action (24) · Human–computer interaction (37)

Deep-Reinforcement-Learning-Based Collision Avoidance of Autonomous Driving System for Vulnerable Road User Safety

An Integrated Framework of Lateral and Longitudinal Behavior Decision-Making for Autonomous Driving Using Reinforcement Learning

How this field compares with the research baseline

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

Research orientationThis fieldReference sample
Descriptive29.3%17.5%
Problem-identifying27.4%9.8%
Promising21.0%36.6%
Breakthrough14.3%26.8%
Comparative3.4%4.0%
Cautionary2.9%4.5%
Critical1.7%0.8%

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.

UNDERSTAND THE LANDSCAPE

Auto Tech in Paris: 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: 4 September 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
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