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 GURUGRAM EDITION 2026

Gurugram’s
auto industry,
in focus.

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

Snapshot: Funding in USD
Illustrated cover for Auto Industry Landscape of Gurugram
IN
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Auto illustration
MEET THE COMPANIES

Explore Gurugram’s auto leaders

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

Expand panel +
Auto company highlights in Gurugram, snapshot 4 September 2026
Company
Cars24cars24.com$1.31B6 roles2,473
Spinnyspinny.com$698.7M7 roles4,430
MG Motor Indiamgmotor.co.in$430.71M336
Droomdroom.in$344.27M201
Sona Comstarsonacomstar.com$285.83M1,457
JSW Motorsjswmgmotor.com$200.69M
Padmini VNA Mechatronicspadminivna.com$85.73M494
GoMechanicgomechanic.in$68.01M3 roles195
VinFastvinfastauto.in4 roles
Zekardozekardo.com4 roles
AegisCovenantaegiscovenant.com3 roles100
CarTrendscartrends.in3 roles
Global Assureglobalassure.com3 roles166
91Wheels91wheels.com79
ASK Automotiveaskbrake.com1,625$336.93MFYFY2025 filing
Asahi India Glass Ltdaisglass.com2,724$451.22MFYFY2025 filing
BMWbmw.in388$987.47MFYFY2025 filing
Big Boy Toyzbigboytoyz.com14
Boodmoboodmo.com88
Eicher Trucks and Buseseichertrucksandbuses.com2,600
Hondahonda2wheelersindia.com10,594$4.11BFYFY2025 filing
JBM Groupjbmgroup.com4,323Financial figure available in RadarView in Radar
Maruti Suzukimarutisuzukicommercial.com23,537
Uno Mindaunominda.com9,691$1.3BFYFY2025 filing
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 industry KPIs in Gurugram

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

4 September 2026
Hiring participation12.3%

36 of 293 tracked companies have open roles.

Funding participation14.0%

41 of 293 tracked companies have a recorded round.

Top 3 funding share66.4%

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

Median disclosed round$3.3M

Midpoint of 93 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 66.4% of disclosed capital, while 86.0% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Gurugram auto 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

Gurugram auto
$0$446.75M$893.5M$1.34B$1.79B2016: $30M20162017: $116.95M20172018: $125.93M20182019: $244.94M20192020: $207.63M20202021: $1.57B20212022: $7.74M20222023: $17.89M20232024: $960.12M20242025: $332.77M2025
View the numbers
Annual auto funding and company formation in Gurugram
YearFunding (USD)FoundedRaising
2016$30M122
2017$116.95M137
2018$125.93M85
2019$244.94M107
2020$207.63M84
2021$1.57B119
2022$7.74M145
2023$17.89M68
2024$960.12M914
2025$332.77M011
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Cars2435.6%
  • Spinny19.1%
  • MG Motor India11.7%
  • Other companies33.6%

Funding by stage

102 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel45 44.1%
Series A–B22 21.6%
Series C+ / PE20 19.6%
Grants, debt & other15 14.7%

Recent recorded rounds

Latest recorded rounds · USD
0 rounds

Swipe or scroll horizontally to browse.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series F09/2021
Cars24cars24.com$347.7M

Backed by DST Global and Alpha Wave Global and others.

Series G12/2021
Cars24cars24.com$329.1M

Backed by Alpha Wave Global and Zennis Capital and others.

Series E11/2021
Spinnyspinny.com$250M

Backed by Tiger Global Management and Avenir Growth Capital and others.

Series G07/2021
Droomdroom.in$200M

Backed by 57 Stars and SeventTrain Ventures.

Series D07/2021
Spinnyspinny.com$103M

Backed by Tiger Global Management and Avenir Growth Capital 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 +
₹ crore · standalone

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 · annual statements grouped by reported fiscal year; exact entity periods remain on preview rows · 131 reporting entities from 156 eligible matches.

Revenue in covered accounts₹384,003.2 crore

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

Net profit / loss₹27,565.6 crore

Combined result for the same cohort.

Aggregate net margin+7.2%

Combined net income ÷ combined revenue.

Median company revenue₹125.5 crore

The middle covered reporting entity.

Profitable entities+78.6%

103 of 131 covered entities.

Top-five concentration+76.8%

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 · 131 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.

131 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
GURUGRAM · INDUSTRY COHORTS

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

Busiest websites

14 of the 293 companies on this page carry a measured traffic record (4.8%); these are the largest of those, by monthly visits. The median among them is 424,267 visits.

CompanyMonthly visitsAuthorityMobile
Cars24cars24.com6,385,4977290.1%
91Wheels91wheels.com5,281,6415797.4%
Spinnyspinny.com4,078,9557185.5%
Hondahonda2wheelersindia.com3,529,9987086.4%
Boodmoboodmo.com2,241,7656385.4%
GoMechanicgomechanic.in960,9455492.9%
Big Boy Toyzbigboytoyz.com460,4024380.5%
VinFastvinfastauto.in388,1323988.4%
Droomdroom.in345,7785183.1%
Hero Cyclesherocycles.com198,1794489.2%

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

Most-installed apps

39 of these companies (13.3%) publish at least one Android app — 97 apps in all, carrying 90.6M installs between them.

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 (2023Q1–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Auto Retail & Aftersales5282.1MCars24®: Buy & Sell Used Cars 25.8M
Auto E-Commerce & Content4382.1MSpinny - Buy & Sell Used Cars 12.8M
B2B E-Commerce312.2Mboodmo - Spare Parts Expert 12.2M
Local Services1011.1MGoMechanic Car Services & More 10.8M
Auto Brands238.2MMyHonda-India 6.5M
Auto Components22262.6KNiterra India 56.1K
Alternative Lending3139.7KNxcar : Sell and Buy Used Cars 138.1K
Electric Vehicles7108.5KMY LIVSERV 54.3K

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.

2023Q1: 12023Q1: 12023Q12023Q2: 12023Q2: 22023Q22025Q1: 12025Q1: 22025Q12025Q2: 12025Q2: 32025Q22025Q3: 12025Q3: 62025Q3

Darker bars are new releases, lighter bars apps updated. 26 of 97 apps carry a release date. The series ends at 2025Q3, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Gurugram auto market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Auto tech42
Consumer digital35
B2c e-commerce21
Enterprise tech17
Marketplaces13
Online auto parts and accessories10
Green transport9
Electric vehicles9
Energy tech9
Second hand goods9
Automobile repair8
Uber for auto services5

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

SEGMENT TO EXPLORE

Auto tech

The largest measured segment in this report snapshot.

42companies
23.8%have hiring activity

10 companies hiring · $2.53B disclosed funding

Explore in Radar

How companies make money

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

Physical commerce188
E-commerce - product149
Fee-for-service46
Commission on transaction44
E-commerce - service32
Advertising23
Subscription19
Sponsorship2
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 roundsspinny.com ↗

Valuedrive Technologies Private Limited, dba Spinny, has raised approximately $340 million across its Series F and its Series G fundraises.

Funding roundspadminivna.com ↗

The most recent competitors to raise funding was Padmini VNA Mechatronics, which secured $82.7M in Dec, 2025.

Mergers & acquisitionsjbmgroup.com ↗

JBM Group acquires majority shareholding in Linde-Wiemann (L+W), a leading manufacturer of complex structural components and assemblies to automotive OEMs worldwide.

Funding roundsshivamautotech.com ↗

Shivam Autotech Limited has approved a corporate term loan of Rs 40 crore aimed at part-refinancing existing debt and enhancing working capital requirements, according to a regulatory filing submitted to stock exchanges today.

Mergers & acquisitionssparkminda.com ↗

2016 -Minda Corporation Acquires Panalfa Autoelektrik Limited.

Mergers & acquisitions91trucks.com ↗

Commercial vehicle platform 91trucks has acquired Motorfloor and Trucksfloor, two mobility focused platforms operated by Bhubaneswar-based Indiyanet.

Mergers & acquisitionscars24.com ↗

Used-car marketplace CARS24 has acquired automotive utility startup Vehicle Info as it looks to expand beyond vehicle transactions and build a full-stack vehicle ownership platform.

Funding roundsindigridtechnology.com ↗

Indigrid Technology Private Limited has raised an additional INR 40 crore, closing its extended Series A round at INR 75 crore. The round was led by Cactus Partners, with subsequent participation from Valour Capital, ITI Growth Opportunities Fund, Vimson Group, and Global South Capital.

Mergers & acquisitionsvehiclecare.in ↗

Roadzen Inc. (NASDAQ: RDZN) is taking a decisive step toward redefining the global auto insurance and claims ecosystem with its strategic acquisition of VehicleCare, unveiled at CES 2026.

Funding roundsnaxatralabs.com ↗

Healthcare startup Naxatra Labs has raised $3 million in a pre-Series A round led by Rainmatter.

Full recorded event mix

Top 10 categories among 796 recorded events in the 24-month window.

Earnings
276
Company announcements
157
Leadership moves
79
Mergers & acquisitions
75
Funding rounds
47
New products
38
Contracts
38
Capital infusions
26
Asset acquisitions
17
Board Updates
9
7 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

20 tracked people moves

Cars24 ↗
Gajendra Jangid

Resignation Previously Co-Founder

Cars24 ↗
Mehul Agrawal

Resignation Previously Co‑founder

Cars24 ↗
Himanshu Ratnoo

Resignation Previously Chief Executive Officer

GoMechanic ↗
Suyash Kumar

Appointment Head – EV, operations and expansion

Uno Minda ↗
Vishal Kaul

Appointment Chief Executive Officer

Uno Minda ↗
Rakesh Kher

Appointment Chief Strategy Officer (CSO) and Advisor – Aftermarket Domain

Uno Minda ↗
Vishnu Johri

Appointment Chief Operating Officer (COO) – 4W Lighting and ASEAN Region

Rajinder Singh Sachdeva

Promotion Board Member

Product launches

Products, platforms and features in the recorded window

Car as a Platform (CAAP)

Platform

Honda ↗
Low rolling resistance tyres

Tyre technology

Honda ↗
IPR Division

Intellectual Property

Droom ↗
AI-powered everyday super app for mobility

Mobility services platform

Workforce actions

2 companies with reported reductions

Cars24 ↗

200 rolesrestructuring exercise

Spinny ↗

300 rolesmerger and restructuring process

Litigation

5 tracked suits

Company
Hero Ecotech v hero cycles

appeal of trial court contempt proceedings orderCivil ·

Company
hero cycles v Hero Ecotech

trademark infringement and consumer confusionCivil ·

Earnings pulse

Reported company results in the recorded window.

28companies
267period observations
17.0%median reported growth

Median across 231 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
carlyleRoop Automotives ↗Completed2026-04-28Not stated in snapshot
JBM GroupLinde-Wiemann (L+W)Announced2026-04-15Not stated in snapshot
Spark MindaSpark Minda ↗Announced2026-04-13Not stated in snapshot
Spark MindaPanalfa AutoelektrikAnnounced2026-04-13Not stated in snapshot
91trucksMotorFloorAnnounced2026-03-25Not stated in snapshot
91trucksTrucksfloorAnnounced2026-03-25Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

654 postings in the preceding 12 months. The full 766-posting snapshot covers 39 employers.

Expand panel +

Most advertised job titles

Frontend Developer11
Car Advisor10
Dm Buyer Body9
Territory Service Manager9
Biw, Closure & Fuel Systems7
Research Analyst7
0 internship postings

1 tracked postings mention remote work.

The seniority mix

231 postings specify a level.

unspecified
535
manager
137
lead
55
senior
30
intern
6
entry
3

Skills employers mention

Top skills across 766 tracked postings in the available jobs snapshot.

Python
35
Sql
28
Communication
26
Project Management
25
Analytical Skills
25
Ms Office
24
Excel
23
Power Bi
22
Data Analysis
22
Communication Skills
21
ADVERTISED PAY$4.5K/ year

Median across 75 postings with pay data, expressed in USD.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

218 founders and chief executives across 151 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

22 profiles with education records.

IIT Delhi
5
IIT Bombay
3
IIM Calcutta
3
IIT Roorkee
2
Indian School of Business
2
Cornell University
1
Carnegie Mellon University
1
The University of British Columbia
1

Prior employers

7 profiles with prior-work records.

Flipkart
2
Microsoft
1
Boston Consulting Group
1
Goldman Sachs
1
Bain
1
Cisco
1

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

NEWS INTELLIGENCE

How this industry appears in the news

145,393 articles in the measured 12-month window.

Expand panel +
145,393articles in the measured year
53,278articles in 2026Q1
79.5%positive tone in the latest complete year

News volume trends

Auto coverage across India · articles per complete quarter

015,31730,63545,95261,2702021Q2: 13,9402021Q22021Q3: 16,7412021Q4: 15,0692022Q1: 16,8612022Q2: 18,2752022Q22022Q3: 19,3192022Q4: 20,0662023Q1: 22,8402023Q2: 20,7642023Q22023Q3: 22,4492023Q4: 22,3452024Q1: 25,2462024Q2: 26,3922024Q22024Q3: 26,9132024Q4: 30,8442025Q1: 31,4552025Q2: 32,0442025Q22025Q3: 32,1742025Q4: 26,3662026Q1: 53,2782026Q1
View quarterly article counts
QuarterArticles
2021Q213,940
2021Q316,741
2021Q415,069
2022Q116,861
2022Q218,275
2022Q319,319
2022Q420,066
2023Q122,840
2023Q220,764
2023Q322,449
2023Q422,345
2024Q125,246
2024Q226,392
2024Q326,913
2024Q430,844
2025Q131,455
2025Q232,044
2025Q332,174
2025Q426,366
2026Q153,278

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
36,849 positive · 828 neutral · 11,382 negative
2022
57,124 positive · 1,218 neutral · 16,092 negative
2023
70,932 positive · 960 neutral · 16,416 negative
2024
83,515 positive · 1,506 neutral · 24,267 negative
2025
96,931 positive · 2,624 neutral · 22,359 negative

Leading coverage topics

Auto coverage across India · ranked by full-period article count.

New Model Year Updates And Changes25,935 articles in the full recorded period
10,462 recent · 6,410 prior
New Product Launches And Innovations11,975 articles in the full recorded period
3,022 recent · 2,666 prior
Electric Vehicle (Ev) Technology And Innovations9,519 articles in the full recorded period
2,891 recent · 2,163 prior
Electric Vehicle (Ev) Technology9,456 articles in the full recorded period
2,194 recent · 2,189 prior
Strategic Partnerships And Collaborations8,298 articles in the full recorded period
2,257 recent · 1,787 prior
Automotive Industry Market Trends7,833 articles in the full recorded period
2,234 recent · 1,860 prior
Electric Vehicle Charging Infrastructure7,227 articles in the full recorded period
1,559 recent · 1,676 prior
Technology Adoption And Digital Transformation7,187 articles in the full recorded period
1,881 recent · 1,581 prior
Electric Vehicle Range And Charging Speed Tests6,850 articles in the full recorded period
2,338 recent · 1,814 prior
Company Expansions And New Market Entries6,773 articles in the full recorded period
1,951 recent · 1,335 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

India comparison coverage

KeywordRecentPriorChange
top-rated vehicles1,122270316%
performance sedan engines816270202%
hyundai usa dealers769115569%
hyundai dealerships76482832%
suzuki fuel-saving731641042%
suzuki fuel economy720651008%
suzuki mileage ratings717511306%
suzuki eco technologies71671908%
suzuki green innovations710601083%
suzuki emissions reduction708551187%
honda forums1322,606-95%
stock indices8291,246-33%
test cricket387853-55%
ipo prospectus249819-70%
honda service intervals0757-100%

Event and signal lenses

India comparison coverage

All complete annual cohorts shown
Rising

Regulatory Risk

126,644 classified articles

stock performance, stock indices, ev powertrain advancements

46.4% critical · 40.3% positive
Rising

Funding Momentum

23,268 classified articles

pre-ipo valuation, ipo prospectus, ipo pricing

50.9% critical · 55.5% positive
Rising

Growth

58,093 classified articles

automotive segment growth, vehicle sales forecasts, ev powertrain advancements

43.5% critical · 52.7% positive

Auto coverage across India. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Auto research is working on

1,085 papers in the recorded india scope.

Expand panel +
1,085papers
53,340worldwide comparison pool
1,085India-affiliated papers

Research orientation

Breakthrough
408
Promising
352
Problem-identifying
128
Descriptive
126
Comparative
46
Cautionary
15
Critical
10

Contribution mix

Methods-led
668
Empirical
253
Reviews
106
Position pieces
36
Theoretical
22

Tone counts: 993 positive · 41 neutral · 51 negative.

Common problems researchers identify
138 papers · 12.7% of this field
  • Computer security19 papers
  • Government18 papers
  • Humanities12 papers
  • Sample11 papers
  • Population11 papers
  • Intelligent transportation system10 papers
  • Social risk10 papers
  • Public sector9 papers

Landmark: Autonomous Vehicles Enabled by the Integration of IoT, Edge Intelligence, 5G, and Blockchain

Cautions
15 papers · 1.4% of this field
  • Aeronautics3 papers
  • Human–computer interaction2 papers
  • Computer security2 papers
  • Reinforcement learning2 papers
  • Bridging2 papers
  • Domain2 papers
  • Span1 papers
  • Life span1 papers

Landmark: Human Factors Issues Associated with Limited Ability Autonomous Driving Systems: Drivers’ Allocation of Visual Attention to the Forward Road

Opportunities
760 papers · 70.0% of this field
  • Object detection87 papers
  • Reinforcement learning60 papers
  • Segmentation40 papers
  • Convolutional neural network40 papers
  • Advanced driver assistance systems38 papers
  • Real-time computing35 papers
  • Human–computer interaction35 papers
  • Automotive engineering32 papers

Landmark: Small-object detection based on YOLOv5 in autonomous driving systems

Leading institutions

Thapar Institute of Engineering & Technology
1,151
University of Petroleum and Energy Studies
939
Narsee Monjee Institute of Management Studies
468
Symbiosis International University
412
Vellore Institute of Technology University
389
Anna University, Chennai
361

Leading researchers

Neeraj Kumar
758
Darsh Parekh
462
Nishi Poddar
462
Aakash Rajpurkar
462
Manisha Chahal
462
Kishor V. Bhadane
382
Sudeep Tanwar
348
Gunasekaran Raja
299

Highly cited breakthrough-labelled papers

  • AdaScan: Adaptive Scan Pooling in Deep Convolutional Neural Networks for Human Action Recognition in Videos174 citations
  • 3D printed graphene-based self-powered strain sensors for smart tires in autonomous vehicles127 citations
  • ReViewNet: A Fast and Resource Optimized Network for Enabling Safe Autonomous Driving in Hazy Weather Conditions126 citations
  • Spatio-Contextual Deep Network-Based Multimodal Pedestrian Detection for Autonomous Driving117 citations
  • A Hybrid Deep Reinforcement Learning For Autonomous Vehicles Smart-Platooning108 citations

Common problems researchers identify

132 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Vehicle security and privacy risksCommon problems researchers identify · 01

Vehicle security and privacy risks

68 papers

51.5% of this theme group

Researchers highlight vulnerabilities in autonomous vehicle systems, focusing on cyber‑security and data privacy challenges.

Computer security (19) · Intelligent transportation system (8) · Transport engineering (6) · Internet privacy (6)

Autonomous Vehicle

Autonomous vehicle security: Current survey and future research challenges

Digital mediation of social relationsCommon problems researchers identify · 02

Digital mediation of social relations

34 papers

25.8% of this theme group

Studies examine how digital platforms reshape education, inclusion, and societal power structures.

Humanities (12) · Philosophy (7) · Power (3) · Order (3)

REFLEXÕES SOBRE SOCIABILIDADES MEDIADAS PELO DIGITAL EM REDE (RE)CONFIGURANDO NOSSAS RELAÇÕES

ANÁLISE DOS PRINCIPAIS DESAFIOS E/OU DIFICULDADES ENCONTRADAS EM RELAÇÃO À EDUCAÇÃO REMOTA E/OU INCLUSÃO DA TECNOLOGIA NO COTIDIANO PROFISSI

Governmental and cultural negotiation issuesCommon problems researchers identify · 03

Governmental and cultural negotiation issues

17 papers

12.9% of this theme group

Works explore complexities of public‑sector negotiations and cultural policy implementation.

Government (17) · Public sector (9) · Negotiation (7) · Scope (5)

Entrevistas semiestructuradas. Territorio: Cundinamarca. Sector: Cultura. Año: 2024

Entrevistas semiestructuradas. Territorio: Guainía. Sector: Cultura. Año: 2024

Social risk and data replicationCommon problems researchers identify · 04

Social risk and data replication

13 papers

9.8% of this theme group

Analyses address population‑level risks and challenges of replicating social research data.

Population (11) · Social risk (10) · Sample (10) · Replication (3)

Observaciones semiestructuradas. Territorio: Cali. Eje medular: Agenciamiento. Sector: Educación. Año: 2025

Observaciones semiestructuradas. Territorio: Cartagena. Eje medular: Agenciamiento. Sector: Educación. Año: 2025

Cautions

15 papers · 1 recurring themes
Human factors in autonomous drivingCautions · 01

Human factors in autonomous driving

11 papers

73.3% of this theme group

Cautionary papers discuss driver attention limits and interaction problems with semi‑autonomous systems.

Aeronautics (3) · Human–computer interaction (2) · Computer security (2)

Human Factors Issues Associated with Limited Ability Autonomous Driving Systems: Drivers’ Allocation of Visual Attention to the Forward Road

Autonomous Vehicles

A further 4 papers sit in smaller themes.

Opportunities

736 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Control and trajectory optimizationOpportunities · 01

Control and trajectory optimization

169 papers

23.0% of this theme group

Opportunities focus on advanced control theory to improve vehicle dynamics and path planning.

Control theory (16) · Trajectory (17) · Controller (8) · Vehicle dynamics (9)

Enhancing Autonomous Vehicle Safety and Efficiency Through Intelligent Mapping and Recommendations

A Driving Decision Strategy Based On Machine Learning For An Autonomous Vehicle.

Vision‑based lane and sign detectionOpportunities · 02

Vision‑based lane and sign detection

154 papers

20.9% of this theme group

Research advances convolutional networks for robust lane marking and traffic‑sign recognition.

Segmentation (28) · Convolutional neural network (20) · Obstacle (15) · Sign (10)

Lane Detection for Autonomous Vehicles using Image Transformation Techniques

Detection of Lane and Speed Breaker Warning System for Autonomous Vehicles Using Machine Learning Algorithm

Secure IoT communication for vehiclesOpportunities · 03

Secure IoT communication for vehicles

149 papers

20.2% of this theme group

Papers propose blockchain and deep‑learning methods to protect connected vehicle networks.

Computer security (28) · Internet of Things (18) · Computer network (25) · Blockchain (13)

Intelligent Deep Learning Architectures for Real-Time Traffic Analysis and Decision Support in IoT-Enabled Autonomous Vehicles

Machine Learning-based Secure Communication Framework for Connected Autonomous Vehicles

Real‑time object detection techniquesOpportunities · 04

Real‑time object detection techniques

94 papers

12.8% of this theme group

Studies develop fast convolutional models for detecting obstacles during driving.

Object detection (74) · Object (34) · Convolutional neural network (12) · Minimum bounding box (5)

YOLO based Object Detection Techniques for Autonomous Driving

Advancing Real-Time Object Detection for Autonomous Vehicles with YOLOv11

Reinforcement learning for navigationOpportunities · 05

Reinforcement learning for navigation

63 papers

8.6% of this theme group

Works explore adaptive policies that enable autonomous cars to learn safe maneuvers.

Reinforcement learning (53) · Action (7) · Reinforcement (5) · Adaptability (6)

Deep reinforcement learning for autonomous vehicles: lane keep and overtaking scenarios with collision avoidance

Advanced Deep Reinforcement Learning Strategies for Enhanced Autonomous Vehicle Navigation Systems

Advanced driver‑assistance system enhancementsOpportunities · 06

Advanced driver‑assistance system enhancements

57 papers

7.7% of this theme group

Research improves radar‑based lane‑departure warnings and other ADAS functionalities.

Advanced driver assistance systems (25) · Radar (9) · Lane departure warning system (6) · Automotive engineering (9)

Advance Driver Assistance System (ADAS) - Speed bump detection

An Improved Lane Detection and Lane Departure Warning Framework for ADAS

Data balancing for health diagnosticsOpportunities · 07

Data balancing for health diagnostics

50 papers

6.8% of this theme group

Techniques address class imbalance in medical datasets using oversampling and pattern‑recognition methods.

Oversampling (4) · Pattern recognition (6) · Humanities (4) · Philosophy (3)

Data Balancing Techniques Using the PCA-KMeans and ADASYN for Possible Stroke Disease Cases

Enhanced Detection of Autism Spectrum Disorder using Machine Learning and Deep Neural Models with ADASYN and ENN Techniques

How this field compares with the research baseline

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

Research orientationThis fieldReference sample
Breakthrough37.6%26.1%
Promising32.4%37.2%
Problem-identifying11.8%9.6%
Descriptive11.6%17.9%
Comparative4.2%3.9%
Cautionary1.4%4.6%
Critical0.9%0.8%

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
Privacy & surveillanceA Survey of Cybersecurity Challenges and Mitigation Techniques for Connected and Autonomous Vehicles111.06%6 (54.5%)0.42%
Safety & misuseDesigning Robust AI Systems for Autonomous Vehicles Against Adversarial Attacks40.39%1 (25.0%)0.31%
Energy & datacenter footprintGreen-EMulTO: A Next Generation Edge-Assisted Multi-Level Traffic Orchestrator for Green Computing in Consumer Autonomou10.1%0 (0.0%)0.02%
Water use00.0%0 (%)0.0%
Carbon & emissions of compute00.0%0 (%)0.0%
Hardware, e-waste & supply chain00.0%0 (%)0.0%
Labour & data work00.0%0 (%)0.0%
Bias & fairness00.0%0 (%)0.03%
Concentration of compute power00.0%0 (%)0.01%

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

UNDERSTAND THE LANDSCAPE

Auto in Gurugram: 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: 4 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 ↗
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