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 ITALY EDITION 2026

Italy’s
auto tech industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Auto Tech illustration
MEET THE COMPANIES

Explore Italy’s auto tech leaders

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

Expand panel +
Auto Tech company highlights in Italy, snapshot 1 September 2026
Company
Prima Assicurazioniprima.it$115.56M1 roles612
Brumbrumbrumbrum.it$112.55M180
Be Powerbepower.com$100M37
Niulinxniulinx.ai$44.52M
Eggtroniceggtronic.com$38.96M62
Be Chargebec.energy$31.11M
Hlpyhlpy.co$28.99M39
EasyRaineasyrain.it$20.37M16
AutoXYautoxy.it3 roles10
CarAffinitycaraffinity.it2 roles19
AI Partsaiparts.it1 roles
Askollaskollelectric.com1 roles
GI-CARgi-car.com1 roles
Priveprivesrl.com1 roles
RideMoviridemovi.com1 roles28
Atlanteatlante.energy
Autoconnexa.itautoconnexa.it3
Autostradeautostrade.it9,383
Carrarocarraro.com3,455
CercaOfficinacercaofficina.it18
Dazedaze.eu57
Motomoto.it
Motostormmotostorm.it
ParkinGOparkingo.com100
24 featured companies

Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗

Company discovery

Recorded evidence only
THE KEY SIGNALS

Auto Tech industry KPIs in Italy

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

1 September 2026
Hiring participation1.9%

14 of 739 tracked companies have open roles.

Funding participation8.0%

59 of 739 tracked companies have a recorded round.

Top 3 funding share52.6%

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

Median disclosed round$1.02M

Midpoint of 95 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 52.6% of disclosed capital, while 92.0% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Italy 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

Italy auto tech
$0$41.12M$82.25M$123.37M$164.5M2016: $4.6M20162017: $13.08M20172018: $144.3M20182019: $53.58M20192020: $24.78M20202021: $137.44M20212022: $21.95M20222023: $118.35M20232024: $45.19M20242025: $2.6M2025
View the numbers
Annual auto tech funding and company formation in Italy
YearFunding (USD)FoundedRaising
2016$4.6M568
2017$13.08M519
2018$144.3M5211
2019$53.58M514
2020$24.78M678
2021$137.44M4913
2022$21.95M216
2023$118.35M176
2024$45.19M65
2025$2.6M01
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Prima Assicurazioni18.5%
  • Brumbrum18.1%
  • Be Power16.0%
  • Other companies47.4%

Funding by stage

113 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel20 17.7%
Series A–B19 16.8%
Series C+ / PE2 1.8%
Grants, debt & other72 63.7%

Recent recorded rounds

Latest recorded rounds · USD
2 rounds

Swipe or scroll horizontally to browse.

Series C04/2026
Niulinx $44.52M

Backed by CDP Venture Capital and A2A and others.

Series A03/2026
RideMovi

Backed by Ocorian and Illimity.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series A02/2024
Dazedaze.eu$16.17M

Backed by CDP Venture Capital and Prana Ventures and others.

Series B09/2024
Hlpyhlpy.co$16.07M

Backed by Next Alias and Alkemia Capital and others.

Series B07/2023
E-GAPe-gap.com$11.22M

Participating investors were not recorded in this snapshot.

Series A11/2022
Hlpyhlpy.co$7.69M

Backed by Synergo Capital and CDP Venture 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 Italy; this is a checked implementation boundary, not evidence that filings are absent.; No reviewed exact national-ID connector has yet been qualified for Italy; this is a checked implementation boundary, not evidence that filings are absent.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

16 of the 739 companies on this page carry a measured traffic record (2.2%); these are the largest of those, by monthly visits. The median among them is 231,969 visits.

CompanyMonthly visitsAuthorityMobile
Motomoto.it6,849,5136489.1%
Quattroruotequattroruote.it6,324,2076983.6%
Prima Assicurazioniprima.it3,176,2555168.3%
ParkinGOparkingo.com520,4204965.5%
ParkingMyCarparkingmycar.it451,9864277.5%
DropTicketdropticket.it397,9233498.6%
AMTS Cataniaamts.ct.it348,8153893.7%
Noleggiarenoleggiare.it280,1854655.7%
Motori.itmotori.it183,7543987.1%
CarAffinitycaraffinity.it183,1603176.3%

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

Most-installed apps

180 of these companies (24.4%) publish at least one Android app — 286 apps in all, carrying 19.5M installs between them.

AppInstallsRatingStore category
Scanner VeicoliVehicle Scanner2.8M4.7Auto & Vehicles
Prima AssicurazioniPrima Assicurazioni2.1MFinance
RideMovi - Moving Your LifeRideMovi1.6M2.7Travel & Local
DropTicketDropTicket1.3M2Travel & Local
itTaxiIT Taxi1.2M2Travel & Local
BIT MobilityBIT Mobility1.2M2.4Auto & Vehicles
appTaxi – Taxis in ItalyAppTaxi850.1K4.8Travel & Local
NextChargeNEXTCHARGE573.2K3.9Maps & Navigation
Muovy CashbackAutostrade545.5KTravel & Local
ParkingMyCar – App parcheggioParkingMyCar465KTravel & Local

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

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2023Q3–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Road Transport Tech14811.4MRideMovi - Moving Your Life 1.6M
Auto E-Commerce & Content335.8MScanner Veicoli 2.8M
Electric Vehicles694.1MBIT Mobility 1.2M
Auto Retail & Aftersales162.4MPrima Assicurazioni 2.1M
Internet First Insurance Platforms92.2MOCTO Digital Driver™ 33K
Connected Vehicles371.1MIdentibox 404.7K
Energy Storage Tech341MNextCharge 573.2K
Logistics Tech34768.1KWHIP LIVE Bike & Moto Routes 198.1K

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: 32023Q1: 02023Q12023Q2: 82023Q2: 42023Q22023Q3: 62023Q3: 72023Q32023Q4: 62023Q4: 52023Q42024Q1: 52024Q1: 22024Q12024Q2: 32024Q2: 52024Q22024Q4: 32024Q4: 92024Q42025Q1: 82025Q1: 92025Q12025Q2: 32025Q2: 92025Q22025Q4: 42025Q4: 342025Q42026Q1: 52026Q1: 292026Q1

Darker bars are new releases, lighter bars apps updated. 187 of 286 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Italy 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 digital468
Enterprise tech285
Green transport271
Shared mobility123
Enterprise software107
Deep tech100
Online rental86
B2c e-commerce86
Saas81
Electric vehicle charging74
Marketplaces64
Internet of vehicles61

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

SEGMENT TO EXPLORE

Consumer digital

The largest measured segment in this report snapshot.

468companies
1.3%have hiring activity

6 companies hiring · $525.14M disclosed funding

Explore in Radar

How companies make money

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

Subscription352
Commission on transaction285
E-commerce - product218
Physical commerce176
E-commerce - service131
Advertising87
Fee-for-service82
Renting / leasing48
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Mergers & acquisitionsfimer.com ↗

Fimer, which shipped over 7 GW of inverters that year, was acquired by the McLaren Applied Group in late November 2024, following restructuring efforts.

Mergers & acquisitionsprima.it ↗

On Friday evening, the group announced that it had acquired 51% of the Italian insurer Prima for 538 million euros.

Mergers & acquisitionsproger.net ↗

The Lacour Group is taking a new step in its European growth with the acquisition of Proger, Italian publisher of software solutions for the after-sales car.

IPO activityparksmart.it ↗

Initial public offer of 5,40,000 equity shares of face value of Rs. 10/- each (Equity Shares) of Park Smart Solutions Limited (the Company or the Issuer) for cash at a price of Rs. 140/- per equity share, including a share premium of Rs. 130/- per equity share (the Issue Price), aggregating to Rs. 7.56 crores (The Issue)

IPO activitycarraro.com ↗

Carraro India IPO price band is fixed at ₹668 to ₹704 with a market lot of 21 Shares.

Funding roundsreefilla.com ↗

Reefilla, a Turin, Italy-based energy storage startup that provides mobile power generation using second-life batteries, has secured €4.5 million in funding. The round was led by CDP Venture Capital through its Green Transition-PNRR fund.

Mergers & acquisitionshlpy.co ↗

The acquisition of MySchleppApp allows hlpy to consolidate its position as the primary European operator of full-digital roadside assistance, offering its services not only in Italy, France, and Spain but also in Germany and Austria.

Company announcementstargatelematics.com ↗

Targa Telematics has migrated its infrastructure to the data centres operated by Equinix, a leading global digital infrastructure company.

Capital infusionsautoconnexa.it ↗

AutoConnexa, an insurtech start-up, has announced that it has completed a €4.4 million capital increase, which, added to the SAFEs placed at the beginning of 2025, brings the total amount raised to over €6 million.

Contractsoctotelematics.com ↗

After a six-month tender process, ABAX Group AS announced today that its insurance division, "Fair", had selected OCTO Telematics, one of the world's leading providers of d的IA solutions and risk rating, to support its growing portfolio of UBI customers.

Full recorded event mix

Top 9 categories among 55 recorded events in the 24-month window.

IPO activity
14
Earnings
8
Capital infusions
7
Mergers & acquisitions
7
Funding rounds
5
Contracts
5
Leadership moves
4
Company announcements
3
New products
2
3 activity cards

Swipe or scroll horizontally to browse.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
McLaren Applied GroupFIMER ↗Completed2025-12-02Not stated in snapshot
FIMERabbCompleted2025-12-02Not stated in snapshot
axaPrima Assicurazioni ↗Announced2025-12-01Not stated in snapshot
lacour groupProger ↗Announced2025-10-09Not stated in snapshot
HlpyMySchleppAppAnnounced2024-09-24Not stated in snapshot
FIMERSwiss ABB investor businessCompleted2024-09-16Not 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.

3 internship postings

0 tracked postings mention remote work.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

276 founders and chief executives across 205 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

16 profiles with education records.

Bocconi University
4
INSEAD
4
SDA Bocconi School of Management
2
Stanford University
1
IE Business School
1
London School of Economics and Political Science
1
University College London
1
University of Oxford
1

Prior employers

6 profiles with prior-work records.

Airbnb
1
Morgan Stanley
1
Boston Consulting Group
1
eBay
1
Microsoft
1
Bain
1

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

NEWS INTELLIGENCE

How this industry appears in the news

440,608 articles in the measured 12-month window.

Expand panel +
440,608articles in the measured year
94,962articles in 2026Q1
49.6%positive tone in the latest complete year

News volume trends

Auto Tech coverage across Italy · articles per complete quarter

051,679103,357155,036206,7152021Q2: 63,3522021Q22021Q3: 76,1042021Q4: 62,0162022Q1: 68,4152022Q2: 71,4302022Q22022Q3: 71,6352022Q4: 82,4972023Q1: 84,7922023Q2: 91,2532023Q22023Q3: 94,4472023Q4: 75,3402024Q1: 97,2092024Q2: 105,3092024Q22024Q3: 105,0622024Q4: 112,2972025Q1: 142,3822025Q2: 101,3312025Q22025Q3: 179,7522025Q4: 74,8642026Q1: 94,9622026Q1
View quarterly article counts
QuarterArticles
2021Q263,352
2021Q376,104
2021Q462,016
2022Q168,415
2022Q271,430
2022Q371,635
2022Q482,497
2023Q184,792
2023Q291,253
2023Q394,447
2023Q475,340
2024Q197,209
2024Q2105,309
2024Q3105,062
2024Q4112,297
2025Q1142,382
2025Q2101,331
2025Q3179,752
2025Q474,864
2026Q194,962

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
121,006 positive · 32,587 neutral · 61,931 negative
2022
166,757 positive · 49,091 neutral · 77,381 negative
2023
200,029 positive · 62,588 neutral · 82,511 negative
2024
228,386 positive · 98,694 neutral · 92,019 negative
2025
246,869 positive · 153,140 neutral · 97,565 negative

Leading coverage topics

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

Geopolitical Disputes And Contested Areas296,951 articles in the full recorded period
107,793 recent · 80,935 prior
International And Transnational Geographic Entities296,943 articles in the full recorded period
107,791 recent · 80,938 prior
Administrative And Political Subdivisions296,915 articles in the full recorded period
107,775 recent · 80,933 prior
International Sports Competitions41,906 articles in the full recorded period
11,011 recent · 9,608 prior
Cryptocurrency Impact On Forex Markets30,568 articles in the full recorded period
9,220 recent · 7,080 prior
Professional League Updates29,271 articles in the full recorded period
8,047 recent · 7,390 prior
Championship Event Highlights23,310 articles in the full recorded period
6,279 recent · 5,367 prior
Formula One Championships21,997 articles in the full recorded period
4,632 recent · 5,647 prior
International Political Relations21,531 articles in the full recorded period
5,358 recent · 5,435 prior
Olympic Games Coverage20,493 articles in the full recorded period
6,556 recent · 5,346 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Auto Tech coverage across Italy

KeywordRecentPriorChange
countries3,9071,435172%
olympic team selections1,7931,26442%
ski competitions1,014382165%
rock concerts958671330%
alternative rock concerts948661336%
rock music festivals932471883%
rock band tours931621402%
rock festivals925402212%
classic rock festivals915372373%
rock music events914461887%
historic nba games462,279-98%
nba team legends2041,964-90%
europa league4731,561-70%
nba expansion teams1131,195-91%
tariff negotiations6191,168-47%

Event and signal lenses

Auto Tech coverage across Italy

All complete annual cohorts shown
Rising

Regulatory Risk

678,864 classified articles

territories, disputed islands, countries

16.7% critical · 15.3% positive
Rising

Funding Momentum

62,303 classified articles

club valuation, eur/usd, inflation reports fx

30.6% critical · 43.4% positive
Rising

Growth

119,226 classified articles

nba expansion teams, nba team legends, historic nba games

25.5% critical · 46.6% positive

Auto Tech coverage across Italy. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Auto Tech research is working on

53,340 papers in the recorded worldwide scope.

Expand panel +
53,340papers
53,340worldwide comparison pool
India-affiliated papers

Research orientation

Descriptive
15,643
Problem-identifying
14,600
Promising
11,208
Breakthrough
7,618
Comparative
1,800
Cautionary
1,545
Critical
926

Contribution mix

Empirical
31,760
Methods-led
13,687
Theoretical
3,402
Reviews
2,386
Position pieces
2,105

Tone counts: 45,828 positive · 3,083 neutral · 4,429 negative.

Common problems researchers identify
15,526 papers · 29.1% of this field
  • Humanities3,689 papers
  • Philosophy2,109 papers
  • Order945 papers
  • Persona530 papers
  • Population496 papers
  • Subject417 papers
  • Government336 papers
  • Limiting241 papers

Landmark: A Survey of Autonomous Driving: <i>Common Practices and Emerging Technologies</i>

Cautions
1,545 papers · 2.9% of this field
  • Humanities180 papers
  • Philosophy100 papers
  • Transport engineering73 papers
  • Gynecology37 papers
  • Perception35 papers
  • Order31 papers
  • Adversarial system28 papers
  • Human–computer interaction28 papers

Landmark: Autonomous Vehicle Implementation Predictions: Implications for Transport Planning

Opportunities
18,826 papers · 35.3% of this field
  • Humanities1,220 papers
  • Trajectory1,158 papers
  • Reinforcement learning986 papers
  • Control theory758 papers
  • Robustness738 papers
  • Philosophy702 papers
  • Perception698 papers
  • Object detection634 papers

Landmark: Are we ready for autonomous driving? The KITTI vision benchmark suite

Leading institutions

Karlsruhe Institute of Technology
16,859
Toyota Motor Corporation
15,309
University of Oxford
14,858
University of Bern
14,127
University of Birmingham
13,870
University of Amsterdam
13,778

Leading researchers

Andreas Geiger
17,893
P Lenz
14,099
R. Urtasun
14,099
Susan Mallett
13,903
Penny Whiting
13,697
Anne W.S. Rutjes
13,616
Marie E. Westwood
13,616
Jonathan J. Deeks
13,616

Highly cited breakthrough-labelled papers

  • Are we ready for autonomous driving? The KITTI vision benchmark suite14,099 citations
  • ADASYN: Adaptive synthetic sampling approach for imbalanced learning4,310 citations
  • Multi-view 3D Object Detection Network for Autonomous Driving3,350 citations
  • End to End Learning for Self-Driving Cars3,101 citations
  • Scalability in Perception for Autonomous Driving: Waymo Open Dataset2,877 citations

Common problems researchers identify

13,905 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Social equity and representationCommon problems researchers identify · 01

Social equity and representation

1,059 papers

17.6% of this theme group

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

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

Nuevas miradas sobre género e igualdad. Enfoques interdisciplinares.

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

Clinical care challenges in pandemicsCommon problems researchers identify · 02

Clinical care challenges in pandemics

975 papers

16.2% of this theme group

Investigates nursing practices, infection prevention, and medication safety for vulnerable patients.

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

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

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

Data governance and policy complianceCommon problems researchers identify · 03

Data governance and policy compliance

876 papers

14.6% of this theme group

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

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 issues in careCommon problems researchers identify · 04

Ethical and educational issues in care

862 papers

14.4% of this theme group

Discusses philosophical perspectives on education and technology use for marginalized groups.

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

Educação para pessoas privadas de liberdade

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

Environmental monitoring and land useCommon problems researchers identify · 05

Environmental monitoring and land use

825 papers

13.8% of this theme group

Studies spatial and temporal changes in forest cover and rural environmental registries.

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

CONSIDERAÇÕES SOBRE O CADASTRO AMBIENTAL RURAL E SUA IMPLEMENTAÇÃO

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

Inclusive pedagogy and curriculum designCommon problems researchers identify · 06

Inclusive pedagogy and curriculum design

749 papers

12.5% of this theme group

Explores innovative teaching methods and accessibility for diverse learner populations.

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 human factors in automotive systemsCommon problems researchers identify · 07

Security and human factors in automotive systems

654 papers

10.9% of this theme group

Looks at cybersecurity, HCI, and engineering concerns for vehicle technologies.

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

Planning and Decision-Making for Autonomous Vehicles

Autonomous Vehicle Technology: A Guide for Policymakers

Cautions

1,384 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Medication risks for elderly patientsCautions · 01

Medication risks for elderly patients

274 papers

19.8% of this theme group

Highlights adverse drug effects and pressure injury concerns 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 transportCautions · 02

Societal impacts of autonomous transport

270 papers

19.5% of this theme group

Evaluates public perception, risk, and broader consequences of driverless vehicle adoption.

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

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

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

Student well‑being and engagementCautions · 03

Student well‑being and engagement

187 papers

13.5% of this theme group

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

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

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

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

Adversarial robustness in perception systemsCautions · 04

Adversarial robustness in perception systems

171 papers

12.4% of this theme group

Analyzes attacks on trajectory prediction and object detection for autonomous driving.

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

On Adversarial Robustness of Trajectory Prediction for Autonomous Vehicles

Revisiting Adversarial Perception Attacks and Defense Methods on Autonomous Driving Systems

Material and geological testing uncertaintiesCautions · 05

Material and geological testing uncertainties

171 papers

12.4% of this theme group

Examines numerical simulations and imaging methods for structural and filtration analyses.

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

Investigates biomass accumulation and bacterial inoculation effects on saline‑irrigated crops.

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 volatilityCautions · 07

Regulatory and economic volatility

146 papers

10.5% of this theme group

Studies how political uncertainty and tax policies influence corporate financing and disclosure.

Order (15) · Government (10) · Investment (6) · Legislation (6)

INCERTEZA POLÍTICO-ECONÔMICA, AGRESSIVIDADE TRIBUTÁRIA E O EFEITO MODERADOR DO MERCADO DE CRÉDITO NAS EMPRESAS DE CAPITAL ABERTO LISTADAS NA

Informação obrigatória e voluntaria dos intangíveis: nível de divulgação e seus determinantes para as empresas cotadas portuguesas

Opportunities

16,625 papers · 7 recurring themes
7 cards

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Safety and security requirement engineeringOpportunities · 01

Safety and security requirement engineering

1,592 papers

26.5% of this theme group

Develops systematic methods to define and assess safety and cybersecurity needs for autonomous vehicles.

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

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

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

3D perception and object detection advancesOpportunities · 02

3D perception and object detection advances

1,072 papers

17.9% of this theme group

Advances lidar and point‑cloud techniques to improve scene understanding for driver assistance.

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

Road Scene Content Analysis for Driver Assistance and Autonomous Driving

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

Predictive control for dynamic navigationOpportunities · 03

Predictive control for dynamic navigation

807 papers

13.4% of this theme group

Creates model‑predictive frameworks for real‑time trajectory planning and 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

Explores effectiveness of virtual assessment 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 biomedical and material researchOpportunities · 05

Multimodal biomedical and material research

699 papers

11.7% of this theme group

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

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 infrastructureOpportunities · 06

Geospatial data integration for infrastructure

686 papers

11.4% of this theme group

Leverages BIM and cadastral datasets to simulate environmental conditions and optimize building processes.

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

Applies deep RL to improve collision avoidance and behavior planning in autonomous systems.

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

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

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

How this field compares with the research baseline

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

Research orientationThis fieldReference sample
Descriptive29.3%17.6%
Problem-identifying27.4%9.9%
Promising21.0%36.7%
Breakthrough14.3%26.5%
Comparative3.4%3.9%
Cautionary2.9%4.3%
Critical1.7%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 paperPapersShareRaised as a problemWorldwide share
Safety & misuseNO Need to Worry about Adversarial Examples in Object Detection in Autonomous Vehicles1130.24%27 (23.9%)0.24%
Privacy & surveillanceExploring expert perceptions about the cyber security and privacy of Connected and Autonomous Vehicles: A thematic analy920.2%25 (27.2%)0.2%
Bias & fairnessBias behind the Wheel: Fairness Testing of Autonomous Driving Systems80.02%3 (37.5%)0.02%
Energy & datacenter footprintA Survey on Approximate Edge AI for Energy Efficient Autonomous Driving Services70.01%0 (0.0%)0.01%
Water useEnhanced AEC Qualification of 5nm AI Processor with Liquid Cooling for Level 4 Autonomous Driving10.0%1 (100.0%)0.0%
Labour & data workO sofrimento feminino na pandemia de COVID-19: como vulnerabilidades das mulheres foram reforçadas na crise sanitária10.0%1 (100.0%)0.0%
Concentration of compute powerTransport Policy Optimization with Autonomous Vehicles10.0%1 (100.0%)0.0%
Carbon & emissions of compute00.0%0 (%)0.0%
Hardware, e-waste & supply chain00.0%0 (%)0.0%

Institution and researcher rankings use citations to their covered work. Research scope: worldwide. This may be broader than the company geography.

GEOGRAPHIC FOOTPRINT

Where companies are based

Company counts, hiring and disclosed funding across the recorded hubs.

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UNDERSTAND THE LANDSCAPE

Auto Tech in Italy: 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: 1 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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