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 SINGAPORE EDITION 2026

Singapore’s
auto tech industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Auto Tech illustration
MEET THE COMPANIES

Explore Singapore’s auto tech leaders

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

Expand panel +
Auto Tech company highlights in Singapore, snapshot 4 September 2026
Company
Grabgrab.com$10.74B2 roles82—
Carrocarro.co$851.74M—1,000Financial figure available in RadarView in Radar
MVL Foundationmvlchain.io$129.97M—100—
Beamridebeam.com$125.4M—268—
Neuronrideneuron.com$81.37M—200Financial figure available in RadarView in Radar
oBikeo.bike$45.06M—16—
SINGAUTOsingautotech.com$45M———
ION Mobilityionmobility.com$31.3M—53—
Ennoviennovi.com—6 roles——
Drive lahdrivelah.sg—2 roles18Financial figure available in RadarView in Radar
Interplexinterplex.com—2 roles750—
ST Engineeringstengg.com—2 roles25,000Financial figure available in RadarView in Radar
sgCarMartsgcarmart.com—2 roles69—
Motoristmotorist.sg—1 roles51—
Pyxisthepyxis.co—1 roles——
BlueSGbluesg.com.sg——52—
Easybookeasybook.com——400—
GetGogetgo.sg——140—
Karoooookarooooo.com——4,039—
MyCarForummycarforum.com————
RushOwlrushowl.app——28—
SP Groupspgroup.com.sg——1,950—
SWATswatmobility.com——80—
SimplyGosimplygo.com.sg————
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 Singapore

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

4 September 2026
Hiring participation3.2%

10 of 312 tracked companies have open roles.

Funding participation14.1%

44 of 312 tracked companies have a recorded round.

Top 3 funding share96.1%

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

Median disclosed round$10.8M

Midpoint of 81 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 96.1% of disclosed capital, while 85.9% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Singapore 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

Singapore auto tech
$0$897.76M$1.8B$2.69B$3.59B2016: $755.3M20162017: $2.57B20172018: $3.15B20182019: $2.03B20192020: $1.26B20202021: $1.18B20212022: $271.27M20222023: $57.68M20232024: $126.5M20242025: $83.06M2025
View the numbers
Annual auto tech funding and company formation in Singapore
YearFunding (USD)FoundedRaising
2016$755.3M232
2017$2.57B264
2018$3.15B307
2019$2.03B167
2020$1.26B237
2021$1.18B2610
2022$271.27M145
2023$57.68M166
2024$126.5M79
2025$83.06M15
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Grab88.0%
  • Carro7.0%
  • MVL Foundation1.1%
  • Other companies3.9%

Funding by stage

112 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel34 30.4%
Series A–B36 32.1%
Series C+ / PE15 13.4%
Grants, debt & other27 24.1%

Recent recorded rounds

Latest recorded rounds · USD
1 rounds

Swipe or scroll horizontally to browse.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series H03/2019
Grabgrab.com$1.46B

Backed by Microsoft and Toyota Motor and others.

Series H08/2018
Grabgrab.com$1B

Backed by Oppenheimer Funds and Ping An Ventures and others.

Series H02/2020
Grabgrab.com$856M

Backed by MUFG Innovation Partners and TIS.

Series F09/2016
Grabgrab.com$750M

Backed by DiDi and SoftBank Group and others.

Series C06/2021
Carrocarro.co$360M

Backed by SoftBank Vision Fund and MSIG and others.

Series E08/2015
Grabgrab.com$350M

Backed by Coatue and China Investment Corporation and others.

Series H11/2018
Grabgrab.com$250M

Backed by Hyundai Motor Company and Goldman Sachs Investment Partners 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 Singapore; this is a checked implementation boundary, not evidence that filings are absent.; No reviewed exact national-ID connector has yet been qualified for Singapore; this is a checked implementation boundary, not evidence that filings are absent.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

8 of the 312 companies on this page carry a measured traffic record (2.6%); these are the largest of those, by monthly visits. The median among them is 499,662 visits.

CompanyMonthly visitsAuthorityMobile
Grabgrab.com16,987,8267186.5%
sgCarMartsgcarmart.com2,275,1425870.9%
Easybookeasybook.com886,6875163.8%
Carrocarro.co689,6684474.9%
SimplyGosimplygo.com.sg309,6575082.2%
Motoristmotorist.sg289,0624654.3%
SGTrainssgtrains.com212,3243991.9%
MyCarForummycarforum.com29,9023513.4%

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

Most-installed apps

71 of these companies (22.8%) publish at least one Android app — 139 apps in all, carrying 459.3M installs between them.

AppInstallsRatingStore category
Grab - Taxi & Food DeliveryGrab354M4.8Travel & Local
Grab Driver: App for PartnersGrab60.2M3.9Maps & Navigation
GrabMerchantGrab18.6M4.1Food & Drink
Beam - Escooter sharingBeam5M4.6Travel & Local
TADA - Taxi, Cab, Ride HailingTADA3.8M4.4Maps & Navigation
Easybook® Bus Train Ferry TourEasybook3.1M3.2Travel & Local
Neuron E-scooters and E-bikesNeuron1.9M4.4Travel & Local
SG BusesSG NextBus1.9M3.3Maps & Navigation
SimplyGoSimplyGo1.8M3.8Travel & Local
SP: Utilities & EV ChargingSP Group1.5M3.6Tools

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 (2023Q4–2026Q1).

SegmentAppsInstallsLeading appRelease trend
Road Transport Tech84456.5MGrab - Taxi & Food Delivery 354M
Logistics Tech14432.9MGrab Driver: App for Partners 60.2M
Payments3432.9MGrabMerchant 18.6M
Electric Vehicles218.6MBeam - Escooter sharing 5M
Online Travel84.2MEasybook® Bus Train Ferry Tour 3.1M
Smart Public Transport303.6MPO. Harapan Jaya 268.8K
Energy Storage Tech171.8MSP: Utilities & EV Charging 1.5M
Auto E-Commerce & Content16980.1KSgcarmart 281.9K

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: 22023Q2: 12023Q22023Q3: 32023Q3: 62023Q32023Q4: 32023Q4: 02023Q42024Q1: 42024Q1: 42024Q12024Q2: 22024Q2: 22024Q22024Q3: 52024Q3: 52024Q32024Q4: 62024Q4: 22024Q42025Q1: 52025Q1: 92025Q12025Q2: 22025Q2: 92025Q22025Q3: 22025Q3: 102025Q32025Q4: 22025Q4: 162025Q42026Q1: 32026Q1: 302026Q1

Darker bars are new releases, lighter bars apps updated. 101 of 139 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Singapore 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 digital201
Enterprise tech134
Green transport86
Electric vehicles85
B2c e-commerce62
Shared mobility58
Deep tech49
Marketplaces44
Enterprise software43
Internet of vehicles37
Saas34
Electric vehicle charging32

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

SEGMENT TO EXPLORE

Consumer digital

The largest measured segment in this report snapshot.

201companies
3.0%have hiring activity

6 companies hiring · $12.14B disclosed funding

Explore in Radar

How companies make money

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

Subscription155
Commission on transaction135
E-commerce - service70
E-commerce - product64
Fee-for-service52
Physical commerce48
Advertising31
Renting / leasing20
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Funding roundschargeplus.com ↗

In 2024, Charge+ raised US$8 million in a Series A round.

Funding roundsdrivelah.sg ↗

Car-sharing marketplace Drive lah raised $5 million in a new investment round led by transport company ComfortDelGro, which contributed $2 million.

Funding roundssingautotech.com ↗

SingAuto, a Singapore-headquartered technology company focused on cold chain logistics, raised more than USD 50 million in a round backed by GSR Vision Capital, Delu Capital, Bank of China Asset Management (Singapore), and BBG Global, with participation from MVGX Tech and Startech Global Ventures.

Funding roundscarro.co ↗

Leading the headlines, Carro, a Singapore-based online car marketplace, raised $60 million in a seed round to ramp up demand for Japanese cars across the Asia Pacific, further solidifying its position as a dominant player in regional auto commerce.

Funding roundsrushowl.app ↗

RushOwl , a Singapore-based ride‑sharing platform that reduces carbon emissions with its proprietary AI‑based technology, has raised US$10 million in Series A funding led by Gobi Partners, a pan‑Asian venture capital firm.

Funding roundsrideblitz.com ↗

Blitz Electric Mobility (Blitz), an Indonesia-based electric vehicle (EV) logistics enabler, has closed a Pre-Series A funding round led by Malaysia-based Vynn Capital.

IPO activitykarooooo.com ↗

Karooooo founder and CEO Zak Calisto started his career... The rebrand to Karooooo came along with a restructuring that saw the company’s headquarters move to Singapore, followed by a listing on the Nasdaq in New York.

Mergers & acquisitionsionmobility.com ↗

Announced on April 4, 2025, the move reinforces TVS Motor’s long-term commitment to expanding its EV footprint across Southeast Asia—a region witnessing one of the world’s fastest-growing two-wheeler markets.

Funding roundsdecharge.network ↗

DeCharge, a startup focused on blockchain-powered EV charging solutions, has raised $2.5 million (around Rs 21.4 Crore) in its seed funding round led by early stage crypto investment firm Lemniscap.

Funding roundsspmobility.sg ↗

HSBC Asset Management (HSBC AM) announced an investment by its Energy Transition Infrastructure (ETI) team in Singapore-based EV charging company SP Mobility.

Full recorded event mix

Top 10 categories among 159 recorded events in the 24-month window.

Contracts
55
Company announcements
30
Earnings
27
Funding rounds
21
Leadership moves
5
Mergers & acquisitions
5
Lawsuit
4
IPO activity
4
Asset acquisitions
3
Buyback
1
6 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

2 companies with recorded IPO activity

Carro ↗

IPO · United States4 reports

Karooooo ↗

IPO · Nasdaq1 reports

Leadership moves

1 tracked people moves

Vincent Chong

Appointment Chief Executive Officer

Product launches

Products, platforms and features in the recorded window

Integrated airframe and nacelle service centre

MRO Service

Contract wins

37 recorded customer wins

Customer: skymark airlinesAirframe Maintenance

Customer: Hengqin Winglet Aircraft TechnologyAerospace

SINGAUTO ↗

Customer: kezad groupAutomotive and Logistics

Carro ↗

Customer: zeekrAutomotive / Electric Vehicle Sales

Workforce actions

1 companies with reported reductions

BlueSG ↗

Scale not stated rolescost reduction

Litigation

6 tracked suits

Company
Creditors v Autobahn Rent A Car, shariot, 17 related firms

Moratorium to halt creditor actionsRegulatory · Dismissed

Company
Autobahn Rent A Car, shariot v dbs bank, uob, ocbc bank, Teck Wei Credit, toyota financial

six-month moratorium to halt creditor actions and repossessionCivil · Filed

Earnings pulse

Reported company results in the recorded window.

5companies
45period observations
11.6%median reported growth

Median across 31 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
Alimentation Couche-Tard→GetGo ↗Announced2025-06-27Not stated in snapshot
tvs motor company→ION Mobility ↗Announced2025-04-04Not stated in snapshot
ION Mobility→TVS Motor (Singapore) Pte Ltd.Completed2025-03-31$1.8M
helexia→Bluecharge ↗Announced2024-11-13Not stated in snapshot
SP Group→power automationAnnounced2024-08-29Not stated in snapshot
Quebec-based Alimentation Couche-Tard→GetGo ↗Announced2024-08-28Not 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

155 founders and chief executives across 114 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

49 profiles with education records.

National University of Singapore (NUS)
19
Nanyang Technological University (NTU)
7
Singapore Management University (SMU)
5
Carnegie Mellon University
4
INSEAD
4
Harvard Business School
3
Yale University
3
Harvard University
2

Prior employers

2 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

301,650 articles in the measured 12-month window.

Expand panel +
301,650articles in the measured year
51,505articles in 2026Q1
42.0%positive tone in the latest complete year

News volume trends

Auto Tech coverage across Singapore · articles per complete quarter

043,25686,511129,767173,0222021Q2: 39,2942021Q22021Q3: 43,4962021Q4: 39,5942022Q1: 42,9162022Q2: 44,0092022Q22022Q3: 49,3332022Q4: 55,0162023Q1: 57,2022023Q2: 56,3292023Q22023Q3: 57,2442023Q4: 62,8362024Q1: 60,9582024Q2: 71,4422024Q22024Q3: 69,9922024Q4: 73,0352025Q1: 86,9762025Q2: 56,5762025Q22025Q3: 150,4542025Q4: 45,6242026Q1: 51,5052026Q1
View quarterly article counts
QuarterArticles
2021Q239,294
2021Q343,496
2021Q439,594
2022Q142,916
2022Q244,009
2022Q349,333
2022Q455,016
2023Q157,202
2023Q256,329
2023Q357,244
2023Q462,836
2024Q160,958
2024Q271,442
2024Q369,992
2024Q473,035
2025Q186,976
2025Q256,576
2025Q3150,454
2025Q445,624
2026Q151,505

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
67,625 positive · 31,906 neutral · 30,686 negative
2022
98,850 positive · 49,694 neutral · 42,549 negative
2023
126,275 positive · 61,911 neutral · 45,226 negative
2024
131,600 positive · 96,291 neutral · 47,344 negative
2025
142,451 positive · 152,063 neutral · 44,866 negative

Leading coverage topics

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

International And Transnational Geographic Entities299,838 articles in the full recorded period
108,072 recent · 81,366 prior
Geopolitical Disputes And Contested Areas299,828 articles in the full recorded period
108,067 recent · 81,361 prior
Administrative And Political Subdivisions299,824 articles in the full recorded period
108,067 recent · 81,360 prior
Cryptocurrency Impact On Forex Markets17,073 articles in the full recorded period
4,336 recent · 3,261 prior
New Product Launches And Innovations11,564 articles in the full recorded period
3,167 recent · 2,443 prior
Strategic Partnerships And Collaborations11,292 articles in the full recorded period
3,179 recent · 2,400 prior
Technology Adoption And Digital Transformation8,669 articles in the full recorded period
2,414 recent · 1,832 prior
Executive Leadership Changes And Appointments8,130 articles in the full recorded period
1,710 recent · 1,603 prior
International Political Relations8,080 articles in the full recorded period
1,868 recent · 1,675 prior
International Sports Competitions7,084 articles in the full recorded period
1,518 recent · 1,509 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Auto Tech coverage across Singapore

KeywordRecentPriorChange
countries4,1921,858126%
stablecoin fx impact687306125%
decentralized forex67540268%
study overseas593188215%
overseas study540176207%
semester abroad473146224%
international programs34597256%
tanker routing32253508%
aframax tankers31868368%
export sanctions28597194%
flight safety measures128519-75%
f1 world championship324509-36%
f1 championship302477-37%
direct investments (pe)266440-40%
brent crude forecast92424-78%

Event and signal lenses

Auto Tech coverage across Singapore

All complete annual cohorts shown
Rising

Regulatory Risk

657,349 classified articles

territories, disputed islands, countries

18.3% critical · 16.0% positive
Rising

Funding Momentum

45,556 classified articles

inflation reports fx, currency intervention policies, pre-ipo valuation

41.1% critical · 58.7% positive
Rising

Growth

87,628 classified articles

gdp growth forex, gdp growth rate, inflation reports fx

39.4% critical · 51.8% positive

Auto Tech coverage across Singapore. 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 contexts.

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

Nuevas miradas sobre género e igualdad. Enfoques interdisciplinares.

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

Healthcare delivery challenges in pandemicsCommon problems researchers identify · 02

Healthcare delivery challenges in pandemics

975 papers

16.2% of this theme group

Studies examine nursing care, infection prevention, and medication acceptance for vulnerable patients.

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

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

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

Data governance and policy complianceCommon problems researchers identify · 03

Data governance and policy compliance

876 papers

14.6% of this theme group

Works focus on legal frameworks, audits, and technical measures for 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

Ethical and educational concerns in careCommon problems researchers identify · 04

Ethical and educational concerns in care

862 papers

14.4% of this theme group

Papers discuss philosophical aspects of freedom, rights, and technology use in health 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 useCommon problems researchers identify · 05

Environmental monitoring and land use

825 papers

13.8% of this theme group

Research addresses rural environmental registries and spatial analysis of forest cover changes.

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

Curriculum design and inclusive pedagogyCommon problems researchers identify · 06

Curriculum design and inclusive pedagogy

749 papers

12.5% of this theme group

Investigations explore technology‑mediated teaching methods and strategies 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

Studies analyze human‑computer interaction, cybersecurity, and decision‑making for autonomous vehicles.

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

Analyses warn about drug‑related complications and pressure injuries in hospital settings.

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 discuss perceived risks, environmental effects, and future mobility scenarios.

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 engagement risksCautions · 03

Student well‑being and engagement risks

187 papers

13.5% of this theme group

Research highlights substance use, vulnerability, and strategies to improve participation.

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 threats to perception systemsCautions · 04

Adversarial threats to perception systems

171 papers

12.4% of this theme group

Papers evaluate robustness of trajectory prediction and defenses against perception attacks.

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

On Adversarial Robustness of Trajectory Prediction for Autonomous Vehicles

Revisiting Adversarial Perception Attacks and Defense Methods on Autonomous Driving Systems

Material testing and geological uncertaintiesCautions · 05

Material testing and geological uncertainties

171 papers

12.4% of this theme group

Works examine numerical simulations, porosity analysis, and structural integrity 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–microbe interactions under stressCautions · 06

Plant–microbe interactions under stress

165 papers

11.9% of this theme group

Studies investigate biomass accumulation and bacterial effects on crop growth in saline conditions.

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

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

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

Regulatory and economic policy ambiguitiesCautions · 07

Regulatory and economic policy ambiguities

146 papers

10.5% of this theme group

Analyses explore political uncertainty, tax aggressiveness, and disclosure practices for listed 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 and security requirement engineeringOpportunities · 01

Safety and security requirement engineering

1,592 papers

26.5% of this theme group

Research proposes methods 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 for driver assistanceOpportunities · 02

Advanced 3D perception for driver assistance

1,072 papers

17.9% of this theme group

Papers develop object detection and lidar techniques to improve autonomous vehicle awareness.

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

Road Scene Content Analysis for Driver Assistance and Autonomous Driving

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

Predictive control for dynamic trajectory planningOpportunities · 03

Predictive control for dynamic trajectory planning

807 papers

13.4% of this theme group

Works present model‑predictive approaches to navigate obstacles and optimize 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 into learning environmentsOpportunities · 04

Qualitative insights into learning environments

800 papers

13.3% of this theme group

Studies assess effectiveness of virtual learning tools 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 analysis for biomedical applicationsOpportunities · 05

Multimodal analysis for biomedical applications

699 papers

11.7% of this theme group

Research combines imaging and molecular techniques to advance diagnostics and therapeutic development.

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 smart infrastructureOpportunities · 06

Geospatial data integration for smart infrastructure

686 papers

11.4% of this theme group

Papers explore BIM, cadastral data, and statistical methods to enhance 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 autonomous decision‑makingOpportunities · 07

Reinforcement learning for autonomous decision‑making

344 papers

5.7% of this theme group

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

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%17.3%
Problem-identifying27.4%9.3%
Promising21.0%37.3%
Breakthrough14.3%26.9%
Comparative3.4%3.8%
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.

UNDERSTAND THE LANDSCAPE

Auto Tech in Singapore: key questions

Clear definitions for making better comparisons.

What does this landscape measure?

It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.

Can segment counts be added together?

No. A company can belong to several segments, so segment counts and funding can overlap.

What does a missing figure mean?

A dash or unavailable panel means the current reviewed source snapshot does not support that figure.

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

Canonical landscape ↗
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