Industry landscapes
Industry report

Funding and advertised pay are reported in USD; filed accounts retain their stated source currency and basis.

Exchange-rate basis

Indicative conversions use ECB reference rates dated 2026-09-14, applied consistently across all periods. They are not historical exchange rates. Indian rupees may use crore (1 crore = 10 million); other currencies use K, M and B. CSV downloads, source documents and quoted news headlines retain their original currencies.

THE LONDON EDITION 2026

London’s
auto tech industry,
in focus.

The companies, capital and talent shaping auto tech in London. Find the leaders. Understand the segments. See where the activity is.

Snapshot: Funding in USD
Illustrated cover for Auto Tech Industry Landscape of London
GB
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Auto Tech illustration
MEET THE COMPANIES

Explore London’s auto tech leaders

24 featured companies from the funding, hiring, revenue and team-size leaderboards.

Expand panel +
Auto Tech company highlights in London, snapshot 1 September 2026
Company
Zenobezenobe.com$3.05B—200Financial figure available in RadarView in Radar
Wayvewayve.ai$2.61B—42—
Cazoocazoo.co.uk$1.19B—3,226Financial figure available in RadarView in Radar
Gett$1.12B———
Octopusoctopusev.com$890.51M—89Financial figure available in RadarView in Radar
Carmoolacarmoola.co.uk$721.59M—8—
Motorwaymotorway.co.uk$309.81M—164—
Britishvoltbritishvolt.com$263.46M—9—
Automotive Worldautomotiveworld.com—5 roles——
Droplessdropless.co.uk—5 roles105—
Cuvvacuvva.com—3 roles150Financial figure available in RadarView in Radar
GoVirtuogovirtuo.com—2 roles13—
IONETICionetic.uk—2 roles2—
MotorKmotork.io—2 roles400Financial figure available in RadarView in Radar
Rightchargerightcharge.co.uk—2 roles10—
Skyportsskyports.net—2 roles22—
Auto Expressautoexpress.co.uk————
Car & Classiccarandclassic.com————
Carwowcarwow.co.uk——207Financial figure available in RadarView in Radar
Connected Kerbconnectedkerb.com——11Financial figure available in RadarView in Radar
EO Chargingeocharging.com——66—
Jigcarjigcar.com————
Marshmallowmarshmallow.com——50Financial figure available in RadarView in Radar
National Railnationalrail.co.uk——38—
24 featured companies

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 ↗

Company discovery

Recorded evidence only

Explore the live startup set in Radar

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 ↗
THE KEY SIGNALS

Auto Tech industry KPIs in London

A few useful ratios bring the size of this ecosystem into perspective.

1 September 2026
Hiring participation3.5%

27 of 763 tracked companies have open roles.

Funding participation20.8%

159 of 763 tracked companies have a recorded round.

Top 3 funding share48.3%

Share of disclosed capital received by the three largest recorded recipients.

Median disclosed round$2.5M

Midpoint of 440 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 48.3% of disclosed capital, while 79.2% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How London auto tech has grown

Recorded company formation and disclosed funding across the complete annual series shown.

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

London auto tech
$0$836.33M$1.67B$2.51B$3.35B2016: $532.72M20162017: $232.48M20172018: $294.23M20182019: $772.94M20192020: $1.02B20202021: $1.51B20212022: $1.91B20222023: $2.93B20232024: $2.07B20242025: $1.22B2025
View the numbers
Annual auto tech funding and company formation in London
YearFunding (USD)FoundedRaising
2016$532.72M5619
2017$232.48M6927
2018$294.23M6328
2019$772.94M6849
2020$1.02B6537
2021$1.51B5549
2022$1.91B2944
2023$2.93B2738
2024$2.07B1422
2025$1.22B517
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Zenobe21.5%
  • Wayve18.4%
  • Cazoo8.4%
  • Other companies51.7%

Funding by stage

514 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel237 46.1%
Series A–B152 29.6%
Series C+ / PE55 10.7%
Grants, debt & other70 13.6%

Recent recorded rounds

Latest recorded rounds · USD
2 rounds

Swipe or scroll horizontally to browse.

Series D04/2026
Wayve $60M

Backed by AMD and Arm and others.

Series C04/2026
Zego $28M

Backed by Sompo Holdings.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series D02/2026
Wayvewayve.ai$1.2B

Backed by Eclipse and Balderton Capital and others.

Series C02/2024
Wayvewayve.ai$1.05B

Backed by SoftBank Group and Nvidia and others.

Series D05/2016
Gett$300M

Backed by Volkswagen Group.

Series B01/2022
Wayvewayve.ai$235.22M

Backed by Microsoft and Baillie Gifford and others.

Series D05/2019
Gett$200M

Backed by Volkswagen Group and Access Industries and others.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.

Expand panel +
GBP · millions · consolidated

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 · 1 reporting entities from 250 eligible matches.

Revenue in covered accounts—

Sum of reporting-entity revenue; not London market sales.

Net profit / loss—

Combined result for the same cohort.

Aggregate net margin—

Combined net income ÷ combined revenue.

Median company revenue—

The middle covered reporting entity.

Profitable entities—

None of 1 covered entities.

Top-five concentration—

Share of covered revenue from the five largest entities.

Annual account trend

Reported cohort totals by year; coverage is stated for every period.

Bar height shows revenue. Changes in coverage can affect totals.

Profitability has two perspectives

FY2025 · 1 reporting entities

Open the company accounts

Up to eight fixed company previews show financial amounts. Search and sort the wider company list, then continue in Radar.

1 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
LONDON · INDUSTRY COHORTS

How does auto tech compare?

Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.

IndustryCovered / eligibleRevenue totalMedian revenueNet profit / lossAggregate marginProfitable shareOverlap

Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.

Coverage, calculations & financial sources

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.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

How the London companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

28 of the 763 companies on this page carry a measured traffic record (3.7%); these are the largest of those, by monthly visits. The median among them is 397,322 visits.

CompanyMonthly visitsAuthorityMobile
Trainlinethetrainline.com22,749,4868164.6%
Carwowcarwow.co.uk6,859,3317173.5%
National Railnationalrail.co.uk6,145,5077365.5%
Rental Carsrentalcars.com2,979,0596944.5%
Motorwaymotorway.co.uk2,892,2795088%
Car & Classiccarandclassic.com2,843,6186761.6%
Cazoocazoo.co.uk2,272,5065771.4%
Octopusoctopusev.com893,0824481.6%
EV Databaseev-database.org845,6255058.1%
ClickMechanicclickmechanic.com725,1234481.3%

Visits and authority are third-party web estimates, not company-reported figures.

Most-installed apps

142 of these companies (18.6%) publish at least one Android app — 196 apps in all, carrying 109.2M installs between them.

AppInstallsRatingStore category
Trainline: Train travel EuropeTrainline39.4M4.8Maps & Navigation
CitymapperCitymapper 23.1M4.8Maps & Navigation
TaxiF - A Better Way to RideTaxiF9.4M4.8Travel & Local
National RailNational Rail6.7M2.4Maps & Navigation
Rentalcars.com Car Rental AppRental Cars6.5M2.9Travel & Local
YourParkingSpace - Parking AppYourParkingSpace2.3M3.9Travel & Local
CuvvaCuvva2M3.9Auto & Vehicles
Track My PhoneGpswox1.8M3.3Tools
Santiago Bus CheckerBus Checker1.7M4.1Maps & Navigation
TaxiF Driver - Be the Captain!TaxiF1.7M4.7Travel & Local

Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2024Q1–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Road Transport Tech116100.8MTrainline: Train travel Europe 39.4M
Online Travel1448.4MNational Rail 6.7M
Smart Public Transport1530.5MCitymapper 23.1M
Auto E-Commerce & Content336.7MCuvva 2M
Auto Retail & Aftersales145.3MCazoo: Used Cars, Vans & Bikes 762.1K
Connected Vehicles144.8MNavmii GPS USA (Navfree) 996.4K
Internet First Insurance Platforms93.9MDriveScore - Save on Insurance 678.1K
Logistics Tech163MTrack My Phone 1.8M

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.

Release cadence by quarter

New apps published, beside apps whose most recent update landed in that quarter — the second bar is how much of the shelf is still being maintained.

2023Q2: 82023Q2: 12023Q22023Q3: 22023Q3: 32023Q32023Q4: 52023Q4: 52023Q42024Q1: 72024Q1: 42024Q12024Q2: 62024Q2: 32024Q22024Q3: 62024Q3: 42024Q32024Q4: 42024Q4: 42024Q42025Q1: 42025Q1: 102025Q12025Q2: 52025Q2: 62025Q22025Q3: 42025Q3: 192025Q32025Q4: 42025Q4: 142025Q42026Q1: 42026Q1: 232026Q1

Darker bars are new releases, lighter bars apps updated. 163 of 196 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The London auto tech market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Consumer digital515
Enterprise tech333
B2c e-commerce202
Green transport185
Shared mobility166
Cab ride-hailing143
Enterprise software139
Marketplaces113
Gig employers104
Saas96
Deep tech95
Internet of vehicles84

Companies can sit in several segments. Counts and funding overlap.

SEGMENT TO EXPLORE

Consumer digital

The largest measured segment in this report snapshot.

515companies
2.7%have hiring activity

14 companies hiring · $6.24B disclosed funding

Explore in Radar

How companies make money

Common revenue models; a company can use more than one.

Subscription418
Commission on transaction340
E-commerce - service182
Fee-for-service127
E-commerce - product126
Advertising122
Physical commerce98
Renting / leasing31
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Funding roundswayve.ai ↗

The 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.

Mergers & acquisitionslgn.ai ↗

Harbor 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.

Funding roundsgorodeo.app ↗

Former Hinge executives Sam Levy and Tim MacGougan have raised $8.5 million in seed funding for Rodeo, a new app designed to convert social media scrolling into real-world meetups with friends and family.

Mergers & acquisitionsminicabit.com ↗

CMAC (a ComfortDelGro subsidiary) acquires minicabit, a website to compare and book cheap minicabs (taxis).

Funding roundsoctopusev.com ↗

UK-based Octopus Electric Vehicles (Octopus EV) has obtained a £500m ($657.8m) funding from a group of lenders, increasing its total credit facility to £2bn, reported Sky News.

Funding roundseocharging.com ↗

EO Charging has completed a £25 million shareholder-led recapitalisation, providing a strong foundation for the company’s next phase of growth.

Funding roundsjigcar.com ↗

Jigcar has completed a £3m seed fundraising round to accelerate Jigcar’s expansion into the rental, fleet and OEM segments and develop new AI and data capabilities.

Company announcementscharge.cars ↗

The project is backed by a R100-million investment from the Development Bank of Southern Africa, with a matching private round being finalized via African Merchant Capital and the tokenization platform Mesh.

New productszipcharge.global ↗

Charged up for future -ZipCharge claims that its innovative offering, Go, will be the world’s first portable charger for electric vehicles.

Full recorded event mix

Top 10 categories among 165 recorded events in the 24-month window.

Funding rounds
56
Leadership moves
21
Earnings
20
Company announcements
17
Mergers & acquisitions
14
Contracts
13
Buyback
6
Capital infusions
6
Asset acquisitions
4
Layoffs
2
6 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

2 companies with recorded IPO activity

POD Point ↗

IPO · London Stock Exchange2 reports

fettle ↗

OFS1 reports

Leadership moves

5 tracked people moves

VCHRGD ↗
Gordon Ross

Appointment Marketing Director

Trainline ↗
Jody Ford

Resignation Previously Chief Executive Officer

Jigcar ↗
Chris White

Appointment Commercial Lead

Octopus ↗
Gurjeet Grewal

Appointment permanent chief executive officer

MotorK ↗
Xavier Vandame

Appointment Chief Revenue Officer

Product launches

Products, platforms and features in the recorded window

ZipCharge ↗
Go

Portable charger

Contract wins

8 recorded customer wins

Zenobe ↗

Customer: draxEnergy Storage

Zenobe ↗

Customer: drax groupEnergy

Skyports ↗

Customer: Jeju Provincial CouncilAdvanced Air Mobility (AAM)

Autoglass ↗

Customer: Europcar Mobility Group UKAutomotive

Wayve ↗

Customer: uberTransportation

Customer: synergEVEV charging infrastructure

Workforce actions

1 companies with reported reductions

EO Charging ↗

69 roleschallenging trading conditions

Litigation

2 tracked suits

Company
Autobahn Rent A Car, shariot v dbs bank, uob, ocbc bank, Teck Wei Credit, toyota financial

six-month moratorium to halt creditor actions and repossessionCivil · Filed

Company
group of 18 related companies including Autobahn Rent A Car v dbs bank, uob, ocbc bank, Teck Wei Credit, toyota financial

Debt restructuring and moratorium applicationCivil · Filed

Earnings pulse

Reported company results in the recorded window.

10companies
20period observations
17.0%median reported growth

Median across 16 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

Company-linked deal reports; status is preserved as recorded.

Acquirer → targetStatusDateValue / context
Zeelo→Swvl Holdings CorpTerminated2026-07-29Not stated in snapshot
swvl→Zeelo ↗Terminated2026-04-07$100.0M
Harbor Capital Advisors→LGN ↗Completed2026-04-06$1.2M
cmac→Minicabit ↗Announced2026-01-20Not stated in snapshot
Wayve→quality matchAnnounced2025-12-02Not stated in snapshot
edf→POD Point ↗Completed2025-08-04Not stated in snapshot

A discussion or rumour is not a completed transaction. An unstated value is not zero.

PEOPLE & OPPORTUNITY

The talent market

Recorded hiring and workforce signals from the available source snapshot.

Expand panel +

Most advertised job titles

No repeated job title is supported by this snapshot.

0 internship postings

0 tracked postings mention remote work.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

362 founders and chief executives across 264 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

64 profiles with education records.

University of Cambridge
11
Imperial College London
11
University of Oxford
7
University College London
7
London Business School (LBS)
5
London School of Economics and Political Science
4
University of Bristol
4
Harvard University
3

Prior employers

10 profiles with prior-work records.

Google
2
Boston Consulting Group
2
Microsoft
2
eBay
1
Goldman Sachs
1
Morgan Stanley
1
McKinsey
1
Apple
1

Profiles cover recorded founders and leaders; contact details remain in Radar.

NEWS INTELLIGENCE

How this industry appears in the news

22,446 articles in the measured 12-month window.

Expand panel +
22,446articles in the measured year
5,406articles in 2026Q1
71.2%positive tone in the latest complete year

News volume trends

Auto Tech coverage tagged London · articles per complete quarter

02,0094,0186,0268,0352021Q2: 3,8192021Q22021Q3: 4,1622021Q4: 3,9342022Q1: 4,4462022Q2: 4,1722022Q22022Q3: 4,0922022Q4: 4,6512023Q1: 4,8692023Q2: 5,3022023Q22023Q3: 5,1602023Q4: 4,9972024Q1: 6,0182024Q2: 5,3612024Q22024Q3: 5,6472024Q4: 5,7222025Q1: 6,9872025Q2: 5,8572025Q22025Q3: 5,8752025Q4: 5,4632026Q1: 5,4062026Q1
View quarterly article counts
QuarterArticles
2021Q23,819
2021Q34,162
2021Q43,934
2022Q14,446
2022Q24,172
2022Q34,092
2022Q44,651
2023Q14,869
2023Q25,302
2023Q35,160
2023Q44,997
2024Q16,018
2024Q25,361
2024Q35,647
2024Q45,722
2025Q16,987
2025Q25,857
2025Q35,875
2025Q45,463
2026Q15,406

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
9,193 positive · 115 neutral · 3,492 negative
2022
12,409 positive · 122 neutral · 4,810 negative
2023
14,257 positive · 192 neutral · 5,858 negative
2024
15,935 positive · 207 neutral · 6,566 negative
2025
17,182 positive · 224 neutral · 6,735 negative

Leading coverage topics

Auto Tech coverage tagged London · ranked by full-period article count.

Transportation Related Crashes And Derailments8,041 articles in the full recorded period
1,934 recent · 1,652 prior
Automotive Industry Market Trends7,283 articles in the full recorded period
832 recent · 1,518 prior
Formula One Championships6,472 articles in the full recorded period
1,401 recent · 1,714 prior
Electric Vehicle (Ev) Technology And Innovations5,273 articles in the full recorded period
1,528 recent · 980 prior
Electric Vehicle (Ev) Technology5,024 articles in the full recorded period
1,147 recent · 1,118 prior
Strategic Partnerships And Collaborations4,721 articles in the full recorded period
1,134 recent · 919 prior
New Product Launches And Innovations4,705 articles in the full recorded period
1,113 recent · 920 prior
International Sports Competitions4,304 articles in the full recorded period
908 recent · 933 prior
Executive Leadership Changes And Appointments3,926 articles in the full recorded period
850 recent · 816 prior
Electric Vehicle Charging Infrastructure3,620 articles in the full recorded period
816 recent · 769 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

United Kingdom comparison coverage

KeywordRecentPriorChange
pope388148162%
test innings37124253%
free trade deals32718775%
charging accessibility29918264%
bilateral trade278120132%
speeding ticket penalties27619145%
trade dispute mechanisms254115121%
ashes test240111116%
ashes captains23090156%
preferential tariff22915647%
vehicle sales forecasts414775-47%
new vehicle retailers108447-76%
current model year dealers74394-81%
factory fresh automobiles67378-82%
economic slowdown88232-62%

Event and signal lenses

United Kingdom comparison coverage

All complete annual cohorts shown
Rising

Regulatory Risk

123,907 classified articles

f1 world championship, test cricket, handicapped parking enforcement

36.4% critical · 38.5% positive
Rising

Funding Momentum

30,537 classified articles

test cricket, test innings, roundabouts

33.9% critical · 49.1% positive
Rising

Growth

57,502 classified articles

vehicle sales forecasts, charging corridor development, new vehicle retailers

26.1% critical · 45.4% positive

Auto Tech coverage tagged London. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Auto Tech research is working on

53,340 papers in the recorded worldwide scope.

Expand panel +
53,340papers
53,340worldwide comparison pool
—India-affiliated papers

Research orientation

Descriptive
15,643
Problem-identifying
14,600
Promising
11,208
Breakthrough
7,618
Comparative
1,800
Cautionary
1,545
Critical
926

Contribution mix

Empirical
31,760
Methods-led
13,687
Theoretical
3,402
Reviews
2,386
Position pieces
2,105

Tone counts: 45,828 positive · 3,083 neutral · 4,429 negative.

Common problems researchers identify
15,526 papers · 29.1% of this field
  • Humanities3,689 papers
  • Philosophy2,109 papers
  • Order945 papers
  • Persona530 papers
  • Population496 papers
  • Subject417 papers
  • Government336 papers
  • Limiting241 papers

Landmark: A Survey of Autonomous Driving: <i>Common Practices and Emerging Technologies</i>

Cautions
1,545 papers · 2.9% of this field
  • Humanities180 papers
  • Philosophy100 papers
  • Transport engineering73 papers
  • Gynecology37 papers
  • Perception35 papers
  • Order31 papers
  • Adversarial system28 papers
  • Human–computer interaction28 papers

Landmark: Autonomous Vehicle Implementation Predictions: Implications for Transport Planning

Opportunities
18,826 papers · 35.3% of this field
  • Humanities1,220 papers
  • Trajectory1,158 papers
  • Reinforcement learning986 papers
  • Control theory758 papers
  • Robustness738 papers
  • Philosophy702 papers
  • Perception698 papers
  • Object detection634 papers

Landmark: Are we ready for autonomous driving? The KITTI vision benchmark suite

Leading institutions

Karlsruhe Institute of Technology
16,859
Toyota Motor Corporation
15,309
University of Oxford
14,858
University of Bern
14,127
University of Birmingham
13,870
University of Amsterdam
13,778

Leading researchers

Andreas Geiger
17,893
P Lenz
14,099
R. Urtasun
14,099
Susan Mallett
13,903
Penny Whiting
13,697
Anne W.S. Rutjes
13,616
Marie E. Westwood
13,616
Jonathan J. Deeks
13,616

Highly cited breakthrough-labelled papers

  • Are we ready for autonomous driving? The KITTI vision benchmark suite14,099 citations
  • ADASYN: Adaptive synthetic sampling approach for imbalanced learning4,310 citations
  • Multi-view 3D Object Detection Network for Autonomous Driving3,350 citations
  • End to End Learning for Self-Driving Cars3,101 citations
  • Scalability in Perception for Autonomous Driving: Waymo Open Dataset2,877 citations

Common problems researchers identify

13,905 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Social Identity and Power IssuesCommon problems researchers identify · 01

Social Identity and Power Issues

1,059 papers

17.6% of this theme group

Examines how gender, ethnicity, and power dynamics are portrayed and contested in humanitarian and media 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

Clinical Care Challenges in PandemicsCommon problems researchers identify · 02

Clinical Care Challenges in Pandemics

975 papers

16.2% of this theme group

Analyzes infection control, medication acceptance, and nursing interventions for vulnerable patients during health crises.

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

Data Governance and Legal ComplianceCommon problems researchers identify · 03

Data Governance and Legal Compliance

876 papers

14.6% of this theme group

Investigates public‑policy frameworks, data audits, and legal measures for personal data handling in corporate transactions.

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

Ethical and Educational ConcernsCommon problems researchers identify · 04

Ethical and Educational Concerns

862 papers

14.4% of this theme group

Discusses philosophical, legal, and pedagogical issues surrounding technology use in correctional and health‑care education.

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

Environmental Monitoring and Land ManagementCommon problems researchers identify · 05

Environmental Monitoring and Land Management

825 papers

13.8% of this theme group

Focuses on rural cadastral systems, spatial analysis, and ecological impacts on forested and protected regions.

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

Inclusive Pedagogy and Curriculum DesignCommon problems researchers identify · 06

Inclusive Pedagogy and Curriculum Design

749 papers

12.5% of this theme group

Explores qualitative studies on innovative teaching methods, language accessibility, and curriculum development for diverse learners.

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

Security and Human‑Machine InteractionCommon problems researchers identify · 07

Security and Human‑Machine Interaction

654 papers

10.9% of this theme group

Reviews safety, decision‑making, and policy implications of autonomous vehicle technologies within the automotive sector.

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

1,384 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Medication Risks for Elderly PatientsCautions · 01

Medication Risks for Elderly Patients

274 papers

19.8% of this theme group

Highlights adverse drug reactions and pressure‑injury concerns among older adults in clinical settings.

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

Societal Impacts of Autonomous TransportCautions · 02

Societal Impacts of Autonomous Transport

270 papers

19.5% of this theme group

Evaluates public perception, risk assessment, and broader mobility, environmental, and social consequences 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

Student Well‑Being and EngagementCautions · 03

Student Well‑Being and Engagement

187 papers

13.5% of this theme group

Addresses substance use, vulnerability, and evidence‑based strategies to improve participation of students with special needs.

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

Adversarial Robustness in Perception SystemsCautions · 04

Adversarial Robustness in Perception Systems

171 papers

12.4% of this theme group

Analyzes attacks on trajectory prediction and object detection, proposing defenses for reliable autonomous driving.

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

Material and Structural Testing LimitsCautions · 05

Material and Structural Testing Limits

171 papers

12.4% of this theme group

Investigates numerical simulations and imaging techniques for assessing durability of construction materials and filtration 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

Plant Growth under Saline ConditionsCautions · 06

Plant Growth under Saline Conditions

165 papers

11.9% of this theme group

Studies biomass accumulation, nutrient extraction, and bacterial inoculation effects on crops irrigated with salty water.

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.

Regulatory Uncertainty and DisclosureCautions · 07

Regulatory Uncertainty and Disclosure

146 papers

10.5% of this theme group

Examines how political‑economic volatility and mandatory reporting influence corporate transparency and investment decisions.

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

16,625 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Safety and Security Requirement EngineeringOpportunities · 01

Safety and Security Requirement Engineering

1,592 papers

26.5% of this theme group

Develops systematic methods to identify and integrate safety and cybersecurity needs in autonomous driving systems.

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

3D Perception and Object Detection AdvancesOpportunities · 02

3D Perception and Object Detection Advances

1,072 papers

17.9% of this theme group

Advances lidar‑based scene analysis and neural networks to improve detection and safety perception for driver assistance.

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

Predictive Control for Dynamic TrajectoriesOpportunities · 03

Predictive Control for Dynamic Trajectories

807 papers

13.4% of this theme group

Creates model‑predictive frameworks for real‑time motion planning and obstacle avoidance in autonomous vehicles.

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

Qualitative Insights into Learning EnvironmentsOpportunities · 04

Qualitative Insights into Learning Environments

800 papers

13.3% of this theme group

Explores effectiveness of assessment tools and equity‑focused experiences within virtual and health‑related education settings.

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

Multimodal Materials and Biomedical ResearchOpportunities · 05

Multimodal Materials and Biomedical Research

699 papers

11.7% of this theme group

Combines chemical synthesis, photonic efficiency, and molecular analysis to enhance diagnostic and therapeutic applications.

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

Geospatial Data Integration for InfrastructureOpportunities · 06

Geospatial Data Integration for Infrastructure

686 papers

11.4% of this theme group

Leverages BIM, 3D cadastral data, and statistical methods to simulate environmental conditions and optimize building processes.

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

Reinforcement Learning for Driving DecisionsOpportunities · 07

Reinforcement Learning for Driving Decisions

344 papers

5.7% of this theme group

Applies deep reinforcement techniques to improve collision avoidance and behavior planning for autonomous road users.

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

How this field compares with the research baseline

Orientation shares compared with 25,000 papers in the reference sample.

Research orientationThis fieldReference sample
Descriptive29.3%17.8%
Problem-identifying27.4%9.8%
Promising21.0%37.2%
Breakthrough14.3%26.0%
Comparative3.4%3.8%
Cautionary2.9%4.6%
Critical1.7%0.9%

Concerns receiving less research attention

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 paperPapersShareRaised as a problemWorldwide share
Safety & misuseNO Need to Worry about Adversarial Examples in Object Detection in Autonomous Vehicles1130.24%27 (23.9%)0.24%
Privacy & surveillanceExploring expert perceptions about the cyber security and privacy of Connected and Autonomous Vehicles: A thematic analy920.2%25 (27.2%)0.2%
Bias & fairnessBias behind the Wheel: Fairness Testing of Autonomous Driving Systems80.02%3 (37.5%)0.02%
Energy & datacenter footprintA Survey on Approximate Edge AI for Energy Efficient Autonomous Driving Services70.01%0 (0.0%)0.01%
Water useEnhanced AEC Qualification of 5nm AI Processor with Liquid Cooling for Level 4 Autonomous Driving10.0%1 (100.0%)0.0%
Labour & data workO sofrimento feminino na pandemia de COVID-19: como vulnerabilidades das mulheres foram reforçadas na crise sanitária10.0%1 (100.0%)0.0%
Concentration of compute powerTransport Policy Optimization with Autonomous Vehicles10.0%1 (100.0%)0.0%
Carbon & emissions of compute00.0%0 (%)0.0%
Hardware, e-waste & supply chain00.0%0 (%)0.0%

Institution and researcher rankings use citations to their covered work. Research scope: worldwide. This may be broader than the company geography.

DEMAND, SUPPLY & PLACE

Where demand signals run ahead of mapped supply — London

Compare demand signals in London’s newsflow with the auto tech categories mapped to each signal.

Expand panel +
HOW TO READ THE GAP

Signal percentile − supply percentile = gap in percentile points. Positive gaps highlight questions to investigate. A high signal can reflect spending pressure or access friction, as well as potential demand.

The comparison is relative to the signal families on this page. A supply percentile of zero means the lowest relative reading, not zero companies. It is a prioritisation clue, not measured market size or unmet demand.

COMPARISON PERIOD2025-05-01 to 2026-05-01Against 2024-05-01 to 2025-05-01Explore the signals ↓

The opportunity, in one view

Signal and mapped-supply percentiles, their gap, and change in the signal’s article share.

Swipe horizontally to compare all columns →

5 London demand signals compared with mapped auto tech supply
Signal familySignal percentileSupply percentileRelative gapGap (points)Signal share vs prior year
EV adoption & charging ↗Adoption Shift37.50.0+37.5+4.4%
Layoffs & income shocks ↗Spending Pressure62.550.0+12.5+10.1%
Congestion & traffic friction ↗Access Friction62.5100.0-37.5+29.9%
Rail & metro connectivity ↗Connectivity Build-Out50.0—No matching category—+10.9%
Airports & air links ↗Connectivity Build-Out37.5—No matching category—+15.1%

Showing all 5 signals. Select a family for its history and mapped categories.

Where the signals are loudest

All 12 city readings for these demand families in the comparison geography. London is highlighted.

Mentions per 10,000 articles

Each city’s reading is a share of its own coverage. Rows cover all of the United Kingdom for this page's signal families; London is marked.

Chester269.3

Congestion & traffic friction · Layoffs & income shocks

Blackburn227.7

Congestion & traffic friction · Layoffs & income shocks · Rail & metro connectivity

Norwich157.2

Congestion & traffic friction · Airports & air links · EV adoption & charging

Dundee144.5

Congestion & traffic friction · EV adoption & charging · Layoffs & income shocks

Glasgow143.8

Congestion & traffic friction · Rail & metro connectivity · Layoffs & income shocks

York140.7

Congestion & traffic friction · EV adoption & charging · Rail & metro connectivity

Bolton135.7

Congestion & traffic friction · EV adoption & charging · Layoffs & income shocks

Cheshire129.0

Congestion & traffic friction · Layoffs & income shocks · EV adoption & charging

Inverness126.5

Congestion & traffic friction · Rail & metro connectivity · Layoffs & income shocks

LondonThis page64.6

Layoffs & income shocks · EV adoption & charging · Rail & metro connectivity

Sunderland95.2

EV adoption & charging · Layoffs & income shocks · Congestion & traffic friction

Edinburgh93.1

Congestion & traffic friction · Layoffs & income shocks · EV adoption & charging

Inside the leading signals

Open any signal for its quarterly history
ADOPTION SHIFTEV adoption & charging+37.5percentile-point gap
THE OPERATING HYPOTHESIS

The EV shift can pull charging, battery and service demand through every fleet.

14.07mentions per 10,000 articles+4.4%share change vs prior year

Mapped auto tech categories

  • Green Transport185

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of London coverage

Mentions per 10,000 articles · zero baseline

05914182024Q3: 112024Q32024Q4: 132024Q42025Q1: 132025Q12025Q2: 152025Q22025Q3: 152025Q32025Q4: 142025Q42026Q1: 122026Q1
View quarterly signal counts
EV adoption & charging in London coverage
QuarterMentionsPer 10,000 articles
2024Q33011.68
2024Q43113.22
2025Q13613.58
2025Q23815.79
2025Q34715.45
2025Q43514.51
2026Q13912.53

Where this signal concentrates in the comparison geography

Sunderland74.9 / 10,000
SPENDING PRESSURELayoffs & income shocks+12.5percentile-point gap
THE OPERATING HYPOTHESIS

Layoff cycles can pull discretionary spend back toward value offerings.

26.27mentions per 10,000 articles+10.1%share change vs prior year

Mapped auto tech categories

  • Shared Mobility166
  • Gig Employers104

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of London coverage

Mentions per 10,000 articles · zero baseline

0102030402024Q3: 212024Q32024Q4: 262024Q42025Q1: 312025Q12025Q2: 202025Q22025Q3: 272025Q32025Q4: 172025Q42026Q1: 352026Q1
View quarterly signal counts
Layoffs & income shocks in London coverage
QuarterMentionsPer 10,000 articles
2024Q35421.03
2024Q46126.01
2025Q18431.68
2025Q25020.77
2025Q38427.61
2025Q44317.83
2026Q110935.03

Where this signal concentrates in the comparison geography

London27.2 / 10,000
ACCESS FRICTIONCongestion & traffic friction-37.5percentile-point gap
THE OPERATING HYPOTHESIS

Congestion friction can push footfall toward nearby formats and toward delivery.

7.39mentions per 10,000 articles+29.9%share change vs prior year

Mapped auto tech categories

  • Shared Mobility166
  • Cab Ride-Hailing143

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of London coverage

Mentions per 10,000 articles · zero baseline

04812162024Q3: 72024Q32024Q4: 22024Q42025Q1: 72025Q12025Q2: 62025Q22025Q3: 82025Q32025Q4: 132025Q42026Q1: 32026Q1
View quarterly signal counts
Congestion & traffic friction in London coverage
QuarterMentionsPer 10,000 articles
2024Q3197.4
2024Q472.98
2025Q1207.54
2025Q2156.23
2025Q3278.88
2025Q43313.68
2026Q1113.53

Where this signal concentrates in the comparison geography

Chester262.5 / 10,000
Blackburn182.1 / 10,000
Inverness109.6 / 10,000
CONNECTIVITY BUILD-OUTRail & metro connectivity—supply not mapped
THE OPERATING HYPOTHESIS

Where rail and metro build out, station-area demand can follow the footfall.

9.08mentions per 10,000 articles+10.9%share change vs prior year

Mapped auto tech categories

This signal has no matching category in the page’s auto tech market map, so no supply percentile or gap is assigned.

Quarterly share of London coverage

Mentions per 10,000 articles · zero baseline

0369132024Q3: 102024Q32024Q4: 102024Q42025Q1: 62025Q12025Q2: 82025Q22025Q3: 92025Q32025Q4: 82025Q42026Q1: 92026Q1
View quarterly signal counts
Rail & metro connectivity in London coverage
QuarterMentionsPer 10,000 articles
2024Q32810.9
2024Q42510.66
2025Q1166.03
2025Q2208.31
2025Q3309.86
2025Q4218.71
2026Q1319.96

Where this signal concentrates in the comparison geography

Glasgow20.8 / 10,000
Manchester14.4 / 10,000
CONNECTIVITY BUILD-OUTAirports & air links—supply not mapped
THE OPERATING HYPOTHESIS

If new terminals and routes pull business and tourist inflow, demand tends to follow the passenger.

7.12mentions per 10,000 articles+15.1%share change vs prior year

Mapped auto tech categories

This signal has no matching category in the page’s auto tech market map, so no supply percentile or gap is assigned.

Quarterly share of London coverage

Mentions per 10,000 articles · zero baseline

03610132024Q3: 32024Q32024Q4: 82024Q42025Q1: 82025Q12025Q2: 82025Q22025Q3: 112025Q32025Q4: 62025Q42026Q1: 32026Q1
View quarterly signal counts
Airports & air links in London coverage
QuarterMentionsPer 10,000 articles
2024Q3103.89
2024Q4198.1
2025Q1238.67
2025Q2218.72
2025Q33411.18
2025Q4156.22
2026Q1113.53

Where this signal concentrates in the comparison geography

RESEARCH & CHANGING CONVERSATIONS

Related research and changing coverage

London auto tech coverage

Expand panel +
RESEARCH CONTEXT · 2021

The multiplicity of value in the front-end of projects: The case of London transportation infrastructure

International Journal of Project Management

41 citations in the snapshot

RESEARCH CONTEXT · 2021

Understanding the impacts of public transit disruptions on bikeshare schemes and cycling behaviours using spatiotemporal and graph-based analysis: A case study of four London Tube strikes

Journal of Transport Geography

26 citations in the snapshot

RESEARCH CONTEXT · 2024

Evaluating the accessibility of on-street household electric vehicle charging stations in London: Policy insights from equity analysis across emission zones

Energy Policy

18 citations in the snapshot

RESEARCH CONTEXT · 2021

Timelines of Transportation Infrastructure Delivery 2000 to 2018 in Toronto, Canada and London, UK

European journal of transport and infrastructure research

9 citations in the snapshot

What is growing in this coverage

London coverage of this page's demand families

KeywordRecent articlesPrior articlesShare change
ev energy management systems17889.5%
charging accessibility552875.2%
electric vehicle r&d17151.1%

Share changes describe coverage in the stated comparison periods, not search demand or market size.

UNDERSTAND THE LANDSCAPE

Auto Tech in London: key questions

Clear definitions for making better comparisons.

What does this landscape measure?

It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.

Can segment counts be added together?

No. A company can belong to several segments, so segment counts and funding can overlap.

What does a missing figure mean?

A dash or unavailable panel means the current reviewed source snapshot does not support that figure.

Company ecosystem snapshot: 1 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 ↗
Coming soon