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 GERMANY EDITION 2026

Germany’s
auto tech industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Auto Tech illustration
MEET THE COMPANIES

Explore Germany’s auto tech leaders

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

Expand panel +
Auto Tech company highlights in Germany, snapshot 6 August 2026
Company
FINNfinn.com$2.03B33
AUTO1 Groupauto1-group.com$1.36B11 roles6,094
FlixBusflixbus.com$1.22B442
IONITYionity.eu$883.9M13
Volocoptervolocopter.com$725.73M500
Liliumlilium.com$686.12M864
TIERtier.app$642.93M234
Frontier Car Groupfrontiercargroup.com$569.95M73
AutoScout24autoscout24.com10 roles500
Funkwerkfunkwerk.com10 roles509
Shiftmoveshiftmove.com10 roles
Wirkaufendeinauto.dewirkaufendeinauto.de10 roles11
AUTO1.comauto1.com9 roles3,541
SENGERsengermobility.com9 roles
TecAlliancetecalliance.net9 roles434
Akasolakasol.com324Financial figure available in RadarView in Radar
Blacklaneblacklane.com195
Carlymycarly.com34Financial figure available in RadarView in Radar
Delticomdelti.com174
Digadesdigades.de163Financial figure available in RadarView in Radar
EMILemil.de14Financial figure available in RadarView in Radar
Electronic Suspension Systemsefs-auto.com606
Hubjecthubject.com61Financial figure available in RadarView in Radar
Mercedes-Benz Future Busdaimler.com72
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 Germany

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

6 August 2026
Hiring participation8.6%

169 of 1,965 tracked companies have open roles.

Funding participation14.0%

275 of 1,965 tracked companies have a recorded round.

Top 3 funding share37.6%

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

Median disclosed round$4.32M

Midpoint of 381 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 37.6% of disclosed capital, while 86.0% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Germany 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

Germany auto tech
$0$752.54M$1.51B$2.26B$3.01B2016: $45.69M20162017: $650.73M20172018: $986.23M20182019: $1.14B20192020: $1.76B20202021: $2.64B20212022: $1.71B20222023: $894.75M20232024: $356.67M20242025: $1.32B2025
View the numbers
Annual auto tech funding and company formation in Germany
YearFunding (USD)FoundedRaising
2016$45.69M8620
2017$650.73M11430
2018$986.23M14337
2019$1.14B12438
2020$1.76B12244
2021$2.64B9436
2022$1.71B6647
2023$894.75M3136
2024$356.67M1714
2025$1.32B415
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • FINN16.6%
  • AUTO1 Group11.1%
  • FlixBus10.0%
  • Other companies62.4%

Funding by stage

583 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel175 30.0%
Series A–B156 26.8%
Series C+ / PE50 8.6%
Grants, debt & other202 34.6%

Recent recorded rounds

Latest recorded rounds · USD
7 rounds

Swipe or scroll horizontally to browse.

Series A05/2026
ClearOps $9.98M

Backed by Hitachi Ventures and Schoeller Group and others.

Series A04/2026
&Charge $5.84M

Backed by Warsaw Equity Group and EIT InnoEnergy and others.

Venture Debt02/2026
Twaice $28.3M

Backed by European Investment Bank.

Seed02/2026
driveblocks $4.16M

Backed by FORWARD.one and Bayern Kapital and others.

Grant (prize money)02/2026
HeyCharge $2.96M

Backed by European Innovation Council.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series C11/2020
TIERtier.app$250M

Backed by Mubadala and Northzone and others.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Expand panel +

Annual accounts availability

The measured Germany identity-to-filing probe did not produce a qualifying designated legal or national-ID join: designated German registry identities do not carry the LEI or ISIN used by bundesanzeiger facts; legal-name matching is prohibited.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

69 of the 1,965 companies on this page carry a measured traffic record (3.5%); these are the largest of those, by monthly visits. The median among them is 198,446 visits.

CompanyMonthly visitsAuthorityMobile
Mobile.demobile.de48,074,7028659.7%
FlixBusflixbus.com10,886,2946771%
AutoScout24autoscout24.com5,382,0796170.5%
Autodocautodoc.de5,279,4906764.1%
MotorTalkmotor-talk.de5,042,7855966.8%
Sixtsixt.com5,030,9496355.5%
carwowcarwow.de2,783,1125179.2%
buycyclebuycycle.com2,156,2364547.7%
FREE NOWfree-now.com1,309,0004787.1%
AUTO1.comauto1.com1,266,2894933.9%

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

Most-installed apps

358 of these companies (18.2%) publish at least one Android app — 603 apps in all, carrying 225M installs between them.

AppInstallsRatingStore category
AUTODOC: buy car parts onlineAutodoc73.2M4Shopping
mobile.de - car marketMobile.de36.5M4.7Auto & Vehicles
Freenow by Lyft - taxi & moreFREE NOW28.3M4.6Travel & Local
Blitzer.deBlitzer13.4M4.8Maps & Navigation
TIER - Unlock Your CityTIER12.1M3.3Travel & Local
SIXT rent. share. ride. plus.Sixt7.3M4.8Travel & Local
Free2move | Car Share & RentalFree2Move5.1M4.5Travel & Local
calimoto Motorcycle NavigationCalimoto4.3M4.3Maps & Navigation
hvv - route planner & ticketsHVV4.1M4.4Maps & Navigation
eBike FlowBosch eBike Systems2.6M4.5Health & Fitness

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

App reach by segment

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

SegmentAppsInstallsLeading appRelease trend
Auto E-Commerce & Content57114.3MAUTODOC: buy car parts online 73.2M
Road Transport Tech29196MFreenow by Lyft - taxi & more 28.3M
Auto Retail & Aftersales2146.3Mmobile.de - car market 36.5M
Electric Vehicles13420MTIER - Unlock Your City 12.1M
Online Travel2510.7MSIXT rent. share. ride. plus. 7.3M
Connected Vehicles507.7Mcalimoto Motorcycle Navigation 4.3M
Geographic Information Systems277.1MAutoZen-Car Dashboard&Launcher 1.3M
Smart Public Transport293.5MHandyTicket Deutschland 814.3K

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: 162023Q2: 52023Q22023Q3: 82023Q3: 82023Q32023Q4: 62023Q4: 102023Q42024Q1: 72024Q1: 142024Q12024Q2: 112024Q2: 152024Q22024Q3: 112024Q3: 222024Q32024Q4: 82024Q4: 182024Q42025Q1: 122025Q1: 172025Q12025Q2: 152025Q2: 242025Q22025Q3: 72025Q3: 462025Q32025Q4: 52025Q4: 672025Q42026Q1: 92026Q1: 822026Q1

Darker bars are new releases, lighter bars apps updated. 384 of 603 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Germany 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 digital881
Enterprise tech868
Green transport566
Energy tech555
Enterprise software354
Deep tech300
Internet of vehicles226
Shared mobility215
Saas208
B2c e-commerce206
Marketplaces163
Electric vehicle charging159

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

SEGMENT TO EXPLORE

Consumer digital

The largest measured segment in this report snapshot.

881companies
7.2%have hiring activity

63 companies hiring · $8.45B disclosed funding

Explore in Radar

How companies make money

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

Subscription939
Commission on transaction649
E-commerce - product554
Physical commerce467
E-commerce - service346
Fee-for-service304
Advertising190
Renting / leasing66
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 & acquisitionsioki.com ↗

In M&A activity, it was also reported that Salzburg-based BENTELER Group agreed to acquire Frankfurt-based ioki to develop an integrated autonomous public transport platform.

Funding roundsand-charge.com ↗

Polish investment firm Warsaw Equity Group has led a €5 million Series A funding round in German EV charging technology company &Charge, joining forces with Porsche Ventures and existing backers including InnoEnergy and Redstone.

Mergers & acquisitionsdaimler.com ↗

Daimler extends its interests into the New Energy Vehicles (NEV) in China by acquiring a 3.93 percent stake in Beijing Electric Vehicle Company (BJEV), a BAIC Group subsidiary.

Funding roundsnaturerobots.de ↗

Germany’s Nature Robots raises €4 million to tackle agriculture’s “triple threat” with AI and robotics

Mergers & acquisitionsvesputi.com ↗

Transport technology provider, Tracsis, has acquired Vesputi GmbH, a German digital ticketing technology provider, for a gross initial consideration of €5.8m/£5.1m.

Mergers & acquisitionsblacklane.com ↗

Uber Technologies has acquired chauffeur service Blacklane as part of its expansion into luxury and executive travel.

Mergers & acquisitionsscantinel.com ↗

Luminar is MicroVision’s second recent acquisition. It finalized its purchase of Germany-based Scantinel Photonics in January after announcing a deal to acquire the company in November.

Mergers & acquisitionssushi-bikes.com ↗

The purchase contract with the newly founded Sushi Bikes GmbH entered into force on 01.02.2026.

Funding roundsdriveblocks.ai ↗

The Munich software company driveblocks has completed a pre-Series A financing round of 3.5 million euros.

Mergers & acquisitionslibcycle.com ↗

The merger with RLG is the logical next step in this direction.

Full recorded event mix

Top 10 categories among 463 recorded events in the 24-month window.

Mergers & acquisitions
78
Earnings
65
Leadership moves
63
Funding rounds
60
Lawsuit
41
Company announcements
28
Contracts
25
Asset acquisitions
20
Capital infusions
19
Layoffs
17
7 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

3 companies with recorded IPO activity

Compleo ↗

IPO activity1 reports

Mobile.de ↗

IPO · Frankfurt Stock Exchange2 reports

Lilium ↗

IPO1 reports

Leadership moves

16 tracked people moves

FlixBus ↗
Hayley Russell

Promotion Global Head of Service Delivery

FlixBus ↗
Shamil Maindiratta

Appointment Managing Director for the UK market

FlixBus ↗
Peter Fielding

Appointment Operations Team Lead in the UK

Qwello ↗
Lars Balzer

Appointment Previously Deputy Chairman of Qwello

Mobile.de ↗
Patricia Lobinger

Appointment Chief Financial Officer

Sixt ↗
Daniel Terberger

Resignation Previously Deputy Chairman of the Supervisory Board

Petra Meiser

Appointment Chief Financial Officer

Patrick E. Bigger

Appointment Chairman of the Management Board

Product launches

Products, platforms and features in the recorded window

reev ↗
reev platform

Platform

Aicas ↗
EdgeSuite

modular edge-to-cloud infrastructure

Contract wins

16 recorded customer wins

Customer: eastleigh borough councilInfrastructure

Blickfeld ↗

Customer: senstar technologies

Delticom ↗

Customer: Logistics

AMPERFIED ↗

Customer: siemens energyEnergy

Autoflight ↗

Customer: falcon aviation servicesAviation / eVTOL aircraft supply

Lilium ↗

Customer: Archer AviationAerospace

Litigation

27 tracked suits

Company
coalition of attorneys general v mercedes-benz usa, Daimler

emission cheating devicesCivil · Settled

Company
United States government, California state regulators v mercedes-benz usa, Daimler

emissions cheating allegationsRegulatory · Settled

Earnings pulse

Reported company results in the recorded window.

10companies
67period observations
11.6%median reported growth

Median across 55 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
BENTELER Groupioki ↗Announced2026-04-25Not stated in snapshot
Mercedes-Benz Future BusBeijing Electric Vehicle Company (BJEV)Announced2026-04-15Not stated in snapshot
baicMercedes-Benz Future Bus ↗Announced2026-04-15Not stated in snapshot
schaefflerVitesco Technologies ↗Announced2026-04-15Not stated in snapshot
Daimler BusesIVU Traffic Technologies ↗Announced2026-04-15Not stated in snapshot
Mercedes-Benz Future BushailoCompleted2026-04-14Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

1,488 postings in the preceding 12 months. The full 3,676-posting snapshot covers 152 employers.

Expand panel +

Most advertised job titles

Bürokraft / Servicemitarbeiter Mit Kfz Kenntnissen (D/M/W)84
Kundenberater Fahrzeugbewertung & Ankauf Quereinsteiger Willkommen! (M/W/D)52
Kfz Mechatroniker / Fahrzeugbewerter (D/M/W)38
Verkaufsberater / Kundenberater Autovermietung (M/W/D) Vollzeit/Teilzeit33
Werkstudent Autovermietung Mwd30
Werkstudent Autovermietung (Mwd)30
1 internship postings

104 tracked postings mention remote work.

The seniority mix

1,101 postings specify a level.

unspecified
2,575
manager
493
senior
273
entry
142
lead
117
intern
76

Skills employers mention

Top skills across 3,676 tracked postings in the available jobs snapshot.

Python
5
C++
3
Machine Learning
3
Tensorflow
2
Aws
2
Delta Lake
1
Transformers
1
Ngxs
1
Calibration
1
Negotiation
1
ADVERTISED PAY$43.2K/ year

Median across 46 postings with pay data, expressed in USD.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

1,101 founders and chief executives across 744 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

66 profiles with education records.

Technical University of Munich
16
Harvard University
6
Massachusetts Institute of Technology
5
University of Oxford
5
University of California (Berkeley)
5
University of Cambridge
4
Stanford University
4
RWTH Aachen University
4

Prior employers

20 profiles with prior-work records.

Boston Consulting Group
4
Microsoft
4
eBay
3
Intel
2
McKinsey
2
Google
2
Amazon
2
Cisco
1

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

NEWS INTELLIGENCE

How this industry appears in the news

40,089 articles in the measured 12-month window.

Expand panel +
40,089articles in the measured year
10,386articles in 2026Q1
70.4%positive tone in the latest complete year

News volume trends

Auto Tech coverage across Germany · articles per complete quarter

04,4998,99813,49617,9952021Q2: 6,9312021Q22021Q3: 9,1682021Q4: 6,8882022Q1: 8,7562022Q2: 8,1782022Q22022Q3: 7,8962022Q4: 9,2012023Q1: 9,4942023Q2: 8,6782023Q22023Q3: 10,0472023Q4: 8,3382024Q1: 10,2962024Q2: 10,4142024Q22024Q3: 10,9142024Q4: 12,4692025Q1: 15,6482025Q2: 12,2812025Q22025Q3: 10,3832025Q4: 8,1692026Q1: 10,3862026Q1
View quarterly article counts
QuarterArticles
2021Q26,931
2021Q39,168
2021Q46,888
2022Q18,756
2022Q28,178
2022Q37,896
2022Q49,201
2023Q19,494
2023Q28,678
2023Q310,047
2023Q48,338
2024Q110,296
2024Q210,414
2024Q310,914
2024Q412,469
2025Q115,648
2025Q212,281
2025Q310,383
2025Q48,169
2026Q110,386

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
20,574 positive · 543 neutral · 5,643 negative
2022
25,642 positive · 675 neutral · 7,686 negative
2023
28,534 positive · 482 neutral · 7,515 negative
2024
30,593 positive · 698 neutral · 12,749 negative
2025
32,702 positive · 671 neutral · 13,088 negative

Leading coverage topics

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

Electric Vehicle (Ev) Technology And Innovations6,009 articles in the full recorded period
1,314 recent · 933 prior
Electric Vehicle (Ev) Technology4,430 articles in the full recorded period
941 recent · 1,030 prior
New Product Launches And Innovations3,804 articles in the full recorded period
863 recent · 678 prior
Strategic Partnerships And Collaborations3,131 articles in the full recorded period
741 recent · 605 prior
Electric Vehicle Charging Infrastructure3,079 articles in the full recorded period
638 recent · 683 prior
Transportation Related Crashes And Derailments2,918 articles in the full recorded period
203 recent · 1,177 prior
Sustainability Initiatives And Esg Reporting2,369 articles in the full recorded period
405 recent · 461 prior
Alternative Fuel Vehicle Technologies2,267 articles in the full recorded period
522 recent · 421 prior
Technology Adoption And Digital Transformation2,158 articles in the full recorded period
534 recent · 391 prior
Corporate Social Responsibility (Csr) Programs2,063 articles in the full recorded period
348 recent · 442 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Auto Tech coverage across Germany

KeywordRecentPriorChange
comex gold analysis1447689%
vehicle-to-infrastructure1418174%
gold futures trends12254126%
bmw hybrid996650%
bmw i986453%
precious metals etfs8913585%
electric drivetrain design795058%
tesla sedan7330143%
rapid prototyping vehicles733987%
tesla model y6725168%
truck accident149982-85%
aviation accident96731-87%
bus crash112727-85%
vehicle collision97724-87%
transport crash100662-85%

Event and signal lenses

Auto Tech coverage across Germany

All complete annual cohorts shown
Rising

Regulatory Risk

48,991 classified articles

nationalist composers, avant-garde composition, tariff negotiations

38.4% critical · 42.4% positive
Rising

Funding Momentum

11,370 classified articles

next-generation ev platforms, ev powertrain advancements, ev battery technology

35.9% critical · 54.7% positive
Rising

Growth

32,545 classified articles

automotive segment growth, vehicle sales forecasts, dc fast-charging deployment

29.3% critical · 50.3% positive

Auto Tech coverage across Germany. 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 representation issuesCommon problems researchers identify · 01

Social equity and representation issues

1,059 papers

17.6% of this theme group

Researchers highlight gender, identity, and power dynamics 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

Clinical care challenges in pandemicsCommon problems researchers identify · 02

Clinical care challenges in pandemics

975 papers

16.2% of this theme group

Studies examine nursing practices, infection prevention, and medication safety 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 policy gapsCommon problems researchers identify · 03

Data governance and policy gaps

876 papers

14.6% of this theme group

Works critique legal and technical frameworks for personal data handling in public 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

Ethical and educational concernsCommon problems researchers identify · 04

Ethical and educational concerns

862 papers

14.4% of this theme group

Papers discuss philosophical questions and training 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 and land useCommon problems researchers identify · 05

Environmental monitoring and land use

825 papers

13.8% of this theme group

Research focuses on rural cadastral systems and forest cover changes in protected areas.

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

Analyses explore technology‑mediated teaching methods and accessibility 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 automotive systemsCommon problems researchers identify · 07

Security and interaction in automotive systems

654 papers

10.9% of this theme group

Investigations address human‑computer interaction and cybersecurity challenges for vehicle technologies.

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

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Medication safety for older patientsCautions · 01

Medication safety for older patients

274 papers

19.8% of this theme group

Works warn about adverse drug effects and pressure injuries in hospitalized seniors.

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

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

PERFIL MEDICAMENTOSO E PROBLEMAS RELACIONADOS À FARMACOTERAPIA EM PESSOAS IDOSAS HOSPITALIZADAS

Societal impacts of autonomous transportCautions · 02

Societal impacts of autonomous transport

270 papers

19.5% of this theme group

Authors caution about risk perception, environmental effects, and public acceptance 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 and engagement risksCautions · 03

Student wellbeing and engagement risks

187 papers

13.5% of this theme group

Studies highlight 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 perception systemsCautions · 04

Adversarial robustness for perception systems

171 papers

12.4% of this theme group

Research points to weaknesses in lidar‑based detection and trajectory prediction under attack.

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 uncertaintyCautions · 05

Material testing and geological uncertainty

171 papers

12.4% of this theme group

Papers discuss limitations of simulation methods and imaging techniques for structural analysis.

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

Investigations reveal challenges in biomass accumulation and nutrient uptake when using saline water.

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

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

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

Regulatory and financial disclosure issuesCautions · 07

Regulatory and financial disclosure issues

146 papers

10.5% of this theme group

Analyses examine political uncertainty, tax aggressiveness, and transparency of intangible assets.

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 methodsOpportunities · 01

Safety and security requirement methods

1,592 papers

26.5% of this theme group

Studies propose systematic approaches to identify and integrate safety and security needs in autonomous driving.

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 techniquesOpportunities · 02

Advanced 3D perception techniques

1,072 papers

17.9% of this theme group

Research advances lidar and point‑cloud processing for reliable object detection in driver assistance.

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 dynamic navigationOpportunities · 03

Predictive control for dynamic navigation

807 papers

13.4% of this theme group

Works develop model‑predictive planning and tracking to handle obstacles during autonomous vehicle motion.

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 learning toolsOpportunities · 04

Qualitative insights for learning tools

800 papers

13.3% of this theme group

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

Humanities (314) · Philosophy (216) · Qualitative research (30) · Order (42)

REFLEXÕES SOBRE A EFETIVIDADE DE FERRAMENTAS DE AVALIAÇÃO DA APRENDIZAGEM EMPREGADAS EM AMBIENTES VIRTUAIS DE APRENDIZAGEM: UM ESTUDO DE CAS

PET-Saúde/Equidade: Contribuições das Experiências Compartilhadas para a Formação Acadêmica e Profissional

Multimodal biomedical and material researchOpportunities · 05

Multimodal biomedical and material research

699 papers

11.7% of this theme group

Studies explore molecular diagnostics and novel photocatalytic materials for health and environmental applications.

Horticulture (37) · CADASIL (34) · Traditional medicine (24) · Leukoencephalopathy (23)

ANÁLISE MULTIMODAL E CARACTERIZAÇÃO MOLECULAR DE LESÕES PIGMENTADAS CUTÂNEAS BENIGNAS: AVANÇOS EM DIAGNÓSTICO DIFERENCIAL E IMPLICAÇÕES PARA

SINTESIS YTTRIUM DOPED ZnO DENGAN CAPPING AGENT KIMIA DAN \nBIOLOGI UNTUK PENINGKATAN EFISIENSI FOTOKATALITIK \nDEGRADASI ANTIBIOT

Geospatial data integration for sustainabilityOpportunities · 06

Geospatial data integration for sustainability

686 papers

11.4% of this theme group

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

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

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

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

Reinforcement learning for driving decisionsOpportunities · 07

Reinforcement learning for driving decisions

344 papers

5.7% of this theme group

Works apply deep reinforcement techniques to improve collision avoidance and behavior planning in autonomous systems.

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%18.1%
Problem-identifying27.4%9.7%
Promising21.0%36.9%
Breakthrough14.3%26.0%
Comparative3.4%4.1%
Cautionary2.9%4.3%
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.

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UNDERSTAND THE LANDSCAPE

Auto Tech in Germany: 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: 6 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 ↗
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