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 ↗
Sweden’s
auto industry,
in focus.
The companies, capital and talent shaping auto in Sweden. Find the leaders. Understand the segments. See where the activity is.

An industry ecosystem,
measured in context.
MEET THE COMPANIESExplore Sweden’s auto leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Expand panel +
Explore Sweden’s auto leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Company discovery
Recorded evidence onlyExplore 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 ↗Auto industry KPIs in Sweden
A few useful ratios bring the size of this ecosystem into perspective.
43 of 541 tracked companies have open roles.
21 of 541 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 21 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 90.7% of disclosed capital, while 96.1% of tracked companies have no recorded funding round.
Explore the segments →CAPITAL & COMPANY FORMATIONHow Sweden auto has grown
Recorded company formation and disclosed funding across the complete annual series shown.
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How Sweden auto has grown
Recorded company formation and disclosed funding across the complete annual series shown.
Disclosed funding by year
Sum of recorded funding rounds · USD
View the numbers
| Year | Funding (USD) | Founded | Raising |
|---|---|---|---|
| 2016 | $1.45M | 10 | 3 |
| 2017 | $0 | 8 | 0 |
| 2018 | $1.1M | 15 | 1 |
| 2019 | $191.08M | 10 | 5 |
| 2020 | $145.43M | 10 | 4 |
| 2021 | $13.08M | 12 | 2 |
| 2022 | $28.22M | 6 | 2 |
| 2023 | $11.48M | 1 | 1 |
| 2024 | $55.78M | 1 | 1 |
| 2025 | $0 | 0 | 0 |
Funding concentration
Share of all disclosed company funding.
- Koenigsegg50.8%
- Bilia32.2%
- Carla7.7%
- Other companies9.3%
Funding by stage
25 recorded rounds since 2016
Investors appearing most often
Recorded participation in auto company rounds since 2016.
- 01Almi Invest 3 rounds
- 02Inbox Capital 3 rounds
- 03Bonnier Capital 2 rounds
- 04NFT Ventures 2 rounds
- 05Norrsken Foundation 2 rounds
- 06VNV Global 2 rounds
- 07EIC Fund 2 rounds
- 08Wakaba 1 rounds
- 09NEVS 1 rounds
- 010Partnerinvest Norr 1 rounds
Recent recorded rounds
Latest recorded rounds · USDLargest and notable recorded rounds
Each card is one recorded roundBacked by NEVS.
Backed by Chieftain Capital Management.
Backed by Inbox Capital and VNV Global and others.
Backed by Verdane.
Backed by VNV Global and Max Ventures & Industries and others.
Backed by Industrifonden.
Backed by Inbox Capital and Norrsken Foundation and others.
Backed by J12.
Backed by Dan Castillo and Boel Rydena Swartling and others.
Backed by NFT Ventures and Wakaba.
THE BUSINESS BEHIND THE ACTIVITYRevenue, profitability & financial strength
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Revenue, profitability & financial strength
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.
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
17 of the 541 companies on this page carry a measured traffic record (3.1%); these are the largest of those, by monthly visits. The median among them is 387,854 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| Volvo Carsvolvocars.com | 8,445,021 | 76 | 67.8% |
| Kvdbilkvd.se | 969,822 | 46 | 72.4% |
| Byt Bil Nordic ABbytbil.com | 897,066 | 48 | 64.7% |
| mekonomenmekonomen.se | 889,029 | 49 | 66.5% |
| Waykewayke.se | 614,374 | 43 | 78.5% |
| skruvatskruvat.se | 609,587 | 38 | 63.9% |
| Bilwebbilweb.se | 539,364 | 42 | 77.8% |
| Carlacarla.se | 404,593 | 36 | 89.3% |
| Volkswagen Sverigevolkswagen.se | 387,854 | 49 | 86.2% |
| Blintoblinto.se | 296,763 | 38 | 57.6% |
Visits and authority are third-party web estimates, not company-reported figures.
Most-installed apps
25 of these companies (4.6%) publish at least one Android app — 50 apps in all, carrying 6.1M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| Volvo CarsVolvo Cars | 3M | 3.7 | Auto & Vehicles |
| TripsVolvo Cars | 1.9M | 3.4 | Auto & Vehicles |
| Volvo Trucks Driver GuideVolvo Trucks | 282.8K | — | Tools |
| Opus Bilprovningopus car testing | 196.1K | 5 | Auto & Vehicles |
| LYNK & COLynk & Co | 161.2K | — | Lifestyle |
| Hej VolvoVolvo Cars | 155.5K | — | Lifestyle |
| Volvo ConnectVolvo Trucks | 113.5K | — | Tools |
| Volvo Cars Media ServerVolvo Cars | 58.8K | 2.7 | Entertainment |
| WaykeWayke | 51.7K | — | Auto & Vehicles |
| Dealer LocatorVolvo Trucks | 29K | — | Tools |
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 (2023Q2–2025Q3).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| Auto Brands | 25 | 5.8M | Volvo Cars 3M | |
| Auto Retail & Aftersales | 16 | 333.4K | Opus Bilprovning 196.1K | |
| Auto E-Commerce & Content | 10 | 136.2K | Wayke 51.7K | |
| Connected Vehicles | 2 | 33.4K | Paydrive Sense 24K | |
| Auto Components | 9 | 9.8K | Autoliv LabelCheck 4.3K | |
| Mining Equipment | 3 | 8.7K | My Epiroc 4.4K | |
| Local Services | 2 | 8.1K | Zivi 7.5K | |
| Sensors | 2 | 112 | HamaNord Däckmätning 2022 109 |
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.
Darker bars are new releases, lighter bars apps updated. 21 of 50 apps carry a release date. The series ends at 2025Q3, the last quarter that closed before the June 2026 reading.
INSIDE THE INDUSTRYThe Sweden auto market map
Explore the segments behind the headline numbers.
Expand panel +
The Sweden auto market map
Explore the segments behind the headline numbers.
Where companies are building
Rank segments by scale, hiring or disclosed funding.
Companies can sit in several segments. Counts and funding overlap.
Consumer digital
The largest measured segment in this report snapshot.
2 companies hiring · $16.3M disclosed funding
Explore in RadarHow companies make money
Common revenue models; a company can use more than one.
THE COMPANIES IN MOTIONWho is listing, hiring leaders, launching and winning work
Recorded corporate activity linked to companies in this landscape.
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Who is listing, hiring leaders, launching and winning work
Recorded corporate activity linked to companies in this landscape.
Recent corporate headlines 10 dated reports
The Opus Group, which embraces Opus Agency, MAS, and Verve, was itself acquired earlier this month by investment funds managed by EagleTree Capital.
TitanX has announced the acquisition of FrontSpin (https://www.frontspin.com/).
Relais Group Plc's Swedish group company Strands Group AB has today on 22 December 2025 agreed to acquire 70 percent of Qpax AB from its founder entrepreneurs.
In October 2025, Family Trust completed the sale of novia to Bufab.
Bilia has reached an agreement to acquire the business of Jaguar and Land Rover today conducted by Sandven AS.
Cary Group has acquired York-based windscreen specialist National Windscreens to expand its presence in the UK market.
Trelleborg Group has, through its business area Trelleborg Industrial Solutions, signed an agreement and finalized the acquisition of Sico Gesellschaft für Siliconverarbeitung mbH and Czech joint venture company Sico Silicone s.r.o.
Volvo Group’s engine plant in Skövde, Sweden, has been awarded up to €49 million from the EU Innovation Fund to support the CarbonSmart Factory project: SPACE.
Its purchase of Bilprovningen, one of Sweden’s leading providers of vehicle and machinery inspections, was the largest acquisition in the company’s history.
Zhejiang Zeekr subscribed to an increase in LYNK & CO's registered capital for a subscription price of RMB367 million (US$50 million).
Full recorded event mix
Top 10 categories among 377 recorded events in the 24-month window.
IPO pipeline
1 companies with recorded IPO activity
IPO · Stockholm Stock Exchange2 reports
Leadership moves
30 tracked people moves
Promotion Executive Vice President of Accounting
Promotion Chief Financial Officer, Head of Capital Markets
Appointment Chief Executive Officer
Appointment Commercial Operations Director
Departure
Appointment Chief Financial Officer and Executive Vice President, Finance
Departure Previously Chief Financial Officer
Appointment Board Member
Product launches
Products, platforms and features in the recorded window
Electric SUV
Contract wins
15 recorded customer wins
Customer: honda motor companyAutomotive safety
Customer: US Elogistics Service Corp. (CIRRO Fulfillment | Global Fulfillment Solution)
Customer: Soligent Distribution and Karat Packaging
Customer: HayWay GroupLogistics
Customer: HayWay LogisticsLogistics
Customer: polestarAutomotive
Workforce actions
3 companies with reported reductions
Scale not stated rolesbusiness downturn
14 roleschallenging environment
130 rolessite closure
Regulatory events
4 recorded events
Litigation
4 tracked suits
damages for terminated supply contractCivil · Ongoing
Regulatory enforcement of Clean Trucks Partnership commitmentsCivil · Filed
Earnings pulse
Reported company results in the recorded window.
Median across 56 reported growth observations; companies may contribute multiple periods.
Mergers and acquisitions
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| Tata AutoComp Systems→TitanX ↗ | Completed | 2026-04-15 | Not stated in snapshot |
| eagletree capital→Opus ↗ | Announced | 2026-04-08 | Not stated in snapshot |
| TitanX→frontspin | Announced | 2026-02-25 | Not stated in snapshot |
| hcl technologies→Volvo Group ↗ | Announced | 2026-02-16 | $138.0M |
| strands group→Qpax AB | Announced | 2025-12-22 | Not stated in snapshot |
| Bufab→Novia Group | Completed | 2025-10-01 | Not stated in snapshot |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
PEOPLE & OPPORTUNITYThe talent market
0 postings in the preceding 12 months. The full 8-posting snapshot covers 7 employers.
Expand panel +
The talent market
0 postings in the preceding 12 months. The full 8-posting snapshot covers 7 employers.
Most advertised job titles
0 tracked postings mention remote work.
The seniority mix
3 postings specify a level.
Companies hiring
Large employers
| Company | Employees |
|---|---|
| trelleborg group ↗ | 16,701 |
| Volvo Group ↗ | 3,501 |
| Volvo Trucks ↗ | 3,500 |
| Thule Group ↗ | 2,560 |
| bulten ab ↗ | 1,600 |
| gnotec ↗ | 1,300 |
| Colmec Group ↗ | 382 |
| brenderup group ↗ | 380 |
THE PEOPLE BUILDING THE FIELDFounders and leaders
84 founders and chief executives across 74 companies.
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Founders and leaders
84 founders and chief executives across 74 companies.
Niklas Jungegard
Carla ↗This is Deploy, House of Education, Ex-studentcompetitions.com, AB groups, YOP!, Constellation Group…
Kristian Floresjo
Cascade Drives ↗ex-CEO Heat Management, Alfa Laval, Novator AB, MD Infrafone Singapore. Uppsala university BS 2004
Mark Owuya
Woshapp ↗Woshapp, ex-Utah Grizzlies, ex-Self Employed, Linnaeus University, 2018
Sverker Carlsson
Leaseonline ↗Ex-Toyota Sweden, Futurniture, Out There/Abel & Baker. Hyper Island 1998
Carl Holmander
Wheelscanning ↗Wheelscanning, ex-Compilator, ex-Mediamarkt Sverige, Styrelseakademien, 2021
Nicklas Jadinge
Nordic Quick Systems ↗Founder Nordic Wear Parts.
Milad Pouyanmehr
Rumblestrip ↗ex- Vinnter AB, HTC Professional Floor System, ESAB, Volvo Group Trucks Technology. Chalmers university of technology MSc 2007
Christoffer Weber
Wiretronic ↗Ex-CEO Cabeco AB, Wirelesscar, Chris Weber AB, Autocom AB. Chalmers University of Technology MSc 1992, Stockholm School of EconomicsStockholm MBA 2000
Roberth Risberg Strindholm
Skruvat ↗Co-Founder Caromba International, Ex-Co-Founder Matrix, Bazooka Interactive & Centus, AddMob, Mogul, Kabel New Media. MediaGymnasiet Nacka 1996
Aatu Keranen
Allight ↗Co-Founder Trainologi, ex-Nordic Wellness, Air Intelligence Finland, ConnectingSweden. The Faculty of Engineering at Lund University BE 2016…
Kristian Jacobsson
Suredo ↗Co-Founder Pensionera.se, FinanZero & Kortio, Founder Zentro Global Consulting. Royal Institute of Technology 2007
Dariush Hosseinian
Evify ↗Founder & CEO Innovative sales, Karkas Capital, CreditBird, ex-Co-Founder Viafield Sweden. Orebro University 2014
Education networks
4 profiles with education records.
Prior employers
0 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
NEWS INTELLIGENCEHow this industry appears in the news
192,508 articles in the measured 12-month window.
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How this industry appears in the news
192,508 articles in the measured 12-month window.
News volume trends
Auto coverage across Sweden · articles per complete quarter
View quarterly article counts
| Quarter | Articles |
|---|---|
| 2021Q2 | 26,462 |
| 2021Q3 | 26,501 |
| 2021Q4 | 25,691 |
| 2022Q1 | 30,024 |
| 2022Q2 | 33,422 |
| 2022Q3 | 30,109 |
| 2022Q4 | 36,972 |
| 2023Q1 | 39,005 |
| 2023Q2 | 37,413 |
| 2023Q3 | 39,079 |
| 2023Q4 | 34,023 |
| 2024Q1 | 42,109 |
| 2024Q2 | 48,419 |
| 2024Q3 | 45,871 |
| 2024Q4 | 47,040 |
| 2025Q1 | 64,354 |
| 2025Q2 | 38,937 |
| 2025Q3 | 113,298 |
| 2025Q4 | 20,982 |
| 2026Q1 | 28,216 |
Article volume measures coverage, not market sales.
Tone of coverage over time
Most-covered companies
Company share of voice
579 recorded company events across 12 companies; percentages use that event total.
Leading coverage topics
Auto coverage across Sweden · ranked by full-period article count.
Recent and prior counts use the source comparison windows.
Topics gaining and losing attention
Auto coverage across Sweden
| Keyword | Recent | Prior | Change |
|---|---|---|---|
| countries | 4,193 | 1,858 | 126% |
| tariff negotiations | 632 | 117 | 440% |
| final match recaps | 362 | 142 | 155% |
| women\'s champions league | 358 | 198 | 81% |
| free trade deals | 349 | 54 | 546% |
| bilateral trade | 323 | 43 | 651% |
| trade dispute mechanisms | 323 | 48 | 573% |
| ski competitions | 317 | 198 | 60% |
| thrash rock elements | 310 | 27 | 1048% |
| ice sports | 308 | 93 | 231% |
| summer olympics athletics | 35 | 275 | -87% |
| budget motel | 6 | 270 | -98% |
| olympic career milestones | 67 | 270 | -75% |
| olympians career highlights | 67 | 268 | -75% |
| motel | 0 | 264 | -100% |
Event and signal lenses
Auto coverage across Sweden
Regulatory Risk
489,512 classified articlesterritories, disputed islands, countries
8.2% critical · 7.0% positiveFunding Momentum
22,631 classified articlesice palace hotel, ice hotel, budget motel
35.3% critical · 42.8% positiveGrowth
31,110 classified articlesquarterly results, dc fast-charging deployment, charging corridor development
29.6% critical · 48.7% positiveAuto coverage across Sweden. Topic labels describe recorded classifications and can include broad context.
RESEARCH SIGNALSWhat Auto research is working on
53,340 papers in the recorded worldwide scope.
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What Auto research is working on
53,340 papers in the recorded worldwide scope.
Research orientation
Contribution mix
Tone counts: 45,828 positive · 3,083 neutral · 4,429 negative.
- 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>
- 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
- 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
Leading researchers
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
Common problems researchers identify · 01Humanities / Identity
1,059 papers17.6% of this theme group
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
Common problems researchers identify · 02Nursing Care / Gynecology
975 papers16.2% of this theme group
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
Common problems researchers identify · 03Order / Cadastre
876 papers14.6% of this theme group
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
Common problems researchers identify · 04Philosophy / Humanities
862 papers14.4% of this theme group
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
Common problems researchers identify · 05Humanities / Horticulture
825 papers13.8% of this theme group
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
Common problems researchers identify · 06Humanities / Qualitative Research
749 papers12.5% of this theme group
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
Common problems researchers identify · 07Computer Security / Transport Engineering
654 papers10.9% of this theme group
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
Cautions · 01Gynecology / Cadasil
274 papers19.8% of this theme group
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
Cautions · 02Transport Engineering / Human–Computer Interaction
270 papers19.5% of this theme group
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
Cautions · 03Humanities / Philosophy
187 papers13.5% of this theme group
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
Cautions · 04Adversarial System / Lidar
171 papers12.4% of this theme group
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
Cautions · 05Cadastre / Materials Testing
171 papers12.4% of this theme group
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
Cautions · 06Horticulture / Microbiology
165 papers11.9% of this theme group
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.
Cautions · 07Order / Government
146 papers10.5% of this theme group
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
Opportunities · 01Human–Computer Interaction / Transport Engineering
1,592 papers26.5% of this theme group
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
Opportunities · 02Object Detection / Object
1,072 papers17.9% of this theme group
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
Opportunities · 03Trajectory / Control Theory
807 papers13.4% of this theme group
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
Opportunities · 04Humanities / Philosophy
800 papers13.3% of this theme group
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
Opportunities · 05Horticulture / Cadasil
699 papers11.7% of this theme group
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
Opportunities · 06Cadastre / Cartography
686 papers11.4% of this theme group
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
Opportunities · 07Reinforcement Learning / Reinforcement
344 papers5.7% of this theme group
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 orientation | This field | Reference sample |
|---|---|---|
| Descriptive | 29.3% | 17.7% |
| Problem-identifying | 27.4% | 9.4% |
| Promising | 21.0% | 37.3% |
| Breakthrough | 14.3% | 26.2% |
| Comparative | 3.4% | 3.8% |
| Cautionary | 2.9% | 4.4% |
| Critical | 1.7% | 1.0% |
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 paper | Papers | Share | Raised as a problem | Worldwide share |
|---|---|---|---|---|
| Privacy & surveillanceThe social dilemma of autonomous vehicles | 196 | 0.42% | 76 (38.8%) | 0.42% |
| Safety & misuseNO Need to Worry about Adversarial Examples in Object Detection in Autonomous Vehicles | 146 | 0.31% | 38 (26.0%) | 0.31% |
| Bias & fairnessPersonal data, exploitative contracts, and algorithmic fairness: autonomous vehicles meet the internet of things | 16 | 0.03% | 7 (43.8%) | 0.03% |
| Energy & datacenter footprintA Survey on Approximate Edge AI for Energy Efficient Autonomous Driving Services | 8 | 0.02% | 0 (0.0%) | 0.02% |
| Concentration of compute powerTransport Policy Optimization with Autonomous Vehicles | 5 | 0.01% | 3 (60.0%) | 0.01% |
| Water useEnhanced AEC Qualification of 5nm AI Processor with Liquid Cooling for Level 4 Autonomous Driving | 1 | 0.0% | 1 (100.0%) | 0.0% |
| Labour & data workO sofrimento feminino na pandemia de COVID-19: como vulnerabilidades das mulheres foram reforçadas na crise sanitária | 1 | 0.0% | 1 (100.0%) | 0.0% |
| Carbon & emissions of compute | 0 | 0.0% | 0 (%) | 0.0% |
| Hardware, e-waste & supply chain | 0 | 0.0% | 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 FOOTPRINTWhere companies are based
Company counts, hiring and disclosed funding across the recorded hubs.
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Where companies are based
Company counts, hiring and disclosed funding across the recorded hubs.

Stockholm
55 companies45.1% across the displayed hubs
3 companies hiring · $45.6M disclosed funding
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Gothenburg
31 companies25.4% across the displayed hubs
6 companies hiring · $310.0K disclosed funding
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Malmo
8 companies6.6% across the displayed hubs
1 companies hiring · $0 disclosed funding
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Sollentuna
6 companies4.9% across the displayed hubs
1 companies hiring · $0 disclosed funding
Explore companies in Sollentuna ↗Malmö
6 companies4.9% across the displayed hubs
1 companies hiring · $0 disclosed funding
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Vaxjo
6 companies4.9% across the displayed hubs
0 companies hiring · $11.5M disclosed funding
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Trollhattan
5 companies4.1% across the displayed hubs
1 companies hiring · $0 disclosed funding
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Solna
5 companies4.1% across the displayed hubs
0 companies hiring · $0 disclosed funding
Explore companies in Solna ↗Auto 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: 2 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 ↗