Radar · Industry landscape · France
Auto Landscape of France
1,566 Auto 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.
1,566companies tracked
$10.2Bdisclosed funding
109hiring right now
616events · 24 months
≥456,316news articles · 12 months
Who leads Auto in France
Shows 1,566 French auto companies, highlighting the firms currently hiring and those that have disclosed recent funding rounds, such as Faurecia and ACC.
open roles
Hiring now
ranked by live open roles
- 01
Faurecia13last posted Aug 2026
- 02
OPmobility13last posted Aug 2026
- 03
Dorman Products12last posted Jul 2026
- 04
Profil Plus11last posted Jun 2026
- 05
utac11last posted Jun 2026
- 06
Stellantis11last posted Jun 2026
- 07
Retail Renault Group11last posted Jun 2026
- 08
AUTODISTRIBUTION11last posted Jun 2026
109 companies hiring · 4 posted in the last 30 days
disclosed funding
Most funded
disclosed totals, all rounds
- 01
ACC$6.1BGrant (prize money) · May 2024
- 02
Verkor$3.5BSeries C · Oct 2024
- 03
Opteven$132.5MPE · Apr 2014
- 04
Upway$120.9MSeries C · Sep 2025
- 05
Allopneus$63.5MSeries C · Apr 2015
- 06
Constellium$38.8MGrant (prize money) · Apr 2024
- 07
Tiamat$34.3MSeries B · Jan 2024
- 08
Datafolio$23.8MSeed · Jan 2021
63 companies with disclosed rounds · $10.2B total
revenue
Revenue leaders
official filings first, else latest snapshot
- 01
PSA Group$182.4BFY2021 filing
- 02
- 03
FORVIA$28.9BFY2024 filing
- 04
Valeo$25.5BFY2021 filing
- 05
Aramis Group$2.5BFY2022 filing
- 06
- 07
Renault Group$536.7Msnapshot Mar 2025
- 08
Starterre$285.6MFY2022 filing
16 companies with a revenue figure
headcount
Largest teams
ranked by tracked headcount
- 01
- 02
Michelin112,800tracked employees
- 03
- 04
- 05
- 06
Mobivia10,000tracked employees
- 07
plastiques du val de loire6,743tracked employees
- 08
actia group3,558tracked employees
69 companies with headcount data
share of events
Share of voice
share of all tracked sector news events, 24 months
- 01
- 02
- 03
- 04
- 05
- 06
- 07
Delfingen3.1%25 tracked events
- 08
Hopium3.0%24 tracked events
804 tracked events across 46 companies
articles
In the news
Prism news coverage, last 12 months
- 01
- 02
Peugeot≥467articles in the window
- 03
- 04
- 05
- 06
- 07
- 08
25 of these companies drew sector coverage in the window
Radar
See all 1,566 Auto companies in France
Filter by funding, headcount, hiring and location, and export the list.
How the Auto ecosystem in France grew, 2016–2025
Lists the number of auto companies founded each year from 2016 to 2025, with the highest count of 68 in 2020 and only one in 2025.
Companies founded / year
new Auto companies in France
20162025
peak 68 in 2020
Companies raising / year
with a disclosed round that year
20162025
peak 20 in 2021
Disclosed funding / year
sum of disclosed rounds (USD)
20162025
peak $6.2B in 2024
Where Auto companies in France are based
Ranks French cities by the number of auto firms located there, with Paris leading at 120 companies followed by Lyon and Toulouse.
Hub 01
Paris
120 Auto companies
55% of the Auto companies across these hubs
120companies
$140.6Mdisclosed funding
13hiring now
Hub 02
Lyon
27 Auto companies
12% of the Auto companies across these hubs
27companies
$23.2Mdisclosed funding
3hiring now
Hub 03
Toulouse
20 Auto companies
9% of the Auto companies across these hubs
20companies
$7.2Mdisclosed funding
4hiring now
Hub 04
Boulogne Billancourt
12 Auto companies
6% of the Auto companies across these hubs
12companies
1hiring now
generated artwork
Hub 05
Marseille
11 Auto companies
5% of the Auto companies across these hubs
11companies
$2.2Mdisclosed funding
Hub 06
Nanterre
10 Auto companies
5% of the Auto companies across these hubs
10companies
$2.5Mdisclosed funding
5hiring now
Hub 07
Nantes
9 Auto companies
4% of the Auto companies across these hubs
9companies
$711kdisclosed funding
Hub 08
Roubaix
9 Auto companies
The Auto market map of France: what these companies actually do
Breaks down the main product sub‑categories and revenue models used by auto companies, noting the largest groups like consumer digital (82 firms) and e‑commerce product sales (695 firms).
- Consumer Digital82 companies · $298.4M raised · 9 hiring
- B2C E-Commerce53 companies · $177.4M raised · 6 hiring
- Enterprise Tech32 companies · $6.1B raised · 3 hiring
- Second Hand Goods30 companies · $24.5M raised · 3 hiring
- Second Hand Cars E-Commerce26 companies · $24.5M raised · 3 hiring
- Online Auto Parts and Accessories20 companies · $97.6M raised · 3 hiring
- Green Transport19 companies · $9.6B raised · 5 hiring
- Marketplaces13 companies · $745k raised · 1 hiring
- Automotive Fintech11 companies · $34M raised
- Fintech11 companies · $34M raised
- Online New Cars Retail9 companies · 1 hiring
- Deep Tech8 companies · $9.6B raised · 4 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 - Product695
Physical Commerce637
Fee-For-Service484
Commission on Transaction360
E-Commerce - Service185
Advertising146
Subscription83
Renting / Leasing43
Business-model split
B2C 192B2B 34
Funding, M&A and the deals moving Auto in France
Counts 616 corporate events over the past two years, detailing types such as key‑person announcements (155) and earnings releases (127).
Leadership 155Earnings 127Announcement 86M&A 82Contracts 31Buyback 21Product 21Capital 20Assets 19Layoffs 15
- M&AFaurecia today announced that it has signed a Memorandum of Understanding to acquire the remaining 50 percent of its SAS joint venture from Continental for 225 million euros (Rs 1,760 crore).2026-04-15
- M&AThe transaction values Opel/Vauxhall at 1.3 billion and GM Financial’s European operations at 0.9 billion euros.2026-04-15
- M&AFCA withdrawing the offer, FCA said that it 'remains firmly convinced of the compelling, transformational rationale of a proposal that has been widely appreciated since it was submitted...'2026-04-14
- M&AMunich, March 5, 2026 – Mutares SE & Co. KGaA (ISIN: DE000A2NB650) has received an irrevocable offer from the company’s current management team to buy Peugeot Motocycles (PMTC).2026-03-05
- M&AUTAC completed a management-led buyout of USA Truck from DSV, returning the 1,800-truck carrier to private domestic control.2026-02-12
- M&ABridgepoint will sell its stake in Flexitallic, a global provider of sealing and joint integrity products, to tire manufacturing giant Michelin.2026-02-04
- M&Athe acquisition of Flauraud by the German investment fund FairCap2026-01-14
- M&AMate Rimac, founder of Rimac Automobili and current CEO of Bugatti Rimac, expressed serious interest in buying out Porsche's 45 percent ownership stake in the French-born automaker, with Rimac reportedly offering $1.1 billion for Porsche's piece.2025-12-31
- M&AAccording to the publication, Horner is leading an investment consortium that is preparing a 763 million euro offer to acquire a majority stake in the French team.2025-12-30
- M&AAfter several acquisitions targeted in recent years, the French group is now setting foot in Switzerland with the takeover of Ticino Ricambi, strengthening its logistical mesh and its ambition to become a pan-European player.2025-11-28
Mergers and acquisitions
Deals from the last 24 months where a Auto 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 | Pending | 2026-06-30 | ||
| undisclosed | Announced | 2026-05-28 | ||
| undisclosed | Announced | 2026-04-28 | ||
| Opel/Vauxhall | undisclosed | Announced | 2026-04-15 | |
| GM Financial’s European operations | undisclosed | Announced | 2026-04-15 | |
| SAS joint venture | undisclosed | Announced | 2026-04-15 |
Who is listing, hiring leaders, launching and winning work
Provides details on specific events such as leadership changes, product launches, and new customer contracts within the sector.
Leadership moves
66 tracked people moves · last 12 months
AraymondAbhit Thulkar · Appointment → Vice President for Business DevelopmentApr 2026
FraikinShaun Hull · Promotion → Director of Business DevelopmentMar 2026
Product launches
tracked launches · last 12 months
STOCK CARnew V8 engines (Engine)Mar 2026
Contract wins
18 customer wins · last 24 months
Mold Tecs Internationalwon European truck manufacturerDec 2025
Workforce actions
6 companies cutting roles · last 24 months
Walor~102 roles reportedNov 2024
Regulatory & litigation
15 regulatory events · 4 tracked suits · 24 months
AlpineCoR restored — Reserve Bank of IndiaAug 2025
Volkswagen Group Franceapplied for approvalJun 2025
- renault group v India’s National Company Law Tribunalreorganization of local operations · FiledApr 2026
- psa group v polestartrademark dispute · SettledJun 2025
Earnings pulse
companies reporting results · last 24 months
18 companies reporting129 company-quarters trackedbeat 7miss 0in line 0
Half of these companies grew revenue faster than -1.4%, half slower.
Who is building Auto in France
Profiles 202 founders and CEOs across 161 firms, showing common alma maters like HEC Paris and prior employers such as Apple and Uber.
Founders and chief executives12 of 202, from the best-funded companies on this page
ex-CEO Pneu Leader & Pneus France Nord.
Ex-Algeco Scotsman Group, Novelis, Pechiney, GE. Ecole Polytechnique MSc 1989
ENERGIGA, ex- BLOOMOON, ILIUM, Alcimed, L'Oreal. Paris-Saclay University 2006
Ex- Kamet, AXA Global Direct, Direct Assurance, AXA. ENSAE Paris 1999
Ex- The Boston Consulting Group, Swiss credit, Olivier Thevenon Selection, French Foreign Legion.Ecole Polytechnique MSc 2011
EPITECH 2004
Flitter, ex-Armis Tech, ex-Credit Agricole Cib, Université Paris I : Panthéon-Sorbonne & ENSTA (Ecole Normale Supérieure des Techniques Avancées)…
Tracteasy, ex-Tld Usa, ex-Tld America, Clarkson University
Bird, Usmile.CentraleSupélec 2019, ESSEC Business School 2019, Royal Holloway, University of London 2017
Where the founders studied
alma mater on record for 18 of 202 founders
HEC Paris5
INSEAD4
Emlyon Business School4
The Wharton School2
IIT Bombay1
King’s College London1
IESE Business School1
Cambridge Judge Business School1
Where they worked before
a previous employer on record for 3 of 202 founders
Apple1
Bain1
Uber1
Radar
Look up the people behind Auto companies in France
Search founders, executives and operators by company, role and location.
Who funds Auto in France
Records 125 funding rounds since 2016 from 119 investors, with a typical round size of $1.2 million.
| Investor · most active investors since 2016 | Rounds | Led | Latest |
|---|---|---|---|
| Economy And Finance | 29 | — | Apr 2024 |
| Europa | 20 | — | Jun 2023 |
| Ministerstvo Hospodárstva Slovenskej Republiky | 12 | — | Apr 2024 |
| Bpifrance | 4 | 1 | Mar 2025 |
| Founders Future | 3 | 3 | Nov 2023 |
| Kima Ventures | 3 | 2 | Jan 2022 |
| Global Founders Capital | 3 | 2 | Apr 2022 |
| Sequoia Capital | 3 | 2 | Nov 2023 |
| Entrepreneur Venture | 3 | 1 | Jan 2017 |
| ING | 3 | 1 | Oct 2024 |
Stage mix · rounds since 2016
Seed & Angel23
Series A–B19
Series C+ / PE7
Grants, debt & other76
The typical round is $1.2M — half were bigger, half smaller.
The biggest Auto funding rounds in France
Lists the ten largest disclosed funding rounds, the biggest being ACC’s $1.2 billion Series D.
| Company | Round | Size | When | Backers |
|---|---|---|---|---|
| Series Dmega-round | $1.2B | Sep 2021 | Mercedes-Benz | |
| Series Cmega-round | $912.9M | Sep 2023 | Meridiam, Credit Agricole Assurances, Renault Group +8 more | |
| Series C | $248M | Nov 2022 | Societe Generale, Siemens, European Investment Bank | |
| Series B | $121.7M | Jun 2021 | Renault, Government of France, EIT InnoEnergy +7 more | |
| Series C | $63.5M | Apr 2015 | Michelin | |
| Series B | $61.2M | Jul 2022 | — | |
| Series C | $60M | Sep 2025 | — | |
| Series B | $30M | Nov 2023 | Korelya Capital, Sequoia Capital, Exor +2 more | |
| Series A | $25.3M | Apr 2022 | Sequoia Capital, Exor, Europeanclimate +4 more | |
| Series B | $24.1M | Jan 2024 | Arkema, Stellantis Ventures, MBDA |
What the news says about Auto in France
Counts 456,316 news articles in the last year, with frequent coverage of topics like international politics and security policies.
News volume
Auto coverage across France · articles per quarter
2021Q22026Q1
peak ≥228,852 in 2025Q3 · ≥456,316 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative)
202120232025
Positive-tone share moved 56% → 43%, negative 40% → 54% across 2021–2025.
What the coverage is about
The subjects that dominate Auto news in France. The arrow shows whether each one is being written about more or less than a year ago.
- International political relations≥72,946▲+19%
- International sports competitions≥63,389▼-49%
- Security and defense policies≥42,534▲+23%
- Olympic games coverage≥33,916▼-67%
- International relations and diplomacy≥31,285▲+23%
- Nationalism and sovereignty debates≥22,318→-5%
- Professional league updates≥21,527→-6%
- Championship event highlights≥21,081▼-25%
- Government international agreements coordination≥16,998▲+14%
- Athlete transfer rumors≥15,329→+4%
Most-covered companies · last 12 months
- ≥3,168
- ≥467
- ≥225
- ≥62
- ≥61
- ≥60
- ≥36
- ≥22
- ≥12
- ≥11
25 Auto companies here were named in the news over this period.
Prism
Watch Auto 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+66%national security strategy+85%trade dispute mechanisms+58%international cooperation+55%hyundai usa dealers+5591%hyundai dealerships+6150%bilateral trade+51%nuclear proliferation+92%study overseas+85%honda fit+1629%
olympic team selections-81%olympic trials-83%olympic venues-86%summer olympics athletics-94%olympians career highlights-92%
The pressures the press keeps returning to
Three recurring angles in France Auto coverage, and whether each is getting more attention year on year (through 2025).
Regulatory Risk ▲ rising
≥401,012 articles touch this dimension · 46.6% critical tone
20212025
signals: geopolitical alliances, economic slowdown, inflation outlook
Funding Momentum ▲ rising
≥76,823 articles touch this dimension · 36.3% critical tone
20212025
signals: club valuation, inflation reports fx, currency intervention policies
Growth ▲ rising
≥162,165 articles touch this dimension · 27.3% critical tone
20212025
signals: gdp growth rate, gdp acceleration, economic output growth
Auto jobs in France: who is hiring and what they ask for
Aggregates 4,332 job postings from 188 employers in the past year, noting a median advertised salary of $29 k per year.
4,332postings · last 12 months
14,733postings tracked overall
188employers advertising
$29kmedian advertised salary/yr (n=483)
What level are these roles?
Entry59
Intern93
Senior107
Lead16
Manager277
Most advertised titles
- 436
- 393
- 267
- 227
- 173
- 159
15 Auto-relevant internships in India were advertised over the same 12 months.
What Auto research is working on
Summarizes 53,340 academic papers, categorizing 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% · 18.0%1.6×
Problem-identifying27.4% · 9.6%2.9×
Promising21.0% · 36.7%0.6×
Breakthrough14.3% · 26.5%0.5×
Comparative3.4% · 3.8%≈ par
Cautionary2.9% · 4.5%0.6×
Auto 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 Identity and Power Issues
1,059 papers · 17.6% of this block
Examines how gender, ethnicity, and power dynamics are portrayed and contested in humanitarian and media contexts.
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
Clinical Care Challenges in Pandemics
975 papers · 16.2% of this block
Investigates nursing practices, infection control, and medication safety for vulnerable patients during health crises.
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 Legal Compliance
876 papers · 14.6% of this block
Analyzes public‑sector information systems, privacy regulations, and legal frameworks for data handling in acquisitions.
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
Ethical and Educational Concerns
862 papers · 14.4% of this block
Explores philosophical, legal, and pedagogical questions surrounding marginalized groups and technology‑enhanced learning.
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 Management
825 papers · 13.8% of this block
Studies spatial analysis of forest cover, rural cadastral systems, and statistical methods for ecosystem assessment.
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 Curriculum Development
749 papers · 12.5% of this block
Focuses on qualitative research into teaching innovations, language accessibility, and early‑education training methods.
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
Human‑Computer Interaction in Automotive Contexts
654 papers · 10.9% of this block
Reviews security, usability, and decision‑making research for driver assistance and autonomous vehicle interfaces.
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
Medication Risks for Elderly Patients
274 papers · 19.8% of this block
Highlights adverse drug effects and pressure‑injury concerns among older hospitalized individuals.
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
Societal Impacts of Autonomous Transport
270 papers · 19.5% of this block
Discusses perceived risks, environmental effects, and public acceptance of driverless mobility solutions.
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 Well‑Being and Engagement
187 papers · 13.5% of this block
Addresses substance use, vulnerability, and evidence‑based strategies to improve participation of neurodiverse 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 of Perception Systems
171 papers · 12.4% of this block
Evaluates how attacks on lidar and trajectory prediction threaten safety and how defenses can be strengthened.
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
Material and Structural Testing Limits
171 papers · 12.4% of this block
Examines numerical simulations and imaging techniques for assessing durability of construction components.
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 Growth under Saline Conditions
165 papers · 11.9% of this block
Investigates biomass accumulation, nutrient extraction, and bacterial inoculation effects on salt‑tolerant crops.
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 Uncertainty and Disclosure
146 papers · 10.5% of this block
Analyzes how political‑economic volatility influences credit markets and mandatory versus voluntary 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 Engineering
1,592 papers · 26.5% of this block
Develops systematic methods to capture safety and cybersecurity 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 for Driver Assistance
1,072 papers · 17.9% of this block
Advances lidar‑based object detection and neural regression to improve situational awareness in autonomous vehicles.
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
Applies model‑predictive and control‑theoretic 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 Environments
800 papers · 13.3% of this block
Explores effectiveness of assessment tools and equity‑focused experiences within virtual and health‑related education.
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
Cadastral Data Integration for Sustainability
699 papers · 11.7% of this block
Combines BIM, 3D mapping, and analytics to model weather impacts and energy use in built environments.
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
Reinforcement Learning for Driving Decisions
686 papers · 11.4% of this block
Implements deep reinforcement strategies to coordinate lateral and longitudinal actions for safe autonomous navigation.
Cadastre · Cartography · Statistical analysis · Humanities
“BIM, 3D Cadastral Data and AI for Weather Conditions Simulation and Energy Consumption Monitoring”
Opportunities · theme 07
Reinforcement Learning / Reinforcement
344 papers · 5.7% of this block
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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Track Auto 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.
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