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 SWEDEN EDITION 2026

Sweden’s
auto tech industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Auto Tech illustration
MEET THE COMPANIES

Explore Sweden’s auto tech leaders

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

Expand panel +
Auto Tech company highlights in Sweden, snapshot 3 September 2026
Company
Polestarpolestar.com$4.06B—2,377—
Einrideeinride.tech$892.27M—571Financial figure available in RadarView in Radar
Voivoi.com$597.59M—1,000—
NEVSnevs.com$506.17M—340—
Volta Trucksvoltatrucks.com$401.94M—13—
Veoneerveoneer.com$209.32M3 roles781—
Cabonlinecabonline.com$188.84M—161—
Heart Aerospaceheartaerospace.com$157.55M6 roles130—
Car.Infocar.info—2 roles14—
Chassis Autonomychassisautonomy.com—2 roles20—
Ewayseways.se—2 roles135—
Micropower Groupmicropower-group.com—2 roles——
Verendusverendus.no—2 roles—Financial figure available in RadarView in Radar
Woshappwoshapp.se—2 roles24—
Bilwebbilweb.se——6—
Blintoblinto.se——40—
Byt Bil Nordic ABbytbil.com——6—
Cars2clickcars2click.com———Financial figure available in RadarView in Radar
Clean Motioncleanmotion.se——6Financial figure available in RadarView in Radar
Evifyevify.se————
Greater Thangreaterthan.eu——35—
Imagimobimagimob.com——12—
Kognickognic.com——101—
Kvdbilkvd.se——180—
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 Sweden

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

3 September 2026
Hiring participation4.3%

19 of 439 tracked companies have open roles.

Funding participation19.6%

86 of 439 tracked companies have a recorded round.

Top 3 funding share71.4%

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

Median disclosed round$2.45M

Midpoint of 147 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 71.4% of disclosed capital, while 80.4% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Sweden 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

Sweden auto tech
$0$826.22M$1.65B$2.48B$3.3B2016: $8.86M20162017: $196M20172018: $566.42M20182019: $389.91M20192020: $283.42M20202021: $1.19B20212022: $2.9B20222023: $102.01M20232024: $1.18B20242025: $313.38M2025
View the numbers
Annual auto tech funding and company formation in Sweden
YearFunding (USD)FoundedRaising
2016$8.86M2313
2017$196M326
2018$566.42M3114
2019$389.91M3714
2020$283.42M3614
2021$1.19B2917
2022$2.9B1412
2023$102.01M69
2024$1.18B39
2025$313.38M17
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Polestar52.2%
  • Einride11.5%
  • Voi7.7%
  • Other companies28.6%

Funding by stage

174 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel52 29.9%
Series A–B37 21.3%
Series C+ / PE18 10.3%
Grants, debt & other67 38.5%

Recent recorded rounds

Latest recorded rounds · USD
3 rounds

Swipe or scroll horizontally to browse.

Seed05/2026
Detecht $468.34K

Backed by Chalmers Ventures.

Series D03/2026
Candela $32M

Backed by IFC and EQT and others.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series D04/2021
Polestarpolestar.com$550M

Backed by Chongqing Chengxing Equity Investment Fund and Zibo Financial Holding and others.

Series C12/2020
Voivoi.com$160M

Backed by The Raine Group and VNV Global and others.

Series D12/2021
Voivoi.com$115M

Backed by The Raine Group and VNV Global and others.

Series B11/2019
Voivoi.com$85M

Backed by VNV Global and Balderton Capital and others.

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

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

15 of the 439 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 609,587 visits.

CompanyMonthly visitsAuthorityMobile
Polestarpolestar.com2,812,2556668.7%
Car.Infocar.info1,958,1785660.1%
SLsl.se1,713,0595464%
Kvdbilkvd.se969,8224672.4%
Byt Bil Nordic ABbytbil.com897,0664864.7%
Icomeraicomera.com729,4013131.9%
Waykewayke.se614,3744378.5%
skruvatskruvat.se609,5873863.9%
Bilwebbilweb.se539,3644277.8%
ChargeFinderchargefinder.com490,3505165.9%

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

Most-installed apps

100 of these companies (22.8%) publish at least one Android app — 186 apps in all, carrying 27.2M installs between them.

AppInstallsRatingStore category
Voi – e-scooter & e-bike hireVoi7.9M4.8Travel & Local
Parkster - Smooth parkingParkster4.7M4.2Travel & Local
SLSL3.6M2.1Travel & Local
Aimo - Parking with Aimo ParkAimo1.6M2.8Auto & Vehicles
A Better Routeplanner (ABRP)abetterrouteplanner.com1.6M4.7Maps & Navigation
ePARK – quick and easy parkingePARK954.1K4.1Travel & Local
TaxiCallerTaxiCaller455.4K3.3Maps & Navigation
Taxi SthlmTaxi Stockholm430.9K4.6Travel & Local
Mobill ParkingMobill410.2K3.9Travel & Local
Polestar PerformancePolestar379K4.1Auto & Vehicles

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

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2023Q4–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Road Transport Tech10724.9MVoi – e-scooter & e-bike hire 7.9M
Electric Vehicles549.9MPolestar Performance 379K
Smart Public Transport124.9MSL 3.6M
Energy Storage Tech391.2MChargeFinder: EV Charging 345.8K
It Services61.1MLänstrafiken Örebro 252.9K
Auto E-Commerce & Content21483KCar.info - Sök biluppgifter 339.8K
Auto Retail & Aftersales10136.2KWayke 51.7K
Connected Vehicles1089.2KGpsGate Tracker 49.8K

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.

2023Q1: 62023Q1: 12023Q12023Q2: 12023Q2: 02023Q22023Q3: 52023Q3: 52023Q32023Q4: 22023Q4: 52023Q42024Q1: 22024Q1: 12024Q12024Q2: 12024Q2: 12024Q22024Q3: 72024Q3: 72024Q32025Q1: 32025Q1: 72025Q12025Q2: 62025Q2: 52025Q22025Q3: 32025Q3: 182025Q32025Q4: 32025Q4: 92025Q42026Q1: 42026Q1: 352026Q1

Darker bars are new releases, lighter bars apps updated. 114 of 186 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Sweden 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 digital231
Enterprise tech191
Green transport135
Deep tech88
Enterprise software61
Internet of vehicles58
B2c e-commerce55
Electric vehicle charging54
Saas46
Shared mobility46
Marketplaces46
Gig employers40

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

SEGMENT TO EXPLORE

Consumer digital

The largest measured segment in this report snapshot.

231companies
3.9%have hiring activity

9 companies hiring · $5.93B disclosed funding

Explore in Radar

How companies make money

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

Subscription216
Commission on transaction149
E-commerce - product110
Physical commerce105
E-commerce - service73
Fee-for-service68
Advertising33
Renting / leasing16
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
IPO activityeinride.tech ↗

Einride AB (publ) (“Einride” or the “Company”), a technology company driving the transition to cost-efficient electric and autonomous freight operations for some of the world’s largest shippers, and Legato Merger Corp. III (NYSE American: LEGT) (“Legato”), a special purpose acquisition company, today announced the public filing of a registration statement on Form F‑4 (the “Registration Statement”) with the U.S. Securities and Exchange Commission (“SEC”) in connection with the proposed business combination between Einride and Legato (the “Transaction”). The Transaction, which was announced on November 12, 2025, is expected to result in Einride listing its ordinary shares in the form of American Depositary Shares (“ADS”) on NASDAQ in the second quarter of 2026 under the ticker symbol “ENRD”, subject to customary closing conditions. The Transaction values Einride at a pre‑money equity value of $1.35 billion and is expected to deliver approximately $333 million in gross proceeds including a $113 million oversubscribed PIPE capital raise, announced on February 26, 2026, from a group of new and existing investors, and up to $220 million in proceeds from Legato’s cash‑in‑trust before accounting for potential redemptions and transaction expenses.

Mergers & acquisitionssmarteye.se ↗

Smart Eye Aktiebolag (publ) ('Smart Eye') has entered into an agreement to acquire all shares in the Swedish AI-based software company Sightic Analytics AB from its current shareholders for a fixed purchase price of SEK 60.5 million.

Mergers & acquisitionschassisautonomy.com ↗

Kongsberg Automotive (KA) has announced that it will acquire the remaining 75% ownership in Chassis Autonomy SBA AB (CA), bringing its total stake in the Swedish firm to 100%.

Mergers & acquisitionsuniti.earth ↗

Uniti has continued its telco shopping spree, announcing on Tuesday it has signed an agreement to purchase greenfields specialist Harbour ISP.

Mergers & acquisitionsmipsprotection.com ↗

GlobalFoundries (GF) announced it has come to an agreement to acquire MIPS

Funding roundsbrick.tech ↗

Brazilian insurtech Brick closed an $857,500 seed round led by Honey Island and Broom Ventures.

Mergers & acquisitionseasyparkgroup.com ↗

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

Funding roundsleya.law ↗

Swedish legal AI startup Leya closed a $10.5 million round,

Capital infusionsheartaerospace.com ↗

Bill Gates-backed Swedish startup Heart Aerospace, for instance, announced plans to move its headquarters to Torrance last year, having raised about $147 million in investment.

Leadership movesicomera.com ↗

Icomera has announced the appointment of Ben Dunlop as the new Managing Director of its DG8 design and engineering division, effective early March.

Full recorded event mix

Top 10 categories among 82 recorded events in the 24-month window.

Funding rounds
13
Contracts
13
Leadership moves
11
Mergers & acquisitions
10
IPO activity
6
New products
6
Asset acquisitions
6
Capital infusions
5
Earnings
5
Regulatory
2
6 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

1 companies with recorded IPO activity

Einride ↗

SPAC · NASDAQ6 reports

Leadership moves

6 tracked people moves

Uniti ↗
Manuel Sampedro

Appointment EVP and Chief Network Officer

Uniti ↗
Bobby Walters

Appointment SVP of Kinetic Construction

Icomera ↗
Ben Dunlop

Appointment Managing Director

Einride ↗
Gary Hicok

Appointment Board of Directors

Icomera ↗
Cyril Morette

Appointment Sales Manager, Media Content Solutions

Einride ↗
Anubhav Verma

Appointment Chief Financial Officer

Regulatory events

2 recorded events

Uniti ↗

approved functional separationACCC

EasyPark ↗

approved acquisitionFrench Competition Market Regulator

Litigation

1 tracked suits

Company
einride v A.P. Moller–Maersk

contract breachCivil · Ongoing

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
qualcomm→Veoneer ↗Announced2026-04-01Not stated in snapshot
Smart Eye→sighticAnnounced2026-02-04Not stated in snapshot
Legato Merger Corp. III→Einride ↗Announced2025-11-20$1.8B
kongsberg automotive→Chassis Autonomy ↗Announced2025-08-18Not stated in snapshot
Uniti→harbour ispAnnounced2025-08-10Not stated in snapshot
Uniti→opticommCompleted2025-08-10Not 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.

0 internship postings

0 tracked postings mention remote work.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

225 founders and chief executives across 154 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

21 profiles with education records.

INSEAD
4
Lund University
4
Chalmers University of Technology
3
Stanford University
3
Stockholm University
2
Shanghai Jiao Tong University
2
Massachusetts Institute of Technology
2
Linköping University
2

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

199,123 articles in the measured 12-month window.

Expand panel +
199,123articles in the measured year
29,945articles in 2026Q1
27.0%positive tone in the latest complete year

News volume trends

Auto Tech coverage across Sweden · articles per complete quarter

033,07666,15299,228132,3042021Q2: 27,5042021Q22021Q3: 27,4642021Q4: 26,8392022Q1: 31,4042022Q2: 34,7342022Q22022Q3: 31,2552022Q4: 38,1312023Q1: 40,2322023Q2: 38,8862023Q22023Q3: 40,4902023Q4: 35,5372024Q1: 43,6692024Q2: 50,0802024Q22024Q3: 47,3232024Q4: 48,6572025Q1: 66,5392025Q2: 40,6282025Q22025Q3: 115,0472025Q4: 22,5472026Q1: 29,9452026Q1
View quarterly article counts
QuarterArticles
2021Q227,504
2021Q327,464
2021Q426,839
2022Q131,404
2022Q234,734
2022Q331,255
2022Q438,131
2023Q140,232
2023Q238,886
2023Q340,490
2023Q435,537
2024Q143,669
2024Q250,080
2024Q347,323
2024Q448,657
2025Q166,539
2025Q240,628
2025Q3115,047
2025Q422,547
2026Q129,945

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
39,141 positive · 30,894 neutral · 17,533 negative
2022
54,337 positive · 48,514 neutral · 32,506 negative
2023
60,775 positive · 60,987 neutral · 33,182 negative
2024
62,811 positive · 95,774 neutral · 30,992 negative
2025
66,093 positive · 150,107 neutral · 28,380 negative

Leading coverage topics

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

International And Transnational Geographic Entities299,943 articles in the full recorded period
108,075 recent · 81,371 prior
Geopolitical Disputes And Contested Areas299,935 articles in the full recorded period
108,074 recent · 81,365 prior
Administrative And Political Subdivisions299,921 articles in the full recorded period
108,068 recent · 81,365 prior
International Sports Competitions16,288 articles in the full recorded period
3,485 recent · 2,827 prior
International Political Relations13,551 articles in the full recorded period
1,957 recent · 2,023 prior
Olympic Games Coverage9,825 articles in the full recorded period
2,140 recent · 2,101 prior
Security And Defense Policies9,348 articles in the full recorded period
1,387 recent · 1,401 prior
Winter Sports Coverage7,076 articles in the full recorded period
1,808 recent · 1,590 prior
Championship Event Highlights6,653 articles in the full recorded period
1,607 recent · 1,126 prior
International Relations And Diplomacy6,421 articles in the full recorded period
1,030 recent · 948 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Auto Tech coverage across Sweden

KeywordRecentPriorChange
countries4,1931,858126%
tariff negotiations670120458%
final match recaps364144153%
free trade deals36354572%
women\'s champions league36319883%
trade dispute mechanisms34548619%
bilateral trade33843686%
thrash rock elements320281043%
ski competitions31819960%
international cups31216490%
summer olympics athletics35276-87%
olympic career milestones67273-75%
budget motel6270-98%
olympians career highlights67270-75%
motel0264-100%

Event and signal lenses

Auto Tech coverage across Sweden

All complete annual cohorts shown
Rising

Regulatory Risk

497,257 classified articles

territories, disputed islands, countries

8.7% critical · 7.6% positive
Rising

Funding Momentum

24,916 classified articles

ice palace hotel, ice hotel, budget motel

35.2% critical · 44.2% positive
Rising

Growth

33,533 classified articles

quarterly results, earnings report, quarterly financials

30.0% critical · 49.5% positive

Auto Tech coverage across Sweden. 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 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 and Infection RisksCommon problems researchers identify · 02

Clinical Care and Infection Risks

975 papers

16.2% of this theme group

Studies flag challenges in nursing, gynecology, and infection control 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 Legal ComplianceCommon problems researchers identify · 03

Data Governance and Legal Compliance

876 papers

14.6% of this theme group

Papers discuss gaps in public policy, cadastral systems, and personal data handling.

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 Care SettingsCommon problems researchers identify · 04

Ethics and Education in Care Settings

862 papers

14.4% of this theme group

Works examine philosophical and humanitarian concerns for incarcerated individuals and health‑care education.

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

Educação para pessoas privadas de liberdade

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

Environmental Monitoring and Land ManagementCommon problems researchers identify · 05

Environmental Monitoring and Land Management

825 papers

13.8% of this theme group

Research points to shortcomings in rural environmental registries and forest‑cover 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 Innovation and InclusionCommon problems researchers identify · 06

Pedagogical Innovation and Inclusion

749 papers

12.5% of this theme group

Authors raise issues around curriculum design, qualitative methods, and inclusive teaching technologies.

Humanities (161) · Qualitative research (46) · Initial training (27) · Curriculum (16)

INOVAÇÃO PEDAGÓGICA MEDIADAS POR TECNOLOGIAS: CAMINHOS PARA UMA EDUCAÇÃO ATIVA

PRÁTICAS PEDAGÓGICAS INCLUSIVAS MEDIADAS POR LIBRAS: EXPERIÊNCIAS E DESAFIOS NO ENSINO FUNDAMENTAL

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

Cyber‑Physical Security in Automotive Systems

654 papers

10.9% of this theme group

Studies identify vulnerabilities at the intersection of computer security, transport engineering, and HCI.

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

Planning and Decision-Making for Autonomous Vehicles

Autonomous Vehicle Technology: A Guide for Policymakers

Cautions

1,384 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Medication Safety for Elderly PatientsCautions · 01

Medication Safety for Elderly Patients

274 papers

19.8% of this theme group

Cautionary work warns of drug‑related complications and pressure injuries in older hospitalized adults.

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

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

PERFIL MEDICAMENTOSO E PROBLEMAS RELACIONADOS À FARMACOTERAPIA EM PESSOAS IDOSAS HOSPITALIZADAS

Societal Impacts of Autonomous MobilityCautions · 02

Societal Impacts of Autonomous Mobility

270 papers

19.5% of this theme group

Researchers urge careful assessment of risks, public perception, and broader effects of driverless transport.

Transport engineering (67) · Human–computer interaction (24) · Automotive engineering (20) · Aeronautics (19)

AUTONOMOUS VEHICLES - WHAT COULD THIS MEAN FOR THE FUTURE OF TRANSPORT?

Autonomous Vehicles as Public Transport: Perceptions of Risks and Opportunities for Mobility, the Environment, and Society

Student Well‑Being and Educational AccessCautions · 03

Student Well‑Being and Educational Access

187 papers

13.5% of this theme group

Papers caution about substance use, vulnerability, and engagement challenges for diverse 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 in Perception SystemsCautions · 04

Adversarial Robustness in Perception Systems

171 papers

12.4% of this theme group

Works stress the need for stronger defenses against attacks on lidar and trajectory prediction.

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 Geotechnical UncertaintyCautions · 05

Material Testing and Geotechnical Uncertainty

171 papers

12.4% of this theme group

Studies highlight limitations in simulation, porosity analysis, and statistical evaluation of construction materials.

Cadastre (10) · Materials testing (6) · Geology (8) · Statistical analysis (8)

Método para simulação numérica de paredes divisórias em alvenaria afetadas pelas flechas de estruturas de betão armado

Avaliação da porosidade e colmatação de camadas filtrantes via tomografia computadorizada de raios X e fluidodinâmica computacional

Plant Growth under Saline ConditionsCautions · 06

Plant Growth under Saline Conditions

165 papers

11.9% of this theme group

Research points to challenges in biomass accumulation and microbial interactions when irrigating with salty water.

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

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

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

Regulatory Transparency and Market EffectsCautions · 07

Regulatory Transparency and Market Effects

146 papers

10.5% of this theme group

Authors caution about ambiguous legislation, disclosure practices, and credit market influences on firms.

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‑Centric Design for Autonomous VehiclesOpportunities · 01

Safety‑Centric Design for Autonomous Vehicles

1,592 papers

26.5% of this theme group

Opportunities focus on integrating security requirements and user acceptance into driverless system development.

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

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

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

Advanced 3D Perception for Driving AssistanceOpportunities · 02

Advanced 3D Perception for Driving Assistance

1,072 papers

17.9% of this theme group

Research pursues improved object detection and lidar‑based scene understanding to boost autonomous safety.

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

Road Scene Content Analysis for Driver Assistance and Autonomous Driving

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

Predictive Motion Planning TechniquesOpportunities · 03

Predictive Motion Planning Techniques

807 papers

13.4% of this theme group

Works explore model‑predictive control and trajectory optimization for dynamic 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 Insights into Learning EnvironmentsOpportunities · 04

Qualitative Insights into Learning Environments

800 papers

13.3% of this theme group

Studies offer perspectives on assessment tools, virtual learning, and equity in professional training.

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

Cross‑Disciplinary Materials and Biomedical ResearchOpportunities · 05

Cross‑Disciplinary Materials and Biomedical Research

699 papers

11.7% of this theme group

Papers investigate multimodal analyses, nanomaterials, and traditional medicine for novel applications.

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

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

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

Spatial Data Integration for InfrastructureOpportunities · 06

Spatial Data Integration for Infrastructure

686 papers

11.4% of this theme group

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

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

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

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

Reinforcement Learning for Driving DecisionsOpportunities · 07

Reinforcement Learning for Driving Decisions

344 papers

5.7% of this theme group

Works develop RL‑based frameworks to improve collision avoidance and behavior planning in autonomous cars.

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

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

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

How this field compares with the research baseline

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

Research orientationThis fieldReference sample
Descriptive29.3%17.4%
Problem-identifying27.4%9.8%
Promising21.0%36.9%
Breakthrough14.3%26.5%
Comparative3.4%3.9%
Cautionary2.9%4.6%
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 Sweden: 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: 3 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 ↗
Coming soon