Radar · Industry landscape · France
Auto Tech Landscape of France
1,229 Auto Tech companies in France, 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.
1,229companies tracked
$12.8Bdisclosed funding
88hiring right now
191events · 24 months
≥345,915news articles · 12 months
Who leads Auto Tech in France
Shows the 1,229 tracked French auto‑tech firms, highlighting the top hiring companies, the best‑funded firms, and the 88 currently hiring and 194 that disclosed recent funding.
open roles
Hiring now
ranked by live open roles
- 01
Europcar Mobility Group11last posted Jun 2026
- 02
Keolis10last posted Jun 2026
- 03
Transdev10last posted Jun 2026
- 04
Clicar9last posted Jun 2026
- 05
BlaBlaCar7last posted Apr 2026
- 06
Otoqi6last posted Apr 2026
- 07
Oovoom6last posted Jan 2026
- 08
Aramisauto6last posted Jan 2026
88 companies hiring · 0 posted in the last 30 days
disclosed funding
Most funded
disclosed totals, all rounds
- 01
ACC$6.1BGrant (prize money) · May 2024
- 02
Electra$1BConventional Debt · Jul 2025
- 03
Etonova$744MSeries B · Sep 2021
- 04
- 05
- 06
DRIVECO$274.3MPE · May 2023
- 07
- 08
Zeplug$245.9MSeries C · Sep 2022
194 companies with disclosed rounds · $12.8B total
revenue
Revenue leaders
official filings first, else latest snapshot
- 01
FORVIA$28.9BFY2024 filing
- 02
Fountaine Pajot$211.5MFY2023 filing
- 03
Forsee Power$79.5MFY2021 filing
- 04
- 05
- 06
Rail Europe$39.9MFY2018 filing
- 07
GAUSSIN MANUGISTIQUE$26.3MFY2022 filing
- 08
Munic$16MFY2023 filing
16 companies with a revenue figure
headcount
Largest teams
ranked by tracked headcount
- 01
- 02
- 03
- 04
Oscaro.com800tracked employees
- 05
Symbio750tracked employees
- 06
Heetch455tracked employees
- 07
- 08
Emotors312tracked employees
70 companies with headcount data
share of events
Share of voice
share of all tracked sector news events, 24 months
- 01
- 02
Enakl11.4%30 tracked events
- 03
- 04
- 05
Ampere5.7%15 tracked events
- 06
- 07
Cibox4.5%12 tracked events
- 08
Caocao Mobility Paris4.2%11 tracked events
264 tracked events across 39 companies
web reach
Most-used apps
the sites in this sector the web visits most
- 01
Caradisiactop 10kcaradisiac.com
- 02
Allopneustop 50kallopneus.com
- 03
Alltrickstop 50kalltricks.fr
- 04
- 05
Kombotop 50kkombo.co
- 06
Bonjour RATPtop 50kbonjour-ratp.fr
- 07
AutoScout24 Francetop 50kautoscout24.fr
- 08
Autovizatop 50kautoviza.fr
535 companies here run a site with a measured audience · 107 of them sit inside the web’s top million
articles
In the news
Prism news coverage, last 12 months
- 01
DBT≥243articles in the window
- 02
- 03
- 04
- 05
Clem≥11articles in the window
- 06
MILLA≥7articles in the window
- 07
Beyond Aero≥4articles in the window
- 08
Prophesee≥4articles in the window
32 of these companies drew sector coverage in the window
Radar
See all 1,229 Auto Tech companies in France
Filter by funding, headcount, hiring and location, and export the list.
How the Auto Tech ecosystem in France grew, 2016–2025
Displays the number of auto‑tech companies founded each year from 2016 to 2025, with a peak of 108 new firms in 2019 and only one in 2025.
Companies founded / year
new Auto Tech companies in France
20162025
peak 108 in 2019
Companies raising / year
with a disclosed round that year
20162025
peak 38 in 2021
Disclosed funding / year
sum of disclosed rounds (USD)
20162025
peak $5.5B in 2024
Where Auto Tech companies in France are based
Lists the French cities with the most auto‑tech companies, led by Paris with 319 firms, followed by Lyon, Toulouse, Roubaix and Nice.
Hub 01
Paris
319 Auto Tech companies
65% of the Auto Tech companies across these hubs
319companies
$4.3Bdisclosed funding
33hiring now
Hub 02
Lyon
44 Auto Tech companies
9% of the Auto Tech companies across these hubs
44companies
$98.3Mdisclosed funding
3hiring now
Hub 03
Toulouse
29 Auto Tech companies
6% of the Auto Tech companies across these hubs
29companies
$151.2Mdisclosed funding
3hiring now
Hub 04
Roubaix
24 Auto Tech companies
Hub 05
Nice
20 Auto Tech companies
4% of the Auto Tech companies across these hubs
20companies
$3.8Mdisclosed funding
Hub 06
Nantes
20 Auto Tech companies
4% of the Auto Tech companies across these hubs
20companies
$13Mdisclosed funding
2hiring now
Hub 07
Bordeaux
18 Auto Tech companies
4% of the Auto Tech companies across these hubs
18companies
$7.3Mdisclosed funding
2hiring now
Hub 08
Lille
17 Auto Tech companies
3% of the Auto Tech companies across these hubs
17companies
$25.4Mdisclosed funding
The Auto Tech market map of France: what these companies actually do
Breaks down the products built by auto‑tech firms into sub‑categories such as consumer digital and enterprise tech, and shows the most common revenue models like subscription and transaction commissions.
- Consumer Digital762 companies · $4.2B raised · 49 hiring
- Enterprise Tech505 companies · $9.7B raised · 42 hiring
- Green Transport365 companies · $9.1B raised · 35 hiring
- Shared Mobility261 companies · $1.6B raised · 11 hiring
- Marketplaces205 companies · $1B raised · 9 hiring
- Enterprise Software202 companies · $623.1M raised · 13 hiring
- B2C E-Commerce193 companies · $402.4M raised · 11 hiring
- Deep Tech181 companies · $8.6B raised · 20 hiring
- SaaS127 companies · $186.6M raised · 8 hiring
- Gig Employers126 companies · $627M raised · 6 hiring
- Internet of Vehicles118 companies · $865.2M raised · 9 hiring
- Electric Vehicle Charging116 companies · $1.7B raised · 13 hiring
Monetization
How Auto Tech 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.
Subscription639
Commission on Transaction529
E-Commerce - Service254
E-Commerce - Product252
Physical Commerce221
Fee-For-Service211
Advertising128
Renting / Leasing90
Funding, M&A and the deals moving Auto Tech in France
Counts 191 corporate events over the past two years, including earnings releases, key‑person announcements, mergers, contracts and funding rounds.
Earnings 35Leadership 34M&A 30Contracts 25Funding 20Announcement 16Capital 8Product 6Assets 6Regulatory 5
- M&ACorpay, Inc. (NYSE: CPAY ), the corporate payments company, today announced it has completed the sale of PayByPhone, its mobile parking payments business, to Lightyear Capital.2026-04-06
- M&AStrategically, the acquisition supports expansion into smart mobility ecosystems, enabling seamless urban transportation experiences.2026-03-26
- FundingOn February 4, 2026, 200 bonds were issued, representing a total nominal amount of €500,000.2026-02-06
- FundingThe December 2025 raise follows an earlier $1.4 million close at the end of 2024 and brings new participation from Azur Innovation Fund, Witamax and MFounders, alongside follow-on support from Catalyst Fund and Digital Africa.2026-01-28
- M&AMachado Meyer and Pinheiro Neto advised on the acquisition of 44.39% of Administradora Geral de Estacionamentos' capital stock by Indigo Group, previously held by Patria Infraestrutura III – Fundo de Investimento em Participações Multiestratégia.2025-12-19
- M&ASoftBank has been on an acquisition splurge this year, buying chip designers Ampere last month.2025-12-08
- M&ALinklaters has advised Eurazeo Private Debt, a leading player in the European mid-market private debt sector, on the unitranche financing for the acquisition of Matawan, a leading smart mobility platform, by Antin Infrastructure Partners, a private equity firm specialising in infrastructure investments.2025-12-01
- M&AOLX has invested EUR 1.1 billion to acquire La Centrale.2025-11-24
- M&AThe 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.2025-10-09
- FundingThe Nîmois start-up Load Stations (15 employees), which creates a platform that centralizes the management of charging stations for electric vehicles, raises €4.5 million from the NCI fund, joined by several family offices and business angels.2025-09-16
Mergers and acquisitions
Deals from the last 24 months where a Auto Tech company in France 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 |
|---|---|---|---|---|
| undisclosed | Completed | 2026-04-06 | ||
| undisclosed | Completed | 2026-03-26 | ||
| undisclosed | — | 2026-01-05 | ||
| Administradora Geral de Estacionamentos | undisclosed | Completed | 2025-12-19 | |
| undisclosed | Announced | 2025-12-01 | ||
| undisclosed | Completed | 2025-11-17 |
Who is listing, hiring leaders, launching and winning work
Provides details on specific events such as leadership changes and new customer contracts within the sector.
Leadership moves
10 tracked people moves · last 12 months
PayByPhoneOtavio Ferreira · Appointment → Chief Technology OfficerSep 2025
Contract wins
14 customer wins · last 24 months
ENGIE Vianeowon undisclosed clientApr 2026
XYTwon steubing agFeb 2026
Regulatory & litigation
5 regulatory events · 0 tracked suits · 24 months
Mobilizesubject to regulatory approvalJan 2025
Earnings pulse
companies reporting results · last 24 months
8 companies reporting38 company-quarters tracked
Half of these companies grew revenue faster than -2.0%, half slower.
Who is building Auto Tech in France
Profiles 606 founders and CEOs across 428 companies, noting frequent alma maters like HEC Paris and prior employers such as Bain and Google.
Founders and chief executives12 of 606, from the best-funded companies on this page
Europcar Mobility, ex-Bentley Motors, ex-Skoda Auto, HEC Paris, 1989
Transdev, ex-Transdev Australasia, ex-Veolia Transport, Audencia, 1999
NEoT Capital, ex-CEO Uniross, Saft Batteries. ISC Paris 1987
World Economic Forum, InSEAD, ex-Schneider Electric, Imperial College London, Toyota Motor Corporation. Ecole centrale de Lyon MSc 2004…
Founder Sanak Retreat Bali.
Heetch, ex-Mydeal, ex-Nature Energies, Kungliga tekniska högskolan, 2008
ex-CEO Pneu Leader & Pneus France Nord.
Founder & CEO Timetonic, Founder & CEO O'Mailey SAS. Polytechnic School of Montreal MSc (1989), BSc (1987).
Kinaxia, ex-Inria, ex-Cnrs Centre National De La Recherche Scientifique, Polytech'Nice-Sophia, 2001
Where the founders studied
alma mater on record for 47 of 606 founders
HEC Paris17
INSEAD13
ESSEC Business School4
Emlyon Business School2
University of Cambridge2
Imperial College London1
Technical University of Munich1
Yale University1
Where they worked before
a previous employer on record for 5 of 606 founders
Bain2
Google1
Boston Consulting Group1
Microsoft1
Morgan Stanley1
Founders flagged as repeat founders
of 593 founders with a profile on this page
4
carry a repeat-founder flag
- flagged as repeat founders4
- no repeat-founder flag589
Radar
Look up the people behind Auto Tech companies in France
Search founders, executives and operators by company, role and location.
Who funds Auto Tech in France
Records 371 funding rounds since 2016 from 419 investors, with an average round size of $2.6 million.
| Investor · most active investors since 2016 | Rounds | Led | Latest |
|---|---|---|---|
| Europa | 65 | — | Nov 2023 |
| Bpifrance | 35 | 12 | Sep 2025 |
| Via ID | 21 | 7 | Nov 2023 |
| EIC Fund | 19 | 2 | Aug 2024 |
| Demeter | 11 | 8 | Jun 2024 |
| Banque des Territoires | 10 | 4 | Jun 2024 |
| RATP | 8 | 4 | Dec 2022 |
| Techstars | 8 | 4 | Jan 2024 |
| Supernova Invest | 7 | 6 | Aug 2024 |
| 360 Capital Partners | 7 | 4 | Sep 2022 |
Stage mix · rounds since 2016
Seed & Angel119
Series A–B114
Series C+ / PE24
Grants, debt & other114
The typical round is $2.6M — half were bigger, half smaller.
The biggest Auto Tech funding rounds in France
Highlights the largest disclosed round—ACC’s $1.2 billion Series D—and lists ten other sizable recent funding events.
| Company | Round | Size | When | Backers |
|---|---|---|---|---|
| Series Dmega-round | $1.2B | Sep 2021 | Mercedes-Benz | |
| Series Bmega-round | $588.7M | Sep 2021 | Xiangcheng Financial Holdings, ABC International Holdings, Suzhou Innovation Capital +1 more | |
| Series Bmega-round | $332.9M | Jan 2024 | PGGM, Bpifrance, Eurazeo +3 more | |
| Series C | $239.9M | Sep 2022 | ICG | |
| Series D | $212.4M | Oct 2023 | Mitsubishi Motors | |
| Series D | $200M | Sep 2015 | Insight Partners, VNV Global, Lead Edge Capital | |
| Series A | $167.8M | Jun 2022 | Eurazeo, RGREEN INVEST, RIVE Private Investment +13 more | |
| Series A | $155.3M | Jan 2018 | — | |
| Series E | $115M | Apr 2021 | Otiva, VNV Global | |
| Series D | $114M | Nov 2018 | SNCF |
Venture round sizes · 2023–2025
<$1M3
$1–10M22
$10–50M18
$50–250M1
>$250M1
45 venture rounds with a disclosed amount in the window.
Fresh cheques · last 6 months
Seed$3.5MMay 2026
Series A$25.8MApr 2026
What the news says about Auto Tech in France
Counts 345,915 news articles in the last year, most often covering topics such as international politics, sports events, security policies and the Olympic Games.
News volume
Auto Tech coverage across France · articles per quarter
2021Q22026Q1
peak ≥162,658 in 2025Q3 · ≥345,915 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative)
202120232025
Positive-tone share moved 58% → 47%, negative 38% → 51% across 2021–2025.
What the coverage is about
The subjects that dominate Auto Tech news in France. The arrow shows whether each one is being written about more or less than a year ago.
- International political relations≥73,855▲+16%
- International sports competitions≥65,335▼-50%
- Security and defense policies≥43,322▲+20%
- Olympic games coverage≥34,875▼-68%
- International relations and diplomacy≥31,800▲+20%
- Professional league updates≥28,389→-5%
- Championship event highlights≥22,598▼-22%
- Nationalism and sovereignty debates≥22,539→-7%
- Athlete transfer rumors≥18,731▲+10%
- Government international agreements coordination≥17,265▲+14%
Most-covered companies · last 12 months
- ≥243
- ≥34
- ≥16
- ≥15
- ≥11
- ≥7
- ≥4
- ≥4
- ≥4
- ≥3
32 Auto Tech companies here were named in the news over this period.
Prism
Watch Auto Tech coverage in France 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.
multilateral diplomacy+62%national security strategy+99%conceptual rock albums+4307%free trade deals+43%trade dispute mechanisms+73%international cooperation+48%bilateral trade+60%rock concerts+572%alternative rock concerts+547%rock band tours+946%
olympic team selections-83%olympic trials-84%olympic venues-87%summer olympics athletics-95%olympians career highlights-92%
The pressures the press keeps returning to
Three recurring angles in France Auto Tech coverage, and whether each is getting more attention year on year (through 2025).
Regulatory Risk ▲ rising
≥462,156 articles touch this dimension · 45.6% critical tone
20212025
signals: economic slowdown, inflation outlook, inflation breakdown
Funding Momentum ▲ rising
≥92,944 articles touch this dimension · 35.6% critical tone
20212025
signals: club valuation, inflation reports fx, currency intervention policies
Growth ▲ rising
≥178,631 articles touch this dimension · 28.1% critical tone
20212025
signals: gdp growth rate, nba expansion teams, gdp acceleration
Auto Tech jobs in France: who is hiring and what they ask for
Shows 1,145 job postings from 103 employers in the past year, with a median advertised salary of $57 k per year.
1,145postings · last 12 months
3,307postings tracked overall
103employers advertising
$57kmedian advertised salary/yr (n=127)
What level are these roles?
Entry20
Intern23
Senior23
Lead20
Manager84
Most advertised titles
- 62
- 30
- 27
- 24
- 22
- 20
What Auto Tech research is working on
Summarizes 53,340 academic papers, dividing them into identified problems, cautions and opportunities, with opportunities appearing in 18,826 papers.
How this field talks about itself
Auto Tech papers (gold) against all published research (grey)
Descriptive29.3% · 18.0%1.6×
Problem-identifying27.4% · 9.4%2.9×
Promising21.0% · 37.2%0.6×
Breakthrough14.3% · 25.9%0.6×
Comparative3.4% · 3.8%≈ par
Cautionary2.9% · 4.7%0.6×
Auto Tech literature runs 1.6× more “descriptive” than science at large (29.3% vs 18.0% 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 concerns about nursing practices, infection control, and medication safety 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 of technology in care
862 papers · 14.4% of this block
Papers discuss philosophical and humanitarian implications of tech use for incarcerated and medical populations.
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 shortcomings in rural cadastral records and forest cover 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 education methods
749 papers · 12.5% of this block
Authors raise issues with curriculum design, accessibility, and technology‑mediated teaching.
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 vehicles
654 papers · 10.9% of this block
Studies identify gaps in cybersecurity and human‑computer interfaces for automotive systems.
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
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 implications
270 papers · 19.5% of this block
Researchers urge careful assessment of societal, environmental, and safety impacts of driverless vehicles.
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 and learning barriers for students with special needs.
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 vulnerability of object detection and trajectory prediction to malicious attacks.
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 modeling structural walls and assessing porosity of filtration layers.
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 risks
165 papers · 11.9% of this block
Research warns of challenges in using saline irrigation and bacterial inoculants for crop productivity.
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 financial uncertainty
146 papers · 10.5% of this block
Authors discuss how policy volatility and disclosure practices affect 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
Papers propose systematic approaches to define and evaluate safety and cybersecurity needs for autonomous driving.
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 for driver assistance
1,072 papers · 17.9% of this block
Research advances lidar‑based object detection and scene analysis to improve autonomous vehicle awareness.
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 develop 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
Works explore effectiveness of virtual learning environments 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
Papers investigate novel compounds and diagnostic methods linking horticulture, medicine, and nanotechnology.
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 decisions
344 papers · 5.7% of this block
Studies apply deep reinforcement techniques to improve collision avoidance and behavior planning in autonomous systems.
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 Tech research and innovation
Research themes, patent activity and the companies commercialising them, in one place.
Keep going
Track Auto Tech in France beyond this page
Radar finds and filters the companies. Prism watches what is being said about them.
About this data: built from Fliar's company, founder, funding, hiring, jobs, news and research trackers, covering France. Counts are of companies we track, not of every company that exists. Updated August 2026.
Contact details
Reach this founder through Fliar Radar
Direct contact details for the people on this page are held in Fliar Radar, behind its own access controls.