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 INDIA EDITION 2026

India’s
auto industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Auto illustration
MEET THE COMPANIES

Explore India’s auto leaders

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

Expand panel +
Auto company highlights in India, snapshot 6 August 2026
Company
Cars24cars24.com$1.31B2,473
Spinnyspinny.com$698.7M7 roles4,430
ACKOacko.com$597.7M1,209
MG Motor Indiamgmotor.co.in$430.71M336
Vertelovertelo.in$405M14
Droomdroom.in$344.27M201
CarTrade Techcartradetech.com$327.94M1,140
Sona Comstarsonacomstar.com$285.83M1,457
Tata Technologiestatatechnologies.com12 roles10,188
Ayvensayvens.com10 roles
Autofy Storeautofystore.com8 roles
MAGNACAREmagnacare.in8 roles
Exide Industriesexideindustries.com6 roles5,100$1.74BFYFY2025 filing
Hinduja Techhindujatech.com6 roles1,678
ICCUiccu.in6 roles
Ashok Leylandashokleyland.com9,607Financial figure available in RadarView in Radar
Bajaj Autobajajauto.com6,192$5.23BFYFY2025 filing
Hero MotoCorpheromotocorp.com53,040$4.27BFYFY2025 filing
Honda Indiahondacarindia.com5,772$1.8BFYFY2025 filing
JBM Autojbm-group.com9,011
Kia Indiakiaindia.netFinancial figure available in RadarView in Radar
MRF Developmentmrftyres.com3,319Financial figure available in RadarView in Radar
Maruti Suzukimarutisuzukicommercial.com23,537
Maruti Suzuki Indiamarutisuzuki.com23,922
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 ↗

Startup discovery

Recorded classifications only
THE KEY SIGNALS

Auto industry KPIs in India

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

6 August 2026
Hiring participation6.6%

352 of 5,331 tracked companies have open roles.

Funding participation4.3%

231 of 5,331 tracked companies have a recorded round.

Top 3 funding share31.7%

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

Median disclosed round$1M

Midpoint of 465 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 31.7% of disclosed capital, while 95.7% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How India 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

India auto
$0$590.97M$1.18B$1.77B$2.36B2016: $278.86M20162017: $312.68M20172018: $496.91M20182019: $439.79M20192020: $413.21M20202021: $2.07B20212022: $460.67M20222023: $305.58M20232024: $1.44B20242025: $949.26M2025
View the numbers
Annual auto funding and company formation in India
YearFunding (USD)FoundedRaising
2016$278.86M15027
2017$312.68M19533
2018$496.91M18436
2019$439.79M18834
2020$413.21M20924
2021$2.07B17049
2022$460.67M18750
2023$305.58M15638
2024$1.44B11845
2025$949.26M2138
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Cars2415.9%
  • Spinny8.5%
  • ACKO7.3%
  • Other companies68.3%

Funding by stage

529 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel288 54.4%
Series A–B96 18.1%
Series C+ / PE56 10.6%
Grants, debt & other89 16.8%

Recent recorded rounds

Latest recorded rounds · USD
3 rounds

Swipe or scroll horizontally to browse.

Seed03/2026
RoamPrime $319.73K

Backed by Kriscore and InCred Capital and others.

Series A02/2026
Ninety One $2.53M

Backed by Greenlife Agrotech and Gujarat Venture Finance and others.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series D08/2025
Vertelovertelo.in$405M

Backed by AllianzGI and Australian Ethical Investment and others.

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 D10/2021
ACKOacko.com$255M

Backed by Intact Ventures and Munich Re Ventures 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.

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 · 1662 reporting entities from 2026 eligible matches.

Revenue in covered accounts₹1,257,271.0 crore

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

Net profit / loss₹92,741.3 crore

Combined result for the same cohort.

Aggregate net margin+7.4%

Combined net income ÷ combined revenue.

Median company revenue₹60.6 crore

The middle covered reporting entity.

Profitable entities+80.9%

1344 of 1662 covered entities.

Top-five concentration+29.8%

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 · 1662 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.

1662 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
INDIA · 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 India companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

73 of the 5,331 companies on this page carry a measured traffic record (1.4%); these are the largest of those, by monthly visits. The median among them is 222,113 visits.

CompanyMonthly visitsAuthorityMobile
CarWalecarwale.com21,133,7528985.5%
CarDekhocardekho.com16,695,9048986.8%
BikeDekhobikedekho.com8,144,6937192%
Cars24cars24.com6,385,4977290.1%
TVS Motor Companytvsmotor.com5,878,9997689.4%
Maruti Suzuki Indiamarutisuzuki.com5,622,6047392.7%
Tata Motorstatamotors.com5,605,3807486.2%
91Wheels91wheels.com5,281,6415797.4%
Royal Enfieldroyalenfield.com4,858,9647077.8%
ACKOacko.com4,261,2876292.2%

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

Most-installed apps

295 of these companies (5.5%) publish at least one Android app — 663 apps in all, carrying 228.8M installs between them.

AppInstallsRatingStore category
Cars24®: Buy & Sell Used CarsCars2425.8M4Auto & Vehicles
ACKO InsuranceACKO20.5M4.6Finance
CarDekho: Buy New & Used CarsCarDekho15.8M4.3Auto & Vehicles
Hero AppHero MotoCorp14.8M4.7Auto & Vehicles
Spinny - Buy & Sell Used CarsSpinny12.8M4.1Auto & Vehicles
boodmo - Spare Parts ExpertBoodmo12.2M3.9Auto & Vehicles
CarWale: Buy-Sell New/Used CarCarWale11.7M4.2Auto & Vehicles
GoMechanic Car Services & MoreGoMechanic10.8M4.1Auto & Vehicles
Droom: Buy Used Cars & BikesDroom10.6M3.4Auto & Vehicles
BikeDekho - Bikes & ScootersBikeDekho7.1M4.3Auto & Vehicles

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
Auto Retail & Aftersales287165.1MCars24®: Buy & Sell Used Cars 25.8M
Auto E-Commerce & Content189161.7MACKO Insurance 20.5M
Auto Brands19760.6MHero App 14.8M
Internet First Insurance Platforms420.7MQuickinsure 215.8K
Local Services6015.6MGoMechanic Car Services & More 10.8M
B2B E-Commerce912.4Mboodmo - Spare Parts Expert 12.2M
Crop Tech33.8MTractorJunction: Buy\/Sell 3.1M
Auto Components1793.2MAmaron Konnekt 593.8K

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: 52023Q2: 82023Q22023Q3: 62023Q3: 142023Q32023Q4: 32023Q4: 142023Q42024Q1: 42024Q1: 102024Q12024Q2: 62024Q2: 162024Q22024Q3: 42024Q3: 182024Q32024Q4: 112024Q4: 162024Q42025Q1: 52025Q1: 262025Q12025Q2: 152025Q2: 312025Q22025Q3: 92025Q3: 552025Q32025Q4: 52025Q4: 772025Q42026Q1: 172026Q1: 932026Q1

Darker bars are new releases, lighter bars apps updated. 256 of 663 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The India 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 tech469
Consumer digital405
B2c e-commerce306
Enterprise tech141
Online auto parts and accessories123
Marketplaces109
Second hand goods103
Green transport88
Energy tech85
Electric vehicles81
Uber for auto services75
Second hand cars e-commerce63

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

SEGMENT TO EXPLORE

Auto tech

The largest measured segment in this report snapshot.

469companies
11.5%have hiring activity

54 companies hiring · $4.9B disclosed funding

Explore in Radar

How companies make money

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

Physical commerce3,024
E-commerce - product2,987
Fee-for-service844
Commission on transaction841
E-commerce - service486
Advertising461
Subscription241
Sponsorship68
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
Mergers & acquisitionsadmjoinflex.com ↗

ADM Joinflex India Private Limited (ADM Group) has acquired a controlling stake in Bangkok-based C.C.S. Advance Tech Company Limited (CCSA) in a cross-border transaction, resulting in a transfer of management control.

Mergers & acquisitionsbharatforge.com ↗

Share this News: Pune, 30th April 2026: Bharat Forge Limited (“BFL”) today announced the acquisition of a 30% stake in Fortuna Engineering Private Limited (“FEPL” or “Fortuna”) at an equity value of INR 129.60 crores, subject to final closing adjustments.

Mergers & acquisitionsfortunaengineering.com ↗

Bharat Forge Limited has announced a strategic investment in Fortuna Engineering Private Limited, entering into definitive agreements to acquire a 30% stake for ₹129.60 crore.

Mergers & acquisitionsdhoottransmission.com ↗

Bain Capital-backed Dhoot Transmission on Tuesday said it has acquired Bengaluru-based MULTILINK, an electrical and electronic products maker for two and three-wheeler Original Equipment Manufacturers (OEMs), to expand its presence in the segment further.

IPO activityacko.com ↗

New-age insurance company Acko is preparing to make a confidential filing for its initial public offering (IPO), aiming to raise around $250 million, according to people familiar with the matter.

Mergers & acquisitionscrossroadshelpline.com ↗

Crossroads Gold Corp. is pleased to announce that it has entered into a definitive agreement dated April 23, 2026 to acquire 100% of the issued and outstanding shares of Rox-ex Pty Ltd.

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 & acquisitionstvsmotor.com ↗

The acquisition was completed on 15th April 2026, with a cash consideration of ₹9,99,60,460.68.

Mergers & acquisitionscraftsmanautomation.com ↗

Prazim trading and investment company pvt. ltd. offloaded Rs 114 crore worth of stake after selling 1.5 lakh shares for a price of Rs 7,400 per share. In this deal, Bengaluru-based PI Opportunities AIF V LLP was the only buyer.

Full recorded event mix

Top 10 categories among 8,523 recorded events in the 24-month window.

Earnings
3,220
Company announcements
2,461
Leadership moves
548
Mergers & acquisitions
456
New products
434
Contracts
428
IPO activity
213
Capital infusions
180
Funding rounds
165
Regulatory
127
7 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

172 tracked people moves

Manolito Vujicic

Departure Previously Market Development Director at the Porsche Middle East and Africa regional office

Ashutosh Dixit

Appointment Brand Director, Porsche India

Sachin Agrawal

Appointment Chief Technology Officer

Vikram Kasbekar

Resignation Previously Chief Technology Officer

Cars24 ↗
Mehul Agrawal

Resignation Previously Co‑founder

Cars24 ↗
Gajendra Jangid

Resignation Previously Co-Founder

Cars24 ↗
Himanshu Ratnoo

Resignation Previously Chief Executive Officer

Tata Motors ↗
Deepanjan Roy

Appointment Senior General Manager – Marketing, Customer Experience and Group Sales Synergy

Litigation

30 tracked suits

Company
tractors and farm equipment v massey ferguson

trademark ownership dispute of the Massey Ferguson brand in IndiaCivil · Ongoing

Company
tafe v agco

contempt petition over termination of brand licence agreements without noticeCivil · Filed

Earnings pulse

Reported company results in the recorded window.

210companies
3,079period observations
11.3%median reported growth

Median across 2,893 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
JMT AutoRege Holding GmbHAnnounced2026-07-24Not stated in snapshot
Gabriel IndiaAnchemco India Pvt. Ltd.Announced2026-07-01Not stated in snapshot
hdfc mutual fundSundram Fasteners ↗Completed2026-06-30Not stated in snapshot
tata sonsTata Motors ↗Announced2026-06-23Not stated in snapshot
Apollo Tyrescooper tire & rubber companyAnnounced2026-06-12Not stated in snapshot
Dhoot TransmissionmultilinkAnnounced2026-05-05Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

1,850 postings in the preceding 12 months. The full 2,446-posting snapshot covers 248 employers.

Expand panel +

Most advertised job titles

Frontend Developer11
Product Manager11
Car Advisor10
Territory Service Manager9
Dm Buyer Body9
Performance Marketing Executive8
7 internship postings

6 tracked postings mention remote work.

The seniority mix

956 postings specify a level.

unspecified
1,490
manager
410
senior
258
lead
222
intern
36
entry
30

Skills employers mention

Top skills across 2,446 tracked postings in the available jobs snapshot.

Python
116
Sales
110
Sql
106
Communication
87
Communication Skills
78
Project Management
77
Excel
66
Ms Office
65
Data Analysis
64
Analytical Skills
62
ADVERTISED PAY$7.2K/ year

Median across 287 postings with pay data, expressed in USD.

Salary by seniority

manager$7.2K/ year40 postings

Advertised posting medians do not describe all employees or roles.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

2,227 founders and chief executives across 1,797 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

126 profiles with education records.

IIT Delhi
20
IIT Bombay
15
IIT Madras
11
BITS Pilani
10
Indian School of Business
9
IIM Calcutta
8
IIT Kharagpur
7
IIT Kanpur
7

Prior employers

23 profiles with prior-work records.

McKinsey
4
Boston Consulting Group
4
Flipkart
3
Microsoft
2
Goldman Sachs
2
Bain
2
Amazon
2
Freshworks
1

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

NEWS INTELLIGENCE

How this industry appears in the news

141,809 articles in the measured 12-month window.

Expand panel +
141,809articles in the measured year
52,111articles in 2026Q1
79.3%positive tone in the latest complete year

News volume trends

Auto coverage across India · articles per complete quarter

014,98229,96444,94659,9282021Q2: 13,8012021Q22021Q3: 16,5682021Q4: 14,9102022Q1: 16,6902022Q2: 18,1242022Q22022Q3: 19,1752022Q4: 19,8862023Q1: 22,6452023Q2: 20,5452023Q22023Q3: 22,1202023Q4: 22,0822024Q1: 25,0202024Q2: 26,1202024Q22024Q3: 26,6652024Q4: 30,4882025Q1: 31,1662025Q2: 31,4852025Q22025Q3: 31,7612025Q4: 25,6402026Q1: 52,1112026Q1
View quarterly article counts
QuarterArticles
2021Q213,801
2021Q316,568
2021Q414,910
2022Q116,690
2022Q218,124
2022Q319,175
2022Q419,886
2023Q122,645
2023Q220,545
2023Q322,120
2023Q422,082
2024Q125,020
2024Q226,120
2024Q326,665
2024Q430,488
2025Q131,166
2025Q231,485
2025Q331,761
2025Q425,640
2026Q152,111

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
39,940 positive · 871 neutral · 12,304 negative
2022
56,527 positive · 1,207 neutral · 16,054 negative
2023
69,988 positive · 936 neutral · 16,378 negative
2024
82,497 positive · 1,491 neutral · 24,198 negative
2025
95,096 positive · 2,590 neutral · 22,241 negative

Company share of voice

13,906 recorded company events across 339 companies; percentages use that event total.

Maruti Suzuki India ↗marutisuzuki.com
13.4% 1,861 events
Tata Motors ↗tatamotors.com
11.0% 1,528 events
Hero MotoCorp ↗heromotocorp.com
5.5% 766 events
Mahindra Tractors ↗mahindratractor.com
5.2% 730 events
Bajaj Auto ↗bajajauto.com
4.3% 604 events
TVS Motor Company ↗tvsmotor.com
3.4% 478 events
Ashok Leyland ↗ashokleyland.com
2.3% 318 events
Tata Technologies ↗tatatechnologies.com
2.3% 317 events

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

Auto coverage across India

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

Auto coverage across India

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.

Security and Privacy GapsCommon problems researchers identify · 01

Security and Privacy Gaps

68 papers

51.5% of this theme group

Researchers highlight vulnerabilities in vehicle communication, data privacy, and intelligent transport system safety.

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 Humanities ChallengesCommon problems researchers identify · 02

Digital Humanities Challenges

34 papers

25.8% of this theme group

Studies point to philosophical and societal issues arising from digital mediation and remote education.

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

Public Sector Coordination IssuesCommon problems researchers identify · 03

Public Sector Coordination Issues

17 papers

12.9% of this theme group

Works examine difficulties in government negotiations and scope definition for cultural and transport projects.

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

Papers discuss population‑level risks and challenges in sampling and 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‑Machine Interaction RisksCautions · 01

Human‑Machine Interaction Risks

11 papers

73.3% of this theme group

Caution is urged over driver attention limits and safety concerns in 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 Dynamics OptimizationOpportunities · 01

Control and Dynamics Optimization

169 papers

23.0% of this theme group

Opportunities focus on advanced control theory for trajectory planning and vehicle dynamics improvement.

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 lane marking, obstacle, 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 and Blockchain IntegrationOpportunities · 03

Secure IoT and Blockchain Integration

149 papers

20.2% of this theme group

Works explore secure communication frameworks and blockchain for connected autonomous 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 DetectionOpportunities · 04

Real‑Time Object Detection

94 papers

12.8% of this theme group

Studies develop fast convolutional models, such as YOLO variants, for on‑board object identification.

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 NavigationOpportunities · 05

Reinforcement Learning Navigation

63 papers

8.6% of this theme group

Papers propose deep reinforcement methods to enhance lane‑keeping, overtaking, and collision avoidance.

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 SystemsOpportunities · 06

Advanced Driver‑Assistance Systems

57 papers

7.7% of this theme group

Research targets radar‑based ADAS features like lane‑departure warnings and speed‑bump detection.

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 Rare EventsOpportunities · 07

Data Balancing for Rare Events

50 papers

6.8% of this theme group

Techniques such as oversampling and pattern recognition improve detection of low‑frequency medical and safety cases.

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%26.3%
Promising32.4%37.1%
Problem-identifying11.8%9.7%
Descriptive11.6%17.4%
Comparative4.2%4.0%
Cautionary1.4%4.4%
Critical0.9%1.0%

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.

DEMAND, SUPPLY & PLACE

Where demand signals run ahead of mapped supply — India

Compare demand signals in India’s newsflow with the auto 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 →

7 India demand signals compared with mapped auto supply
Signal familySignal percentileSupply percentileRelative gapGap (points)Signal share vs prior year
Highways & expressways ↗Connectivity Build-Out50.00.0+50.0+22.4%
Layoffs & income shocks ↗Spending Pressure66.750.0+16.7+77.0%
EV adoption & charging ↗Adoption Shift75.0100.0-25.0+65.0%
Rail & metro connectivity ↗Connectivity Build-Out83.3No matching category+86.9%
Airports & air links ↗Connectivity Build-Out33.3No matching category+62.9%
Industrial parks & warehousing ↗Investment Build-Out8.3No matching category+54.2%
Congestion & traffic friction ↗Access Friction33.3No matching category+56.9%

Showing all 7 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. India is highlighted.

Mentions per 10,000 articles

Each city’s reading is a share of its own coverage.

Telangana441.3

EV adoption & charging · Highways & expressways · Congestion & traffic friction

Uttar Pradesh221.8

Highways & expressways · Rail & metro connectivity · Congestion & traffic friction

Himachal Pradesh210.5

Highways & expressways · Congestion & traffic friction · EV adoption & charging

Delhi185.3

Highways & expressways · EV adoption & charging · Rail & metro connectivity

Haryana184.9

Highways & expressways · Congestion & traffic friction · Rail & metro connectivity

Karnataka175.3

Highways & expressways · EV adoption & charging · Rail & metro connectivity

Jammu And Kashmir175.3

Highways & expressways · Rail & metro connectivity · Congestion & traffic friction

Manipur175.3

Highways & expressways · Layoffs & income shocks · Airports & air links

Maharashtra164.7

Highways & expressways · Rail & metro connectivity · EV adoption & charging

Uttarakhand147.3

Highways & expressways · Congestion & traffic friction · Rail & metro connectivity

Aichi142.4

EV adoption & charging · Highways & expressways · Industrial parks & warehousing

Tamil Nadu137.8

Highways & expressways · EV adoption & charging · Rail & metro connectivity

Inside the leading signals

Open any signal for its quarterly history
CONNECTIVITY BUILD-OUTHighways & expressways+50.0percentile-point gap
THE OPERATING HYPOTHESIS

Corridor build-out can collapse travel time, widening every catchment.

53.0mentions per 10,000 articles+22.4%share change vs prior year

Mapped auto categories

  • Green Transport88

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

Quarterly share of India coverage

Mentions per 10,000 articles · zero baseline

0163249652024Q3: 502024Q32024Q4: 422024Q42025Q1: 432025Q12025Q2: 402025Q22025Q3: 562025Q32025Q4: 442025Q42026Q1: 532026Q1
View quarterly signal counts
Highways & expressways in India coverage
QuarterMentionsPer 10,000 articles
2024Q3259050.72
2024Q4216142.67
2025Q1205443.77
2025Q2152340.39
2025Q3272656.52
2025Q4164544.23
2026Q1254353.89

Where this signal concentrates in the comparison geography

Himachal Pradesh172.4 / 10,000
Manipur153.9 / 10,000
Uttar Pradesh134.8 / 10,000
SPENDING PRESSURELayoffs & income shocks+16.7percentile-point gap
THE OPERATING HYPOTHESIS

Layoff cycles can pull discretionary spend back toward value offerings.

11.25mentions per 10,000 articles+77.0%share change vs prior year

Mapped auto categories

  • Second Hand Goods103
  • Second Hand Cars E-Commerce63

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

Quarterly share of India coverage

Mentions per 10,000 articles · zero baseline

04711142024Q3: 72024Q32024Q4: 42024Q42025Q1: 62025Q12025Q2: 92025Q22025Q3: 122025Q32025Q4: 102025Q42026Q1: 82026Q1
View quarterly signal counts
Layoffs & income shocks in India coverage
QuarterMentionsPer 10,000 articles
2024Q33727.29
2024Q42294.52
2025Q13246.91
2025Q23479.2
2025Q359112.25
2025Q438710.41
2026Q14238.96

Where this signal concentrates in the comparison geography

Karnataka21.4 / 10,000
Maharashtra11.3 / 10,000
ADOPTION SHIFTEV adoption & charging-25.0percentile-point gap
THE OPERATING HYPOTHESIS

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

40.48mentions per 10,000 articles+65.0%share change vs prior year

Mapped auto categories

  • Green Transport88
  • Electric Vehicles81

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

Quarterly share of India coverage

Mentions per 10,000 articles · zero baseline

0142943582024Q3: 212024Q32024Q4: 202024Q42025Q1: 272025Q12025Q2: 402025Q22025Q3: 402025Q32025Q4: 322025Q42026Q1: 502026Q1
View quarterly signal counts
EV adoption & charging in India coverage
QuarterMentionsPer 10,000 articles
2024Q3111721.88
2024Q4106120.95
2025Q1128927.47
2025Q2151640.2
2025Q3194540.33
2025Q4120532.4
2026Q1236250.06

Where this signal concentrates in the comparison geography

Telangana336.1 / 10,000
Aichi137.2 / 10,000
Grand Est65.7 / 10,000
CONNECTIVITY BUILD-OUTRail & metro connectivitysupply not mapped
THE OPERATING HYPOTHESIS

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

19.85mentions per 10,000 articles+86.9%share change vs prior year

Mapped auto categories

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

Quarterly share of India coverage

Mentions per 10,000 articles · zero baseline

071320262024Q3: 102024Q32024Q4: 112024Q42025Q1: 112025Q12025Q2: 142025Q22025Q3: 162025Q32025Q4: 162025Q42026Q1: 222026Q1
View quarterly signal counts
Rail & metro connectivity in India coverage
QuarterMentionsPer 10,000 articles
2024Q352110.2
2024Q456311.12
2025Q153611.42
2025Q256414.96
2025Q379616.51
2025Q462616.83
2026Q1107222.72

Where this signal concentrates in the comparison geography

Gujarat37.1 / 10,000
Jammu And Kashmir35.2 / 10,000
Maharashtra35.1 / 10,000
CONNECTIVITY BUILD-OUTAirports & air linkssupply not mapped
THE OPERATING HYPOTHESIS

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

6.79mentions per 10,000 articles+62.9%share change vs prior year

Mapped auto categories

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

Quarterly share of India coverage

Mentions per 10,000 articles · zero baseline

0358112024Q3: 32024Q32024Q4: 32024Q42025Q1: 52025Q12025Q2: 52025Q22025Q3: 62025Q32025Q4: 92025Q42026Q1: 62026Q1
View quarterly signal counts
Airports & air links in India coverage
QuarterMentionsPer 10,000 articles
2024Q31823.56
2024Q41943.83
2025Q12705.75
2025Q22265.99
2025Q32946.1
2025Q43529.46
2026Q13046.44

Where this signal concentrates in the comparison geography

Maharashtra15.4 / 10,000
Uttar Pradesh14.4 / 10,000
Delhi14.2 / 10,000
INVESTMENT BUILD-OUTIndustrial parks & warehousingsupply not mapped
THE OPERATING HYPOTHESIS

Parks and warehousing can add the jobs and fulfilment capacity that reach depends on.

4.56mentions per 10,000 articles+54.2%share change vs prior year

Mapped auto categories

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

Quarterly share of India coverage

Mentions per 10,000 articles · zero baseline

013452024Q3: 32024Q32024Q4: 22024Q42025Q1: 32025Q12025Q2: 42025Q22025Q3: 42025Q32025Q4: 42025Q42026Q1: 42026Q1
View quarterly signal counts
Industrial parks & warehousing in India coverage
QuarterMentionsPer 10,000 articles
2024Q31703.33
2024Q41422.8
2025Q11583.37
2025Q21684.45
2025Q32214.58
2025Q41754.71
2026Q11904.03

Where this signal concentrates in the comparison geography

Andhra Pradesh16.2 / 10,000
Uttar Pradesh9.1 / 10,000
Kerala9.0 / 10,000
ACCESS FRICTIONCongestion & traffic frictionsupply not mapped
THE OPERATING HYPOTHESIS

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

11.15mentions per 10,000 articles+56.9%share change vs prior year

Mapped auto categories

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

Quarterly share of India coverage

Mentions per 10,000 articles · zero baseline

04711142024Q3: 82024Q32024Q4: 72024Q42025Q1: 72025Q12025Q2: 72025Q22025Q3: 122025Q32025Q4: 122025Q42026Q1: 92026Q1
View quarterly signal counts
Congestion & traffic friction in India coverage
QuarterMentionsPer 10,000 articles
2024Q34218.24
2024Q43707.31
2025Q13397.22
2025Q22757.29
2025Q360612.57
2025Q445012.1
2026Q14329.16

Where this signal concentrates in the comparison geography

Haryana24.8 / 10,000
Telangana23.3 / 10,000
Uttar Pradesh21.6 / 10,000
RESEARCH & CHANGING CONVERSATIONS

Related research and changing coverage

India auto coverage

Expand panel +
RESEARCH CONTEXT · 2021

A review on barrier and challenges of electric vehicle in India and vehicle to grid optimisation

Transportation Engineering

354 citations in the snapshot

RESEARCH CONTEXT · 2019

A Study on the Adoption of Electric Vehicles in India: The Mediating Role of Attitude

Vision The Journal of Business Perspective

221 citations in the snapshot

RESEARCH CONTEXT · 2018

A Review of Electric Vehicle Lifecycle Emissions and Policy Recommendations to Increase EV Penetration in India

Energies

184 citations in the snapshot

RESEARCH CONTEXT · 2018

Competition and the Welfare Gains from Transportation Infrastructure: Evidence from the Golden Quadrilateral of India

Journal of the European Economic Association

179 citations in the snapshot

What is growing in this coverage

India coverage of this page's demand families

KeywordRecent articlesPrior articlesShare change
dynamic charging938531881.9%
battery-electric trains6426175.7%
municipal ev adoption1599195.7%
transit agency electrification26115786.2%
automotive segment growth736427.7%
hybrid premium635919.6%

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

GEOGRAPHIC FOOTPRINT

Where companies are based

Company counts, hiring and disclosed funding across the recorded hubs.

Expand panel +
8 cards

Swipe or scroll horizontally to browse.

UNDERSTAND THE LANDSCAPE

Auto in India: 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: 6 August 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