Industry landscapes
The companies, capital and talent shaping auto in London. Find the leaders. Understand the segments. See where the activity is.
An industry ecosystem,
measured in context.
23 featured companies from the funding, hiring, revenue and team-size leaderboards.
Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗
No company example met every recorded classification, independence and public-profile gate in this snapshot. The live directory may have newer qualifying companies.
Explore classified startups in Radar ↗A few useful ratios bring the size of this ecosystem into perspective.
9 of 334 tracked companies have open roles.
39 of 334 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 107 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 59.2% of disclosed capital, while 88.3% of tracked companies have no recorded funding round.
Explore the segments →Recorded company formation and disclosed funding across the complete annual series shown.
Sum of recorded funding rounds · USD
| Year | Funding (USD) | Founded | Raising |
|---|---|---|---|
| 2016 | $21.29M | 17 | 7 |
| 2017 | $62.55M | 23 | 10 |
| 2018 | $49.64M | 13 | 7 |
| 2019 | $263.56M | 14 | 10 |
| 2020 | $510.54M | 13 | 8 |
| 2021 | $625.88M | 12 | 8 |
| 2022 | $754.55M | 12 | 12 |
| 2023 | $155.07M | 9 | 8 |
| 2024 | $268.73M | 15 | 7 |
| 2025 | $722.7M | 0 | 5 |
Share of all disclosed company funding.
121 recorded rounds since 2016
Recorded participation in auto company rounds since 2016.
Backed by Sompo Holdings.
Backed by General Catalyst and BlackRock and others.
Backed by Index Ventures and BMW i Ventures and others.
Backed by DST Global and General Catalyst and others.
Backed by Fred Destin and DMGT and others.
Backed by Passion Capital and Investec and others.
Participating investors were not recorded in this snapshot.
Backed by Index Ventures and BMW i Ventures and others.
Backed by DMG Ventures and Stride and others.
Backed by Bessemer Venture Partners and Accel and others.
Backed by Geely.
Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.
Display conversions use the dated reference rates above. Where a verified rate is unavailable, figures retain their source currency. Each reporting cohort keeps its currency and accounting basis separate.
FY2025 · company accounts; aggregate reporting threshold not met · 2 reporting entities from 93 eligible matches.
Sum of reporting-entity revenue; not London market sales.
Combined result for the same cohort.
Combined net income ÷ combined revenue.
The middle covered reporting entity.
None of 2 covered entities.
Share of covered revenue from the five largest entities.
Reported cohort totals by year; coverage is stated for every period.
Bar height shows revenue. Changes in coverage can affect totals.
FY2025 · 2 reporting entities
Up to eight fixed company previews show financial amounts. Search and sort the wider company list, then continue in Radar.
| Company / reporting entity | Revenue | Net profit / loss | Net margin | Revenue growth | Total assets |
|---|---|---|---|---|---|
| Shortarm ↗08238550 | £0.0m | £-0.0m | -0.3% | — | — |
| 2RacingUK ↗12574954 | £0.0m | £-0.0m | -36.6% | — | — |
Explore full company accounts and filings.
Choose “View accounts” to inspect an available company preview.
Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.
| Industry | Covered / eligible | Revenue total | Median revenue | Net profit / loss | Aggregate margin | Profitable share | Overlap |
|---|
Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.
Filed annual accounts for exact designated national identifiers. Every aggregate and peer pair uses one fiscal year, source currency and reporting basis; periods, coverage and overlap are explicit; 2026 partials are excluded.
The same up to eight reporting entities remain open across years, filters and sorts. Other company figures are available in Radar.
Source currencies and accounting bases stay separate. Missing accounts are excluded rather than treated as zero. Exact reporting periods appear on company previews. Annual totals can change with coverage and do not measure growth of a fixed company cohort.
How the London companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
13 of the 334 companies on this page carry a measured traffic record (3.9%); these are the largest of those, by monthly visits. The median among them is 472,912 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| Carwowcarwow.co.uk | 6,859,331 | 71 | 73.5% |
| Motorwaymotorway.co.uk | 2,892,279 | 50 | 88% |
| Car & Classiccarandclassic.com | 2,843,618 | 67 | 61.6% |
| GSF Car Partsgsfcarparts.com | 2,670,972 | 50 | 80.8% |
| Cazoocazoo.co.uk | 2,272,506 | 57 | 71.4% |
| ClickMechanicclickmechanic.com | 725,123 | 44 | 81.3% |
| Bumperbumper.co | 472,912 | 48 | 89.9% |
| Marshmallowmarshmallow.com | 437,185 | 41 | 76.6% |
| Bike-parts-honda.combike-parts-honda.com | 417,268 | 36 | 81.3% |
| Zegozego.com | 377,377 | 45 | 80.9% |
Visits and authority are third-party web estimates, not company-reported figures.
17 of these companies (5.1%) publish at least one Android app — 29 apps in all, carrying 6.8M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| CuvvaCuvva | 2M | 3.9 | Auto & Vehicles |
| Total Car CheckTotal Car Check | 1.5M | 3.4 | Tools |
| Cazoo: Used Cars, Vans & BikesCazoo | 762.1K | 4.8 | Auto & Vehicles |
| Zego DeliveryZego | 659.7K | 4.2 | Finance |
| Motorway - Sell your carMotorway | 577.7K | — | Auto & Vehicles |
| Carwow: Buy. Sell. Wow.Carwow | 461.7K | — | Auto & Vehicles |
| Carmoola - Used Car FinanceCarmoola | 242.7K | 5 | Finance |
| Zego SenseZego | 170.5K | 4.2 | Auto & Vehicles |
| Car & Classic: Find Dream CarsCar & Classic | 167.4K | 4.9 | Auto & Vehicles |
| Rooster - Car Insurance & MoreRooster | 144.9K | — | Finance |
Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.
The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2023Q1–2026Q1).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| Auto Retail & Aftersales | 17 | 6.8M | Cuvva 2M | |
| Auto E-Commerce & Content | 14 | 5.3M | Cazoo: Used Cars, Vans & Bikes 762.1K | |
| Internet First Insurance Platforms | 5 | 3M | Zego Delivery 659.7K | |
| Connected Vehicles | 4 | 3M | Zego Sense 170.5K | |
| Insurance It | 2 | 214.3K | Rooster - Car Insurance & More 144.9K | |
| Auto Components | 12 | 39.7K | Blaupunkt DVR BP10 15.7K | |
| Mobiles & Accessories | 6 | 35.6K | Blaupunkt DVR Dashcam 12.4K | |
| Oil & Gas Downstream | 6 | 4.1K | Gulf Delivery App 2.7K |
A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.
Explore the segments behind the headline numbers.
Rank segments by scale, hiring or disclosed funding.
Companies can sit in several segments. Counts and funding overlap.
The largest measured segment in this report snapshot.
5 companies hiring · $3.33B disclosed funding
Explore in RadarCommon revenue models; a company can use more than one.
Recorded corporate activity linked to companies in this landscape.
Gasgoo Munich-ECARX announced late on Feb. 10 that the $100 million in convertible bonds planned under a purchase agreement signed on Nov. 3, 2025, were fully subscribed by Feb. 9, 2026.
Inchcape PLC on Tuesday said it has agreed to acquire Askja, Iceland’s leading automotive distributor, for an undisclosed sum.
Carmoola secures £300 million ABS facility with NatWest and Chenavari to scale car finance operations in the UK.
After the acquisition of the distributor Smet Auto-onderdelen and the appointment of Pim Nass as the sales manager for the on-site pneumatic activity
Fast forward to 2025, the startup has raised an additional $90 million in a funding round led by Portage, through its Portage Capital Solutions strategy. BlackRock and Columbia Lake Partners also participated in the round.
Insurance company iA Financial Corp. Inc. says it has acquired Global Warranty, a company that offers warranties for used cars and trucks in Canada.
Under the OFS, Fettle Tone LLP will sell shares to the tune of Rs 1,050 crore, and Bupa Singapore Holdings Pte Ltd will offload shares valued at Rs 350 crore.
The start-up of the Kerbi valve is looking to raise 800,000 euros.
Gridserve has sold its electric vehicle (EV) leasing division to Carwow for an undisclosed sum as part of its plans to focus on its core business of rapid charger infrastructure.
The business reported audited 2024 revenue of £66.4m, up 9% year-on-year, while operating losses widened to £35.1m as it stepped up investment in scaling a fully transactional platform.
Top 10 categories among 53 recorded events in the 24-month window.
2 companies with recorded IPO activity
2 tracked people moves
Appointment Chief Financial Officer
Appointment France\'s sales manager for the heavyweight business of Alliance Automotive Group
3 recorded customer wins
Customer: Europcar Mobility Group UKAutomotive
Customer: new hollandagriculture
Customer: Automotive
2 tracked suits
six-month moratorium to halt creditor actions and repossessionCivil · Filed
Debt restructuring and moratorium applicationCivil · Filed
Reported company results in the recorded window.
Median across 13 reported growth observations; companies may contribute multiple periods.
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| Inchcape→Askja | Announced | 2025-07-22 | Not stated in snapshot |
| Alliance Automotive Group→smet auto-onderdelen | Completed | 2025-06-16 | Not stated in snapshot |
| iA Financial Corp. Inc.→Global Warranty ↗ | Announced | 2025-02-04 | Not stated in snapshot |
| Carwow→Gridserve EV leasing division | Announced | 2024-10-09 | Not stated in snapshot |
| Carwow→autovia | Announced | 2024-10-09 | Not stated in snapshot |
| Endeavour Automotive→Turners of East Anglia | Completed | 2024-10-08 | Not stated in snapshot |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
Recorded hiring and workforce signals from the available source snapshot.
No repeated job title is supported by this snapshot.
0 tracked postings mention remote work.
| Company | Employees |
|---|---|
| Cazoo ↗ | 3,226 |
| ECARX ↗ | 1,501 |
| Carwow ↗ | 207 |
| Motorway ↗ | 164 |
| Cuvva ↗ | 150 |
| Endeavour Automotive ↗ | 120 |
| Dropless ↗ | 105 |
| Marshmallow ↗ | 50 |
88 founders and chief executives across 70 companies.
Ex-ScreenSelect, LoveFilm. University College London BEcom
Ex- Movebubble.
Ex- Co-Founder Advertising, Officebroker, Top10, ITV, Miva, Telegraph, uSwitch, CoinDesk, Opendesk. UCL BSc
Ex- Morningside Group, Boston Consulting Group.
Ex-BTC, Molson Coors Brewing, Inghams. University of Exeter BS 2009, MSc 2010
Ex-Founder Realister, Deliveroo, onefinestay. Tallinn University of Technology BA 2008
Ex-Yoti, Cognitran, Homeseller. University of East Anglia BSc 2009
Shanghai Jiaotong University 2008
Columbia University BA 1991, Harvard Business School MBA 2004
ex-Techstars Colstoun, Techstars, Forbes.The University of Edinburg Bsc 2010
Ex-Elevation Capital, Founder Zoomo, Sokratik, UrbanTouch. IIT Kharagpur 2010
Arksen Overland, ex-Ey, ex-Ford Motor, Henley Management College, 2010
11 profiles with education records.
0 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
43,278 articles in the measured 12-month window.
Auto coverage tagged London · articles per complete quarter
| Quarter | Articles |
|---|---|
| 2021Q2 | 7,556 |
| 2021Q3 | 7,957 |
| 2021Q4 | 7,529 |
| 2022Q1 | 8,240 |
| 2022Q2 | 8,548 |
| 2022Q3 | 11,189 |
| 2022Q4 | 10,428 |
| 2023Q1 | 9,743 |
| 2023Q2 | 10,677 |
| 2023Q3 | 8,950 |
| 2023Q4 | 8,902 |
| 2024Q1 | 10,196 |
| 2024Q2 | 9,539 |
| 2024Q3 | 9,841 |
| 2024Q4 | 10,305 |
| 2025Q1 | 12,946 |
| 2025Q2 | 9,915 |
| 2025Q3 | 11,730 |
| 2025Q4 | 10,262 |
| 2026Q1 | 10,760 |
Article volume measures coverage, not market sales.
85 recorded company events across 14 companies; percentages use that event total.
Auto coverage tagged London · ranked by full-period article count.
Recent and prior counts use the source comparison windows.
United Kingdom comparison coverage
| Keyword | Recent | Prior | Change |
|---|---|---|---|
| countries | 4,191 | 1,861 | 125% |
| tariff negotiations | 2,518 | 1,085 | 132% |
| stock performance | 1,678 | 998 | 68% |
| free trade deals | 1,404 | 508 | 176% |
| trade dispute mechanisms | 1,117 | 355 | 215% |
| bilateral trade | 1,093 | 372 | 194% |
| exchange rates | 859 | 85 | 911% |
| forex liquidity | 842 | 43 | 1858% |
| multilateral diplomacy | 839 | 472 | 78% |
| gold spot price | 823 | 48 | 1615% |
| free casino games | 42 | 1,119 | -96% |
| sweepstakes casino | 40 | 1,116 | -96% |
| simulated gambling apps | 43 | 1,114 | -96% |
| social casino | 41 | 1,114 | -96% |
| fun play casinos | 40 | 1,112 | -96% |
United Kingdom comparison coverage
territories, disputed islands, countries
19.4% critical · 13.7% positivecurrency intervention policies, inflation reports fx, eur/usd
39.0% critical · 45.5% positivevehicle sales forecasts, charging corridor development, dc fast-charging deployment
29.3% critical · 47.1% positiveAuto coverage tagged London. Topic labels describe recorded classifications and can include broad context.
53,340 papers in the recorded worldwide scope.
Tone counts: 45,828 positive · 3,083 neutral · 4,429 negative.
Landmark: A Survey of Autonomous Driving: <i>Common Practices and Emerging Technologies</i>
Landmark: Autonomous Vehicle Implementation Predictions: Implications for Transport Planning
Landmark: Are we ready for autonomous driving? The KITTI vision benchmark suite
Common problems researchers identify · 0117.6% of this theme group
Examines how gender, ethnicity, and power dynamics shape perceptions and representations within automotive contexts.
Humanities (304) · Identity (55) · Power (59) · Latin Americans (42)
Nuevas miradas sobre género e igualdad. Enfoques interdisciplinares.
Imagens e discursos em campanhas humanitárias: Análise crítica das representações das populações afetadas
Common problems researchers identify · 0216.2% of this theme group
Analyzes nursing and infection‑control challenges affecting passengers and drivers, especially older or vulnerable populations.
Nursing care (60) · Gynecology (47) · Coronavirus disease 2019 (66) · MEDLINE (45)
AVALIAÇÃO DO PERFIL E DA ACEITABILIDADE DE INTERVENÇÕES FARMACÊUTICAS EM PESSOAS IDOSAS HOSPITALIZADAS
Prevenção de infeções associadas aos cateteres venosos periféricos: um olhar sobre as intervenções de estudantes de Mestrado em enfermagem à
Common problems researchers identify · 0314.6% of this theme group
Investigates legal and technical frameworks for personal data handling, audits, and public‑policy implications in vehicle technologies.
Order (161) · Cadastre (51) · Government (54) · Public policy (32)
Auditoria a sistemas de informação e tecnologias aplicadas
Tratamento de Dados Pessoais em Operações de M&A: um estudo sobre as bases legais aplicáveis e as medidas técnicas e administrativas ado
Common problems researchers identify · 0414.4% of this theme group
Explores moral considerations, rights, and educational needs of individuals interacting with automotive health and safety technologies.
Philosophy (704) · Humanities (799) · Persona (24) · Derecho (10)
Educação para pessoas privadas de liberdade
O USO DAS TECNOLOGIAS EDUCACIONAIS PELO ENFERMEIRO APLICADAS AOS CUIDADOS PARA PESSOAS QUE REALIZAM HEMODIÁLISE: REVISÃO DE LITERATURA
Common problems researchers identify · 0513.8% of this theme group
Studies land‑cover changes, rural cadastral mapping, and ecological effects linked to transportation infrastructure.
Humanities (150) · Horticulture (14) · Statistical analysis (26) · Amazon rainforest (14)
CONSIDERAÇÕES SOBRE O CADASTRO AMBIENTAL RURAL E SUA IMPLEMENTAÇÃO
ANÁLISE ESPACIAL E TEMPORAL DAS TRANSFORMAÇÕES NA COBERTURA DA TERRA EM ÁREAS DE PROTEÇÃO AMBIENTAL NO ESTADO DE ALAGOAS POR MEIO DE GEOTECN
Common problems researchers identify · 0612.5% of this theme group
Looks at curriculum design, inclusive teaching methods, and technology‑mediated learning for automotive education.
Humanities (161) · Qualitative research (46) · Initial training (27) · Curriculum (16)
INOVAÇÃO PEDAGÓGICA MEDIADAS POR TECNOLOGIAS: CAMINHOS PARA UMA EDUCAÇÃO ATIVA
PRÁTICAS PEDAGÓGICAS INCLUSIVAS MEDIADAS POR LIBRAS: EXPERIÊNCIAS E DESAFIOS NO ENSINO FUNDAMENTAL
Common problems researchers identify · 0710.9% of this theme group
Addresses cybersecurity threats, human‑computer interaction flaws, and safety concerns within automotive engineering.
Computer security (83) · Transport engineering (51) · Human–computer interaction (56) · Automotive industry (40)
Planning and Decision-Making for Autonomous Vehicles
Autonomous Vehicle Technology: A Guide for Policymakers
Cautions · 0119.8% of this theme group
Highlights pressure injuries and medication complications among hospitalized or elderly individuals linked to transport contexts.
Gynecology (35) · CADASIL (16) · Leukoencephalopathy (12) · Internal medicine (12)
Análise da presença de lesão por pressão em pacientes hospitalizados e as principais comorbidades associadas
PERFIL MEDICAMENTOSO E PROBLEMAS RELACIONADOS À FARMACOTERAPIA EM PESSOAS IDOSAS HOSPITALIZADAS
Cautions · 0219.5% of this theme group
Warns of public‑transport integration challenges, risk perception, and broader social impacts of driverless vehicles.
Transport engineering (67) · Human–computer interaction (24) · Automotive engineering (20) · Aeronautics (19)
AUTONOMOUS VEHICLES - WHAT COULD THIS MEAN FOR THE FUTURE OF TRANSPORT?
Autonomous Vehicles as Public Transport: Perceptions of Risks and Opportunities for Mobility, the Environment, and Society
Cautions · 0313.5% of this theme group
Points out identity, inclusion, and engagement issues for students studying transportation and related fields.
Humanities (106) · Philosophy (75) · Identity (4) · Higher education (4)
Levantamento sobre uso de álcool e outras drogas e vulnerabilidades relacionadas de estudantes de escolas públicas participantes do programa
ADAPTAÇÕES E ESTRATÉGIAS BASEADAS EM EVIDÊNCIAS PARA AUMENTAR A INTERAÇÃO E O ENGAJAMENTO DE ALUNOS COM TEA NAS AULAS DE EDUCAÇÃO FÍSICA
Cautions · 0412.4% of this theme group
Examines how adversarial attacks compromise lidar and trajectory prediction, threatening autonomous vehicle safety.
Adversarial system (22) · Lidar (15) · Object detection (13) · Robustness (17)
On Adversarial Robustness of Trajectory Prediction for Autonomous Vehicles
Revisiting Adversarial Perception Attacks and Defense Methods on Autonomous Driving Systems
Cautions · 0512.4% of this theme group
Discusses testing limits, porosity, and simulation challenges for construction elements supporting transport systems.
Cadastre (10) · Materials testing (6) · Geology (8) · Statistical analysis (8)
Método para simulação numérica de paredes divisórias em alvenaria afetadas pelas flechas de estruturas de betão armado
Avaliação da porosidade e colmatação de camadas filtrantes via tomografia computadorizada de raios X e fluidodinâmica computacional
Cautions · 0611.9% of this theme group
Considers bacterial and microbial hazards when integrating plant cultivation with transportation or logistics.
Horticulture (23) · Microbiology (6) · Botany (5) · Bacteria (5)
Acumulação de biomassa e extração de nutrientes por plantas de feijão-de-corda irrigadas com água salina em diferentes estádios de desenvolv
Feijão caupi inoculado com bactérias associadas à adubação nitrogenada no metabolismo e crescimento da planta.
Cautions · 0710.5% of this theme group
Analyzes how political, tax, and disclosure variability affect funding and compliance for vehicle initiatives.
Order (15) · Government (10) · Investment (6) · Legislation (6)
INCERTEZA POLÍTICO-ECONÔMICA, AGRESSIVIDADE TRIBUTÁRIA E O EFEITO MODERADOR DO MERCADO DE CRÉDITO NAS EMPRESAS DE CAPITAL ABERTO LISTADAS NA
Informação obrigatória e voluntaria dos intangíveis: nível de divulgação e seus determinantes para as empresas cotadas portuguesas
Opportunities · 0126.5% of this theme group
Develops methods to jointly identify safety and cybersecurity requirements, improving driver acceptance and system reliability.
Human–computer interaction (176) · Transport engineering (139) · Computer security (91) · Automotive engineering (110)
Systematic Method for Identifying Safety and Security Requirements in Autonomous Driving: Case Study of Autonomous Intersection System
Exploring User Acceptance of Autonomous Vehicles: Impact of Driver and Vehicle Styles
Opportunities · 0217.9% of this theme group
Creates enhanced lidar and point‑cloud object detection techniques to boost situational awareness in autonomous vehicles.
Object detection (228) · Object (139) · Lidar (149) · Point cloud (88)
Road Scene Content Analysis for Driver Assistance and Autonomous Driving
Enhancing Safety Perception in Autonomous Driving Systems Through 3D Object Detection and Neural Network Regression
Opportunities · 0313.4% of this theme group
Applies model predictive control to generate dynamic, obstacle‑aware trajectories for self‑driving cars.
Trajectory (296) · Control theory (245) · Motion planning (167) · Model predictive control (105)
Dynamic Trajectory Planning and Tracking for Autonomous Vehicle With Obstacle Avoidance Based on Model Predictive Control
Dynamic Trajectory Planning for Vehicle Autonomous Driving
Opportunities · 0413.3% of this theme group
Explores effectiveness of virtual learning tools and equity‑focused experiences for automotive education and research.
Humanities (314) · Philosophy (216) · Qualitative research (30) · Order (42)
REFLEXÕES SOBRE A EFETIVIDADE DE FERRAMENTAS DE AVALIAÇÃO DA APRENDIZAGEM EMPREGADAS EM AMBIENTES VIRTUAIS DE APRENDIZAGEM: UM ESTUDO DE CAS
PET-Saúde/Equidade: Contribuições das Experiências Compartilhadas para a Formação Acadêmica e Profissional
Opportunities · 0511.7% of this theme group
Investigates novel compounds, nanomaterials, and traditional methods to improve automotive environmental performance.
Horticulture (37) · CADASIL (34) · Traditional medicine (24) · Leukoencephalopathy (23)
ANÁLISE MULTIMODAL E CARACTERIZAÇÃO MOLECULAR DE LESÕES PIGMENTADAS CUTÂNEAS BENIGNAS: AVANÇOS EM DIAGNÓSTICO DIFERENCIAL E IMPLICAÇÕES PARA
SINTESIS YTTRIUM DOPED ZnO DENGAN CAPPING AGENT KIMIA DAN \nBIOLOGI UNTUK PENINGKATAN EFISIENSI FOTOKATALITIK \nDEGRADASI ANTIBIOT
Opportunities · 0611.4% of this theme group
Leverages cadastral, BIM, and statistical analyses to model weather impacts and optimize energy use in transport.
Cadastre (79) · Cartography (16) · Statistical analysis (18) · Humanities (54)
BIM, 3D Cadastral Data and AI for Weather Conditions Simulation and Energy Consumption Monitoring
TECNOLOGIAS E INOVAÇÕES APLICADAS ÀS FASES DE ACABAMENTO EM EDIFÍCIOS DE MÚLTIPLOS PAVIMENTOS
Opportunities · 075.7% of this theme group
Builds frameworks where agents learn collision avoidance and decision‑making strategies for safer autonomous navigation.
Reinforcement learning (312) · Reinforcement (63) · Action (24) · Human–computer interaction (37)
Deep-Reinforcement-Learning-Based Collision Avoidance of Autonomous Driving System for Vulnerable Road User Safety
An Integrated Framework of Lateral and Longitudinal Behavior Decision-Making for Autonomous Driving Using Reinforcement Learning
Orientation shares compared with 25,000 papers in the reference sample.
| Research orientation | This field | Reference sample |
|---|---|---|
| Descriptive | 29.3% | 18.0% |
| Problem-identifying | 27.4% | 9.4% |
| Promising | 21.0% | 36.9% |
| Breakthrough | 14.3% | 26.6% |
| Comparative | 3.4% | 3.9% |
| Cautionary | 2.9% | 4.4% |
| Critical | 1.7% | 0.9% |
Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.
| Concern / example paper | Papers | Share | Raised as a problem | Worldwide share |
|---|---|---|---|---|
| Privacy & surveillanceThe social dilemma of autonomous vehicles | 196 | 0.42% | 76 (38.8%) | 0.42% |
| Safety & misuseNO Need to Worry about Adversarial Examples in Object Detection in Autonomous Vehicles | 146 | 0.31% | 38 (26.0%) | 0.31% |
| Bias & fairnessPersonal data, exploitative contracts, and algorithmic fairness: autonomous vehicles meet the internet of things | 16 | 0.03% | 7 (43.8%) | 0.03% |
| Energy & datacenter footprintA Survey on Approximate Edge AI for Energy Efficient Autonomous Driving Services | 8 | 0.02% | 0 (0.0%) | 0.02% |
| Concentration of compute powerTransport Policy Optimization with Autonomous Vehicles | 5 | 0.01% | 3 (60.0%) | 0.01% |
| Water useEnhanced AEC Qualification of 5nm AI Processor with Liquid Cooling for Level 4 Autonomous Driving | 1 | 0.0% | 1 (100.0%) | 0.0% |
| Labour & data workO sofrimento feminino na pandemia de COVID-19: como vulnerabilidades das mulheres foram reforçadas na crise sanitária | 1 | 0.0% | 1 (100.0%) | 0.0% |
| Carbon & emissions of compute | 0 | 0.0% | 0 (%) | 0.0% |
| Hardware, e-waste & supply chain | 0 | 0.0% | 0 (%) | 0.0% |
Institution and researcher rankings use citations to their covered work. Research scope: worldwide. This may be broader than the company geography.
Clear definitions for making better comparisons.
It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.
No. A company can belong to several segments, so segment counts and funding can overlap.
A dash or unavailable panel means the current reviewed source snapshot does not support that figure.
Company ecosystem snapshot: 3 September 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.
Canonical landscape ↗