Radar · Industry landscape · the United Kingdom
Auto Tech Landscape of the United Kingdom
3,747 Auto Tech companies in the United Kingdom, 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.
3,747companies tracked
$19.9Bdisclosed funding
78hiring right now
1,111events · 24 months
100,938news articles · 12 months
Who leads Auto Tech in the United Kingdom
Shows the top 3,747 UK auto‑tech firms, highlighting which are hiring, best funded and most covered, with 78 currently hiring and 338 having disclosed recent funding.
open roles
Hiring now
ranked by live open roles
- 01
Gofor8last posted Apr 2026
- 02
Keyloop6last posted Jul 2026
- 03
Automotive World5last posted Apr 2026
- 04
FairSquare5last posted Mar 2026
- 05
Dropless5last posted Jun 2026
- 06
We Buy Any Car5last posted Mar 2026
- 07
IN\'n\'OUT4last posted Apr 2026
- 08
Cuvva3last posted Jun 2026
78 companies hiring · 3 posted in the last 30 days
disclosed funding
Most funded
disclosed totals, all rounds
- 01
Zenobe$3.1BConventional Debt · Jul 2025
- 02
Wayve$2.6BSeries D · Apr 2026
- 03
Cazoo$1.2BPost IPO · Feb 2022
- 04Gett$1.1BSeries D · Jan 2021
- 05
Octopus$890.5MConventional Debt · Nov 2025
- 06
Carmoola$721.6MConventional Debt · Jun 2025
- 07
Oodle Car Finance$668.5MConventional Debt · Sep 2019
- 08
Conigital$625.2MSeries A · Sep 2023
338 companies with disclosed rounds · $19.9B total
revenue
Revenue leaders
official filings first, else latest snapshot
- 01
Halfords$2.1BFY2022 filing
- 02
Motorpoint$1.6BFY2021 filing
- 03
Big Motoring World$510.3Msnapshot Dec 2021
- 04
Marshmallow$369.9Msnapshot Dec 2024
- 05
- 06
AB Dynamics$60.4Msnapshot Aug 2020
- 07
- 08
Ohme$53.4Msnapshot Dec 2023
33 companies with a revenue figure
headcount
Largest teams
ranked by tracked headcount
- 01
- 02
Arnold Clark5,257tracked employees
- 03
- 04
- 05
Tracsis956tracked employees
- 06
- 07
Wrightbus868tracked employees
- 08
113 companies with headcount data
share of events
Share of voice
share of all tracked sector news events, 24 months
- 01
SNAP17.2%280 tracked events
- 02
Indra11.6%190 tracked events
- 03
Manheim9.3%152 tracked events
- 04
Vertical Aerospace7.4%120 tracked events
- 05
- 06
- 07
- 08
Altilium2.3%37 tracked events
1,632 tracked events across 133 companies
articles
In the news
Prism news coverage, last 12 months
- 01
- 02
First Bus228articles in the window
- 03
InstaVolt228articles in the window
- 04
- 05
Confused.com178articles in the window
- 06
Carwow162articles in the window
- 07
- 08
Auto Trader125articles in the window
139 of these companies drew sector coverage in the window
Radar
See all 3,747 Auto Tech companies in the United Kingdom
Filter by funding, headcount, hiring and location, and export the list.
How the Auto Tech ecosystem in the United Kingdom grew, 2016–2025
Shows the number of auto‑tech companies founded each year from 2016 to 2025, peaking at 275 in 2020 and falling to 16 in 2025.
Companies founded / year
new Auto Tech companies in the United Kingdom
20162025
peak 275 in 2020
Companies raising / year
with a disclosed round that year
20162025
peak 92 in 2021
Disclosed funding / year
sum of disclosed rounds (USD)
20162025
peak $4B in 2023
Where Auto Tech companies in the United Kingdom are based
Hub 01
London
769 Auto Tech companies
73% of the Auto Tech companies across these hubs
769companies
$14.2Bdisclosed funding
27hiring now
Hub 02
Birmingham
57 Auto Tech companies
5% of the Auto Tech companies across these hubs
57companies
$646.8Mdisclosed funding
1hiring now
Hub 03
Manchester
51 Auto Tech companies
5% of the Auto Tech companies across these hubs
51companies
$213Mdisclosed funding
4hiring now
Hub 04
Bristol
40 Auto Tech companies
4% of the Auto Tech companies across these hubs
40companies
$678.1Mdisclosed funding
2hiring now
Hub 05
Glasgow
39 Auto Tech companies
4% of the Auto Tech companies across these hubs
39companies
$77Mdisclosed funding
2hiring now
Hub 06
Leeds
39 Auto Tech companies
4% of the Auto Tech companies across these hubs
39companies
$13.6Mdisclosed funding
Hub 07
Edinburgh
31 Auto Tech companies
3% of the Auto Tech companies across these hubs
31companies
$18.3Mdisclosed funding
3hiring now
Hub 08
Coventry
29 Auto Tech companies
3% of the Auto Tech companies across these hubs
29companies
$102Mdisclosed funding
The Auto Tech market map of the United Kingdom: what these companies actually do
Shows how UK auto‑tech firms split across product types, with consumer digital (2,389) and enterprise tech (1,530) leading, and the most common revenue models being subscription (1,582) and commission on transaction (1,557).
- Consumer Digital2,389 companies · $8.9B raised · 38 hiring
- Enterprise Tech1,530 companies · $13.9B raised · 44 hiring
- B2C E-Commerce1,148 companies · $3.1B raised · 11 hiring
- Shared Mobility913 companies · $2B raised · 8 hiring
- Cab Ride-Hailing827 companies · $1.3B raised · 4 hiring
- Green Transport766 companies · $7.9B raised · 19 hiring
- Enterprise Software621 companies · $4.3B raised · 21 hiring
- Gig Employers620 companies · $1.3B raised · 6 hiring
- Marketplaces498 companies · $2.9B raised · 8 hiring
- SaaS419 companies · $8B raised · 14 hiring
- Deep Tech340 companies · $9.5B raised · 15 hiring
- Internet of Vehicles300 companies · $4.9B raised · 8 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.
Subscription1,582
Commission on Transaction1,557
Fee-For-Service930
E-Commerce - Service892
E-Commerce - Product825
Physical Commerce552
Advertising521
Renting / Leasing101
Business-model split
B2C 321B2B 73
Funding, M&A and the deals moving Auto Tech in the United Kingdom
Leadership 331Earnings 152Funding 145M&A 136Contracts 93Announcement 74Assets 37Capital 33Product 26Jobs 15
- M&Aacquired TBR Global Chauffeuring, a luxury rides company based in Glasgow.2026-04-24
- FundingVertical Aerospace closed (20-Apr-2026) its financing package of up to USD850 million.2026-04-21
- FundingThe extension totals $60 million and adds three household names in automotive computing to a shareholder register that already spans cloud infrastructure, mobility platforms and global manufacturers.2026-04-17
- FundingIn addition to the grant funding, Altilium has secured over £17m in private investment to date, including strategic investments from SQM, Marubeni Corporation and Mizuho Bank.2026-04-13
- M&ASpain’s state holding company SEPI has resumed talks to merge Indra with privately held defence firm Escribano Mechanical & Engineering (EM&E) in a deal the Spanish government deems strategically important, newspaper El Economista reported on Thursday.2026-04-10
- M&ASnap acquired select assets from video game developer and publisher Rec Room to strengthen its immersive and social gaming capabilities.2026-04-08
- M&AHarbor Capital Advisors Inc. bought a new stake in LGN (NASDAQ:LGN – Free Report) during the fourth quarter, according to the company in its most recent disclosure with the SEC. The firm bought 28,353 shares of the company’s stock, valued at approximately $1,220,000.2026-04-06
- M&AAmerica’s Auto Auction has expanded into the international market with the acquisition of UK-based G3 Remarketing (operating as G3 Vehicle Auctions).2026-04-02
- M&ATransport technology provider, Tracsis, has acquired Vesputi GmbH, a German digital ticketing technology provider, for a gross initial consideration of €5.8m/£5.1m.2026-04-02
- M&APelican Intl Inc. announced it has acquired The KL Companies, Inc., a Muskegon, Michigan-based manufacturer known as KL Outdoor, in a move aimed at accelerating its long-term growth strategy and reinforcing its leadership position in the North American paddlesports market.2026-03-30
Mergers and acquisitions
Deals from the last 24 months where a Auto Tech company in the United Kingdom 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 |
|---|---|---|---|---|
| Swvl Holdings Corp | undisclosed | Terminated | 2026-07-29 | |
| Escribano Mechanical & Engineering (EM&E) | undisclosed | Announced | 2026-07-10 | |
| undisclosed | Completed | 2026-04-24 | ||
| undisclosed | Announced | 2026-04-15 | ||
| undisclosed | Announced | 2026-04-08 | ||
| $100M | Terminated | 2026-04-07 |
Who is listing, hiring leaders, launching and winning work
Shows detailed event types such as IPO filings, leadership changes, product launches and contract wins for the sector.
IPO pipeline
5 companies listed or filing · last 24 months
AndersenIPO · NYSE · ANDG · 2 reportsDec 2025
POD PointIPO · London Stock Exchange · 2 reportsJun 2025
fettleOFS · 1 reportNov 2024
Leadership moves
91 tracked people moves · last 12 months
AutocabSafa Alkateb · Resignation — was Chief Executive OfficerApr 2026
Product launches
tracked launches · last 12 months
ZipChargeGo (Portable charger)Apr 2026
Ilika10 Ah Goliath battery prototypes (solid-state battery)Dec 2025
BP Chargemasterbp pulse ultrafast charging hubs (EV Charging Infrastructure)Dec 2025
AurrigoInternational Licensing and Hub Programme (Hub Strategy)Dec 2025
Contract wins
63 customer wins · last 24 months
pinewood technologies plcwon Global Auto HoldingsMar 2026
Digital INNKwon emacMar 2026
Workforce actions
6 companies cutting roles · last 24 months
EO Charging~69 roles reported · challenging trading conditionsApr 2026
Partfulscale undisclosed · insolvencyApr 2026
London EV Company~66 roles reported · sales declineOct 2025
GRIDSERVE~81 roles reported · business downturnJul 2025
BCAscale undisclosed · site closureMay 2025
Regulatory & litigation
16 regulatory events · 13 tracked suits · 24 months
- N, A v snap, tiktoksettlement before trial commencement · SettledMar 2026
- kgm v meta, youtube, tiktok, snapproduct liability for addictive design targeting young users · OngoingMar 2026
Earnings pulse
companies reporting results · last 24 months
33 companies reporting156 company-quarters trackedbeat 32miss 8in line 4
Half of these companies grew revenue faster than +11.0%, half slower.
Who is building Auto Tech in the United Kingdom
Shows 1,036 founders and CEOs across 844 firms, noting that Oxford (21), Cambridge (20) and Imperial College (17) are the most common alma maters, and Google, McKinsey and Microsoft each appear three times as prior employers.
Founders and chief executives12 of 1,036, from the best-funded companies on this page
repeat founder
Ex-ScreenSelect, LoveFilm. University College London BEcom
Ex- Eneco Country Director, Eneco UK. Royal Holloway, University of London BA, Ancient History 2001, Royal Holloway, University of London MA…
repeat founder
Ex- Movebubble.
Ex-Venn Partners, Credit Suisse, AIG Financial Products. University of Oxford 1995
Refractiv, Akal Air. Derby University BA
repeat founder
The University of Edinburgh 2000
Ex-Big60Million
Amazon. Aston University MEng 2001, University of Oxford DPhil 2005
Ex- Co-Founder Advertising, Officebroker, Top10, ITV, Miva, Telegraph, uSwitch, CoinDesk, Opendesk. UCL BSc
Where the founders studied
alma mater on record for 119 of 1,036 founders
University of Oxford21
University of Cambridge20
Imperial College London17
University of Warwick12
INSEAD8
London Business School (LBS)7
University College London7
University of Bristol7
Where they worked before
a previous employer on record for 18 of 1,036 founders
Google3
McKinsey3
Microsoft3
Boston Consulting Group2
Amazon2
Apple2
Morgan Stanley2
eBay1
Founders flagged as repeat founders
of 879 founders with a profile on this page
7
carry a repeat-founder flag
- flagged as repeat founders7
- no repeat-founder flag872
Radar
Look up the people behind Auto Tech companies in the United Kingdom
Search founders, executives and operators by company, role and location.
Who funds Auto Tech in the United Kingdom
Shows 980 funding rounds since 2016 backed by 915 investors, with a typical round size of $2.2 million.
| Investor · most active investors since 2016 | Rounds | Led | Latest |
|---|---|---|---|
| Gov | 30 | 1 | Apr 2026 |
| Europa | 24 | — | Dec 2023 |
| InMotion Ventures | 20 | 5 | Aug 2025 |
| Balderton Capital | 14 | 4 | Feb 2026 |
| Ukri | 13 | 1 | Apr 2026 |
| Advanced Propulsion Centre UK | 12 | — | Apr 2026 |
| BGF | 10 | 7 | Dec 2023 |
| Development Bank of Wales | 10 | 3 | Feb 2025 |
| LocalGlobe | 8 | 6 | Apr 2023 |
| Maven Capital Partners | 8 | 5 | Nov 2021 |
Stage mix · rounds since 2016
Seed & Angel425
Series A–B279
Series C+ / PE80
Grants, debt & other196
The typical round is $2.2M — half were bigger, half smaller.
The biggest Auto Tech funding rounds in the United Kingdom
Shows the largest disclosed round—Wayve’s $1.2 billion Series D—and lists ten other large recent rounds.
| Company | Round | Size | When | Backers |
|---|---|---|---|---|
| Series Dmega-round | $1.2B | Feb 2026 | Eclipse, Balderton Capital, SoftBank Vision Fund +11 more | |
| Series Emega-round | $1.1B | Sep 2023 | KKR, Infracapital, Pantheon Infrastructure | |
| Series Cmega-round | $1.1B | Feb 2024 | SoftBank Group, Nvidia, Microsoft | |
| Series Amega-round | $623.1M | Sep 2023 | — | |
| Series Dmega-round | $311M | Oct 2020 | General Catalyst, BlackRock, Fidelity Investments +8 more | |
| Gett | Series Dmega-round | $300M | May 2016 | Volkswagen Group |
| Series B | $241.3M | Aug 2022 | Infracapital, Mitsubishi HC Capital, The Rise Fund | |
| Series B | $235.2M | Jan 2022 | Microsoft, Baillie Gifford, Virgin +11 more | |
| Series A | $205M | Oct 2021 | Mudrick Capital, Kouros Investment, American Airlines +4 more | |
| Gett | Series D | $200M | May 2019 | Volkswagen Group, Access Industries, Len Blavatnik +2 more |
Venture round sizes · 2023–2025
<$1M39
$1–10M51
$10–50M24
$50–250M11
>$250M3
128 venture rounds with a disclosed amount in the window.
Fresh cheques · last 6 months
Series C$28MApr 2026
Series D$103MMar 2026
PEundisclosedMar 2026
Grant (prize money)$684kFeb 2026
What the news says about Auto Tech in the United Kingdom
Shows 100,938 news articles in the last year, most often covering crashes, market trends, Formula One, EV technology and innovations.
News volume
Auto Tech coverage across United Kingdom · articles per quarter
2021Q22026Q1
peak 32,935 in 2025Q1 · 100,938 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative)
202120232025
Positive-tone share moved 67% → 67%, negative 31% → 31% across 2021–2025.
What the coverage is about
The subjects that dominate Auto Tech news in United Kingdom. The arrow shows whether each one is being written about more or less than a year ago.
- Transportation-related crashes and derailments8,041▲+16%
- Automotive industry market trends7,283▼-45%
- Formula one championships6,472▼-20%
- Electric vehicle (ev) technology and innovations5,273▲+57%
- Electric vehicle (ev) technology5,024→+3%
- Strategic partnerships and collaborations4,721▲+26%
- New product launches and innovations4,705▲+20%
- International sports competitions4,304→-2%
- Executive leadership changes and appointments3,926→+3%
- Electric vehicle charging infrastructure3,620→+7%
Most-covered companies · last 12 months
- 710
- 228
- 228
- 207
- 178
- 162
- 132
- 125
- 119
- 112
139 Auto Tech companies here were named in the news over this period.
Prism
Watch Auto Tech coverage in United Kingdom 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.
pope+157%test innings+53%free trade deals+69%charging accessibility+62%bilateral trade+128%trade dispute mechanisms+113%ashes test+112%ashes captains+154%preferential tariff+42%hybrid vehicle power management+71%
vehicle sales forecasts-48%new vehicle retailers-83%current model year dealers-86%factory fresh automobiles-88%economic slowdown-64%
The pressures the press keeps returning to
Three recurring angles in United Kingdom Auto Tech coverage, and whether each is getting more attention year on year (through 2025).
Regulatory Risk ▲ rising
123,907 articles touch this dimension · 36.4% critical tone
20212025
signals: f1 world championship, test cricket, handicapped parking enforcement
Funding Momentum ▲ rising
30,537 articles touch this dimension · 33.9% critical tone
20212025
signals: test cricket, test innings, roundabouts
Growth ▲ rising
57,502 articles touch this dimension · 26.1% critical tone
20212025
signals: vehicle sales forecasts, charging corridor development, new vehicle retailers
Auto Tech jobs in the United Kingdom: who is hiring and what they ask for
Shows 136 job postings from 17 employers over the past year, with top required skills including SQL, Python, AWS, Terraform and Salesforce.
136postings · last 12 months
240postings tracked overall
17employers advertising
Demand
The Skills Employers Ask For
What Auto Tech employers in the United Kingdom 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.
- sql23→
- python20▲
- aws17▲
- terraform14▲
- salesforce14▲
- crm13→
- github actions11▲
- excel10▼
- spark9▼
- docker9▲
Most advertised titles
- 3
- 2
- 2
- 2
- 2
- 2
What Auto Tech research is working on
Shows 53,340 academic papers on auto‑tech, divided into 15,526 on common problems, 1,545 on cautions and 18,826 on opportunities.
How this field talks about itself
Auto Tech papers (gold) against all published research (grey)
Descriptive29.3% · 17.4%1.7×
Problem-identifying27.4% · 9.5%2.9×
Promising21.0% · 37.3%0.6×
Breakthrough14.3% · 26.4%0.5×
Comparative3.4% · 4.1%0.8×
Cautionary2.9% · 4.3%0.7×
Auto Tech literature runs 1.7× more “descriptive” than science at large (29.3% vs 17.4% 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
Humanities / Identity
1,059 papers · 17.6% of this block
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
Nursing Care / Gynecology
975 papers · 16.2% of this block
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
Order / Cadastre
876 papers · 14.6% of this block
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
Philosophy / Humanities
862 papers · 14.4% of this block
Philosophy · Humanities · Persona · Derecho
“Educação para pessoas privadas de liberdade”
862 of these papers raise it as a problem
Problems · theme 05
Humanities / Horticulture
825 papers · 13.8% of this block
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
Humanities / Qualitative Research
749 papers · 12.5% of this block
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
Computer Security / Transport Engineering
654 papers · 10.9% of this block
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
Gynecology / Cadasil
274 papers · 19.8% of this block
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
Transport Engineering / Human–Computer Interaction
270 papers · 19.5% of this block
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
Humanities / Philosophy
187 papers · 13.5% of this block
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 System / Lidar
171 papers · 12.4% of this block
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
Cadastre / Materials Testing
171 papers · 12.4% of this block
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
Horticulture / Microbiology
165 papers · 11.9% of this block
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
Order / Government
146 papers · 10.5% of this block
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
Human–Computer Interaction / Transport Engineering
1,592 papers · 26.5% of this block
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
Object Detection / Object
1,072 papers · 17.9% of this block
Object detection · Object · Lidar · Point cloud
“Road Scene Content Analysis for Driver Assistance and Autonomous Driving”
Opportunities · theme 03
Trajectory / Control Theory
807 papers · 13.4% of this block
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
Humanities / Philosophy
800 papers · 13.3% of this block
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
Horticulture / Cadasil
699 papers · 11.7% of this block
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
Cadastre / Cartography
686 papers · 11.4% of this block
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 Tech research and innovation
Research themes, patent activity and the companies commercialising them, in one place.
Keep going
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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 the United Kingdom. Counts are of companies we track, not of every company that exists. Updated August 2026.
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