Radar · Industry landscape · Australia
Auto Landscape of Australia
1,996 Auto companies in Australia, in one picture: who is hiring, who is raising money, who founded them, where they are based, what the news is about, which skills employers want and where the research is going. Updated August 2026.
1,996companies tracked
$652Mdisclosed funding
36hiring right now
128events · 24 months
590,200news articles · 12 months
Who leads Auto in Australia
Shows the top Auto firms in Australia by size, funding, hiring activity and media coverage, noting 1,996 companies tracked, 36 currently hiring and 20 with disclosed funding rounds.
open roles
Hiring now
ranked by live open roles
- 01
Freeway Ford3last posted Jan 2026
- 02
Sunshine Ford3last posted Feb 2026
- 03
Mobile Tyre Shop3last posted May 2026
- 04
DingGo2last posted Jun 2026
- 05
MotorCycle Holdings2last posted Feb 2026
- 06
Auto One2last posted Jul 2026
- 07
EuroFloat2last posted Apr 2026
- 08
Haltech2last posted Sep 2025
36 companies hiring · 0 posted in the last 30 days
disclosed funding
Most funded
disclosed totals, all rounds
- 01
IronPlanet$139.6MSeries B · Aug 2016
- 02
Carbon Revolution$126.4MPost IPO · Nov 2023
- 03
Crick Auto Group$97.5MPE · Oct 2015
- 04
AMA Group$94.7MPost IPO · Nov 2018
- 05
Carma$80MSeries A · May 2022
- 06
H2X Global$57MSeries C · Aug 2023
- 07
RPM Group$13.1MPost IPO · Aug 2021
- 08
Driva$9MSeries A · Mar 2022
20 companies with disclosed rounds · $652M total
revenue
Revenue leaders
official filings first, else latest snapshot
- 01
PWR provides world class cooling solutions$47.8MFY2026 filing
- 02
- 03
Sprintex$1.9MFY2022 filing
- 04
Eagers Automotive$3kFY2022 filing
- 05
Bapcor$635FY2025 filing
- 06
Amotiv$340FY2025 filing
6 companies with a revenue figure
headcount
Largest teams
ranked by tracked headcount
- 01
- 02
- 03
Carsales1,200tracked employees
- 04
- 05
nationwide group700tracked employees
- 06
AutoPacific Group600tracked employees
- 07
- 08
MTU Detroit Diesel Australia501tracked employees
25 companies with headcount data
share of events
Share of voice
share of all tracked sector news events, 24 months
- 01
- 02
- 03
AfricarGroup6.8%6 tracked events
- 04
- 05
- 06
- 07
Don Kyatt Group4.5%4 tracked events
- 08
88 tracked events across 20 companies
articles
In the news
Prism news coverage, last 12 months
- 01
NRMA372articles in the window
- 02
Carsguide126articles in the window
- 03
- 04
- 05
- 06
- 07
- 08
Sparesbox1articles in the window
8 of these companies drew sector coverage in the window
Radar
See all 1,996 Auto companies in Australia
Filter by funding, headcount, hiring and location, and export the list.
How the Auto ecosystem in Australia grew, 2016–2025
Displays the yearly count of new Auto companies from 2016 to 2025, highlighting a peak of 101 startups in 2023 and only 7 in 2025.
Companies founded / year
new Auto companies in Australia
20162025
peak 101 in 2023
Companies raising / year
with a disclosed round that year
20162025
peak 6 in 2021
Disclosed funding / year
sum of disclosed rounds (USD)
20162025
peak $92.9M in 2023
Where Auto companies in Australia are based
Lists Australian cities with the most Auto companies, with Sydney leading at 148 firms followed by Melbourne, Brisbane, Perth and Adelaide.
Hub 01
Sydney
148 Auto companies
25% of the Auto companies across these hubs
148companies
$76.4Mdisclosed funding
6hiring now
Hub 02
Melbourne
134 Auto companies
23% of the Auto companies across these hubs
134companies
3hiring now
Hub 03
Brisbane
115 Auto companies
20% of the Auto companies across these hubs
115companies
$139.6Mdisclosed funding
4hiring now
Hub 04
Perth
72 Auto companies
12% of the Auto companies across these hubs
72companies
$1.8Mdisclosed funding
Hub 05
Adelaide
46 Auto companies
8% of the Auto companies across these hubs
46companies
$2Mdisclosed funding
1hiring now
Hub 06
Dandenong
27 Auto companies
5% of the Auto companies across these hubs
27companies
$13.1Mdisclosed funding
1hiring now
generated artwork
Hub 07
Gold Coast
21 Auto companies
4% of the Auto companies across these hubs
21companies
generated artwork
Hub 08
Geelong
21 Auto companies
The Auto market map of Australia: what these companies actually do
Breaks down the Auto sector into product sub‑categories and revenue models, showing consumer digital (124 firms) and e‑commerce product sales (846 revenues) as the largest groups.
- Consumer Digital124 companies · $33.1M raised · 7 hiring
- B2C E-Commerce92 companies · $159M raised · 4 hiring
- Second Hand Goods47 companies · $141.6M raised · 1 hiring
- Online Auto Parts and Accessories40 companies · $10M raised · 3 hiring
- Enterprise Tech35 companies · $142.6M raised · 2 hiring
- Marketplaces32 companies · $150.9M raised · 3 hiring
- Second Hand Cars E-Commerce31 companies · $2M raised · 1 hiring
- Fintech17 companies · $12.8M raised · 3 hiring
- Automotive Fintech14 companies · $12.8M raised · 2 hiring
- Uber for Auto Services14 companies · $248k raised · 1 hiring
- Nbfc Lenders12 companies · $12.8M raised · 3 hiring
- Off Highway Vehicles9 companies · $27k raised · 1 hiring
Monetization
How Auto companies make money
How many companies earn revenue each way. Plenty use more than one model, so the counts add up to more than the sector.
E-Commerce - Product846
Fee-For-Service637
Physical Commerce582
Commission on Transaction498
E-Commerce - Service285
Advertising230
Subscription91
Sponsorship39
Business-model split
B2C 341B2B 39
Funding, M&A and the deals moving Auto in Australia
Counts corporate events over the past two years, totaling 128 events, most frequently contracts (23), earnings releases (21), and key‑person announcements (16).
Contracts 23Earnings 21Leadership 16M&A 16Funding 11Announcement 11Layoffs 8Board Updates 4Capital 3IPO 3
- M&AEagers Automotive agreed to acquire a 65% stake in CanadaOne Auto Group for around $700 million to expand further into Canada.2026-01-27
- FundingOf such $7 million, $5 million was funded concurrently with the execution of the Sixth SPA Amendment in exchange for Series 2025-A2 Notes.2025-10-31
- M&AAfricar Group Pty Ltd, owner of AUTO24.africa, has taken over Koto.ci, the leading online guide to new car prices in Côte d’Ivoire.2025-09-05
- M&AThe global transaction, valued at $8 billion, represents Bosch's largest acquisition to date.2025-08-05
- M&AThe Joe Rascal Group, led by James Tonna and Barry Fitzpatrick, will acquire three Victorian Harley Heaven stores and the Peter Stevens Ducati store in South Melbourne.2025-06-30
- M&AMotorcycle Holdings will acquire seven Peter Stevens and Harley Heaven stores across Australia, with the aim of maintaining the brands and building on its pre-existing reputation.2025-06-30
- M&A3M recently announced it has entered into an agreement to acquire the do-it-yourself and professional business of GPI Group.2025-02-14
- M&APacific Equity Partners is considering a purchase of Australian automotive services provider WorldMark Pty. Ltd., which does business as MotorOne, from Quadrant Pvt. Equity Pty. Ltd., The Australian reported, citing DataRoom. Macquarie Capital and Miles Advisory are facilitating a roughly A$1 billion sale for MotorOne.2024-12-16
- IPOYour board and I have selected the AIM market of the London Stock Exchange (LSE) for H2X’s IPO.2024-10-03
- M&AFMR LLC has emerged as a substantial holder in AMOTIV LIMITED, acquiring a 5.02% stake with over 7 million votes attached to the common stock.2024-09-18
Mergers and acquisitions
Deals from the last 24 months where a Auto company in Australia was the buyer or the one bought, newest first. “Undisclosed” means the price was never published — not that the deal was worth nothing.
| Acquirer | Target | Deal value | Status | Date |
|---|---|---|---|---|
| CanadaOne Auto Group | $700M | Announced | 2026-01-27 | |
| Koto.ci | undisclosed | Announced | 2026-01-12 | |
| Johnson Controls-Hitachi Air Conditioning India (JCHAI) | undisclosed | Announced | 2025-08-05 | |
| Johnson Controls AC solutions division for residential and light commercial buildings | $8B | Announced | 2025-08-05 | |
| The Joe Rascal Group | undisclosed | Announced | 2025-06-30 | |
| Peter Stevens and Harley Heaven stores | undisclosed | Announced | 2025-06-30 |
Who is listing, hiring leaders, launching and winning work
Provides details on specific corporate events such as leadership changes and new customer contracts within the Auto sector.
Leadership moves
7 tracked people moves · last 12 months
Contract wins
8 customer wins · last 24 months
Regulatory & litigation
2 regulatory events · 2 tracked suits · 24 months
Bob Jane Corporationfined for failing to lodge audited financial reports — Australian Securities and Investments CommissionDec 2025
- Hagens Berman law firm of Seattle v general motors, robert boschdefeat device emissions cheating in heavy-duty diesel trucks · OngoingAug 2025
- REYME v robert boschunfair competition · VerdictJan 2025
Earnings pulse
companies reporting results · last 24 months
7 companies reporting22 company-quarters tracked
Half of these companies grew revenue faster than +1.9%, half slower.
Who is building Auto in Australia
Profiles 158 founders and CEOs across 136 Auto companies, indicating their professional backgrounds and education.
Founders and chief executives12 of 158, from the best-funded companies on this page
H2x Global, ex-University Of Cape Town Australian Trust, ex-Blu Horseshoe, University of Sydney, 2015
Ex-4WD franchise group
Ex-Vizual Element, DPM Interactive. TAFE 2000, University of Western Sydney 2004
Ex- FlexiGroup Limited.
ex- GE Aviation.
Dinggo, ex-With Collective, ex-George Patterson Y And R, University of Technology Sydney, 2008
Ex- Davey Real Estate Australia, Blackburne Property Group, Apartment Specialists. Remuera Intermediate 2002, St Pauls Collegiate 2006
Founder Pixel Brands, Bondiwear & Dtrade, Co-Founder Yolk Amsterdam, ex-Co-Founder Usher Cargo. Seaforth Technical College 1994
Ex-Founder Joint Venture Developments, Managing Director Grilletech, Joseph Partners, Pitcher Partners. Deakin University
Radar
Look up the people behind Auto companies in Australia
Search founders, executives and operators by company, role and location.
Who funds Auto in Australia
Identifies 49 investors who have participated in 41 funding rounds since 2016, with an average round size of $5.1 million.
| Investor · most active investors since 2016 | Rounds | Led | Latest |
|---|---|---|---|
| Uniseed | 3 | 3 | Feb 2022 |
| Carthona Capital | 3 | 2 | Mar 2022 |
| Sgfleet | 2 | 2 | Feb 2019 |
| EVP | 2 | 2 | Sep 2021 |
| Tiger Global Management | 2 | 2 | May 2022 |
| Stephen Dash | 2 | — | Mar 2022 |
| Nicolas Scudamore- Smith | 2 | — | Mar 2022 |
| OUTsurance | 1 | 1 | May 2018 |
| Scaleup Mediafund | 1 | 1 | Sep 2019 |
| Vulpes Ventures | 1 | 1 | Aug 2020 |
Stage mix · rounds since 2016
Seed & Angel15
Series A–B10
Series C+ / PE1
Grants, debt & other15
The typical round is $5.1M — half were bigger, half smaller.
The biggest Auto funding rounds in Australia
Highlights the biggest disclosed funding deals, including H2X Global’s $57 million Series C round and nine other large investments.
| Company | Round | Size | When | Backers |
|---|---|---|---|---|
| Series C | $57M | Aug 2023 | VerdeMobility | |
| Series A | $52M | May 2022 | General Catalyst, Canva, BigCommerce +6 more | |
| Series B | $36M | Aug 2000 | Accel, ignite-group.com, Comdisco +6 more | |
| Seed | $28M | Mar 2021 | Tiger Global Management | |
| Series B | $20.7M | Jan 2015 | — | |
| Series B | $18M | Aug 2016 | — | |
| Series A | $10M | Feb 2000 | Accel, Kleiner Perkins | |
| Seed | $6.5M | Dec 2021 | CVC Emerging Companies, Fifth Estate Asset Management | |
| Series A | $6M | Mar 2022 | Carthona Capital, Peter Gammell, Stephen Dash +1 more | |
| Series A | $6M | May 2018 | OUTsurance |
What the news says about Auto in Australia
Counts 590,200 news articles about the Australian Auto sector in the last year, noting coverage of geopolitical issues, geographic entities and international sports events.
News volume
Auto coverage across Australia · articles per quarter
2021Q22026Q1
peak 208,529 in 2025Q3 · 590,200 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative)
202120232025
Positive-tone share moved 54% → 51%, negative 36% → 25% across 2021–2025.
What the coverage is about
The subjects that dominate Auto news in Australia. The arrow shows whether each one is being written about more or less than a year ago.
- Geopolitical disputes and contested areas300,205▲+27%
- International and transnational geographic entities300,195▲+27%
- Administrative and political subdivisions300,142▲+28%
- International sports competitions110,737▼-18%
- Cricket test matches46,914▼-24%
- Olympic games coverage43,487▼-46%
- Sports injury reports38,308→+6%
- Championship event highlights37,344→+2%
- International political relations29,453▲+54%
- Sports history and legacy stories25,827▼-14%
Most-covered companies · last 12 months
- 372
- 126
- 48
- 26
- 11
- 5
- 2
- 1
8 Auto companies here were named in the news over this period.
Prism
Watch Auto coverage in Australia as it happens
Prism follows these subjects story by story — which companies are named, what is said about them and how the tone moves.
Momentum
The words getting louder — and quieter
Which terms are showing up in more stories than a year ago, and which are fading. The percentage is the change in how many articles mention them.
countries+108%domestic robots+5692%toy robots+8204%startup news+258%ashes moments+55%angel investors+173%overseas study+43%ashes urn+128%ashes records+112%semester abroad+56%
test cricket-48%test innings-48%5-day cricket-52%odi cricket-52%limited overs cricket-54%
The pressures the press keeps returning to
Three recurring angles in Australia Auto coverage, and whether each is getting more attention year on year (through 2025).
Regulatory Risk ▲ rising
1,077,975 articles touch this dimension · 27.2% critical tone
20212025
signals: territories, disputed islands, test cricket
Funding Momentum ▲ rising
143,035 articles touch this dimension · 31.2% critical tone
20212025
signals: test cricket, test innings, odi world cup
Growth ▲ rising
170,219 articles touch this dimension · 31.6% critical tone
20212025
signals: core inflation rate, inflation outlook, aflw premiership
Auto jobs in Australia: who is hiring and what they ask for
Shows job activity from 10 Auto employers in the past year, with one posting emphasizing skills like engine design, CAD software and vehicle dynamics.
1postings · last 12 months
11postings tracked overall
10employers advertising
Demand
The Skills Employers Ask For
What Auto employers in Australia put in their job ads. The bar is how many postings ask for it; the arrow shows whether demand grew or shrank against the year before.
- engine design1▲
- cad software1▲
- vehicle dynamics1▲
- thermodynamics1▲
- quality control1▲
- prototyping techniques1▲
- regulatory compliance1▲
- electrical systems1▼
- finite element analysis1▲
- manufacturing processes1▲
Most advertised titles
- 2
- 1
- 1
- 1
- 1
- 1
15 Auto-relevant internships in India were advertised over the same 12 months.
What Auto research is working on
Summarizes 53,340 academic papers on Auto topics, dividing them into identified problems (15,526), cautions (1,545) and opportunities (18,826).
How this field talks about itself
Auto papers (gold) against all published research (grey)
Descriptive29.3% · 17.7%1.7×
Problem-identifying27.4% · 9.6%2.9×
Promising21.0% · 37.0%0.6×
Breakthrough14.3% · 26.3%0.5×
Comparative3.4% · 3.9%≈ par
Cautionary2.9% · 4.5%0.6×
Auto literature runs 1.7× more “descriptive” than science at large (29.3% vs 17.7% baseline).
How the work is done
Empirical59.5%
Methods-led25.7%
Theoretical6.4%
Reviews4.5%
Position pieces3.9%
How the research reads
86% positive · 6% neutral · 8% negative, across 53,340 papers.
The institutions behind the field
- 17k
- 15k
- 15k
- 14k
- 14k
- 14k
ranked by how often their work is cited
Researchers who shaped it
Andreas Geiger · P Lenz · R. Urtasun · Susan Mallett · Penny Whiting · Anne W.S. Rutjes · Marie E. Westwood · Jonathan J. Deeks
The most-cited breakthroughs
- Are we ready for autonomous driving? The KITTI vision benchmark suite · 14k cites
- ADASYN: Adaptive synthetic sampling approach for imbalanced learning · 4k cites
- Multi-view 3D Object Detection Network for Autonomous Driving · 3k cites
- End to End Learning for Self-Driving Cars · 3k cites
- Scalability in Perception for Autonomous Driving: Waymo Open Dataset · 3k cites
Common problems researchers identify13,905 papers · 7 recurring themes
Problems · theme 01
Social equity and representation
1,059 papers · 17.6% of this block
Researchers highlight gender, identity, and power issues in humanitarian and media portrayals.
Humanities · Identity · Power · Latin Americans
“Nuevas miradas sobre género e igualdad. Enfoques interdisciplinares.”
1059 of these papers raise it as a problem
Problems · theme 02
Healthcare delivery challenges
975 papers · 16.2% of this block
Studies flag difficulties in nursing care, infection control, and medication acceptance for vulnerable patients.
Nursing care · Gynecology · Coronavirus disease 2019 · MEDLINE
“AVALIAÇÃO DO PERFIL E DA ACEITABILIDADE DE INTERVENÇÕES FARMACÊUTICAS EM PESSOAS IDOSAS HOSPITALIZADAS”
975 of these papers raise it as a problem
Problems · theme 03
Data governance and policy
876 papers · 14.6% of this block
Works examine legal and technical gaps in personal data handling and public information systems.
Order · Cadastre · Government · Public policy
“Auditoria a sistemas de informação e tecnologias aplicadas”
876 of these papers raise it as a problem
Problems · theme 04
Ethics and education in care
862 papers · 14.4% of this block
Papers discuss philosophical and humanitarian concerns around education for incarcerated individuals and health professionals.
Philosophy · Humanities · Persona · Derecho
“Educação para pessoas privadas de liberdade”
862 of these papers raise it as a problem
Problems · theme 05
Environmental monitoring and land use
825 papers · 13.8% of this block
Research points to challenges in rural environmental registries and forest cover change analysis.
Humanities · Horticulture · Statistical analysis · Amazon rainforest
“CONSIDERAÇÕES SOBRE O CADASTRO AMBIENTAL RURAL E SUA IMPLEMENTAÇÃO”
825 of these papers raise it as a problem
Problems · theme 06
Inclusive pedagogy and curriculum design
749 papers · 12.5% of this block
Authors raise issues about equitable teaching methods, technology integration, and language accessibility.
Humanities · Qualitative research · Initial training · Curriculum
“INOVAÇÃO PEDAGÓGICA MEDIADAS POR TECNOLOGIAS: CAMINHOS PARA UMA EDUCAÇÃO ATIVA”
749 of these papers raise it as a problem
Problems · theme 07
Security and interaction in automotive systems
654 papers · 10.9% of this block
Studies identify safety, cybersecurity, and human‑computer interaction problems for vehicle technologies.
Computer security · Transport engineering · Human–computer interaction · Automotive industry
“Planning and Decision-Making for Autonomous Vehicles”
654 of these papers raise it as a problem
Cautions1,384 papers · 7 recurring themes
Cautions · theme 01
Medical risk management concerns
274 papers · 19.8% of this block
Cautionary work warns of pressure injuries and drug‑related complications in elderly care.
Gynecology · CADASIL · Leukoencephalopathy · Internal medicine
“Análise da presença de lesão por pressão em pacientes hospitalizados e as principais comorbidades associadas”
274 of these papers raise it as a problem
Cautions · theme 02
Autonomous transport societal impacts
270 papers · 19.5% of this block
Researchers urge careful assessment of autonomous vehicle effects on mobility, environment, and public perception.
Transport engineering · Human–computer interaction · Automotive engineering · Aeronautics
“AUTONOMOUS VEHICLES - WHAT COULD THIS MEAN FOR THE FUTURE OF TRANSPORT?”
270 of these papers raise it as a problem
Cautions · theme 03
Student wellbeing and engagement
187 papers · 13.5% of this block
Papers caution about substance use, vulnerability, and inclusive strategies for diverse learners.
Humanities · Philosophy · Identity · Higher education
“Levantamento sobre uso de álcool e outras drogas e vulnerabilidades relacionadas de estudantes de escolas públicas participantes do programa”
187 of these papers raise it as a problem
Cautions · theme 04
Adversarial robustness in perception
171 papers · 12.4% of this block
Works highlight susceptibility of autonomous driving perception to adversarial attacks and the need for defenses.
Adversarial system · Lidar · Object detection · Robustness
“On Adversarial Robustness of Trajectory Prediction for Autonomous Vehicles”
171 of these papers raise it as a problem
Cautions · theme 05
Construction material testing limits
171 papers · 12.4% of this block
Studies point out uncertainties in structural simulations and material porosity assessments.
Cadastre · Materials testing · Geology · Statistical analysis
“Método para simulação numérica de paredes divisórias em alvenaria afetadas pelas flechas de estruturas de betão armado”
171 of these papers raise it as a problem
Cautions · theme 06
Plant‑microbe interaction uncertainties
165 papers · 11.9% of this block
Research notes variability in biomass accumulation and bacterial effects on crop growth under stress.
Horticulture · Microbiology · Botany · Bacteria
“Acumulação de biomassa e extração de nutrientes por plantas de feijão-de-corda irrigadas com água salina em diferentes estádios de desenvolv”
165 of these papers raise it as a problem
Cautions · theme 07
Regulatory and economic volatility
146 papers · 10.5% of this block
Analyses warn of policy instability and disclosure challenges affecting corporate investment and reporting.
Order · Government · Investment · Legislation
“INCERTEZA POLÍTICO-ECONÔMICA, AGRESSIVIDADE TRIBUTÁRIA E O EFEITO MODERADOR DO MERCADO DE CRÉDITO NAS EMPRESAS DE CAPITAL ABERTO LISTADAS NA”
146 of these papers raise it as a problem
Opportunities16,625 papers · 7 recurring themes
Opportunities · theme 01
Safety and security requirement methods
1,592 papers · 26.5% of this block
Opportunities focus on systematic identification of safety and security needs for autonomous driving systems.
Human–computer interaction · Transport engineering · Computer security · Automotive engineering
“Systematic Method for Identifying Safety and Security Requirements in Autonomous Driving: Case Study of Autonomous Intersection System”
Opportunities · theme 02
3D perception and object detection
1,072 papers · 17.9% of this block
Research advances lidar‑based scene analysis and neural networks for improved autonomous vehicle perception.
Object detection · Object · Lidar · Point cloud
“Road Scene Content Analysis for Driver Assistance and Autonomous Driving”
Opportunities · theme 03
Predictive control for motion planning
807 papers · 13.4% of this block
Studies explore model‑predictive techniques to generate dynamic, obstacle‑aware vehicle trajectories.
Trajectory · Control theory · Motion planning · Model predictive control
“Dynamic Trajectory Planning and Tracking for Autonomous Vehicle With Obstacle Avoidance Based on Model Predictive Control”
Opportunities · theme 04
Qualitative insights into learning tools
800 papers · 13.3% of this block
Papers examine effectiveness of virtual learning assessments and equity‑focused educational experiences.
Humanities · Philosophy · Qualitative research · Order
“REFLEXÕES SOBRE A EFETIVIDADE DE FERRAMENTAS DE AVALIAÇÃO DA APRENDIZAGEM EMPREGADAS EM AMBIENTES VIRTUAIS DE APRENDIZAGEM: UM ESTUDO DE CAS”
Opportunities · theme 05
Cross‑disciplinary material and health research
699 papers · 11.7% of this block
Works combine horticulture, medicine, and nanomaterials to develop novel diagnostic and therapeutic approaches.
Horticulture · CADASIL · Traditional medicine · Leukoencephalopathy
“ANÁLISE MULTIMODAL E CARACTERIZAÇÃO MOLECULAR DE LESÕES PIGMENTADAS CUTÂNEAS BENIGNAS: AVANÇOS EM DIAGNÓSTICO DIFERENCIAL E IMPLICAÇÕES PARA”
Opportunities · theme 06
Spatial data integration for infrastructure
686 papers · 11.4% of this block
Research leverages cadastral, BIM, and statistical methods to enhance building design and energy monitoring.
Cadastre · Cartography · Statistical analysis · Humanities
“BIM, 3D Cadastral Data and AI for Weather Conditions Simulation and Energy Consumption Monitoring”
Opportunities · theme 07
Reinforcement learning for driving behavior
344 papers · 5.7% of this block
Studies apply deep reinforcement techniques to improve collision avoidance and decision‑making in autonomous vehicles.
Reinforcement learning · Reinforcement · Action · Human–computer interaction
“Deep-Reinforcement-Learning-Based Collision Avoidance of Autonomous Driving System for Vulnerable Road User Safety”
Prism
Go deeper on Auto research and innovation
Research themes, patent activity and the companies commercialising them, in one place.
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About this data: built from Fliar's company, founder, funding, hiring, jobs, news and research trackers, covering Australia. Counts are of companies we track, not of every company that exists. Updated August 2026.
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