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 DELHI EDITION 2026

Delhi’s
auto industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Auto illustration
MEET THE COMPANIES

Explore Delhi’s auto leaders

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

Expand panel +
Auto company highlights in Delhi, snapshot 2 September 2026
Company
RevFinrevfin.in$57.8M3 roles112
Flash Groupflashgroup.in$32.38M1,499$142.55MFYFY2025 filing
Subrossubros.com$29.66M4,003$352.42MFYFY2025 filing
Fiem Industriesfiemindustries.com$19.59M2,437$253.49MFYFY2025 filing
Alt Mobilityalt-mobility.com$17.25M30
Bajaj Motorsbajajmotors.com$12M995
Urja Mobilityurjamobility.in$11.91M
Eicher Motorseicher.in$6M5,101
Autofy Storeautofystore.com8 roles
Hero MotoCorpheromotocorp.com4 roles53,040$4.27BFYFY2025 filing
Maruti Suzuki Indiamarutisuzuki.com4 roles23,922
JTEKT Indiajtekt.co.in3 roles1,761$251.09MFYFY2025 filing
Kunstocomkunstocom.com3 roles37
Power Automotivepowerautomotive.in3 roles
Sun Vacuum Formerssunvac.co.in3 roles120
99rpm99rpm.com
Carhatkecarhatke.com
Competent Automobilescompetent-maruti.com231Financial figure available in RadarView in Radar
JK Tyrejktyre.com2,542$1.06BFYFY2025 filing
Maruti Service Mastersmarutimsm.com350Financial figure available in RadarView in Radar
Maruti Suzuki True Valuemarutisuzukitruevalue.com23,537
Nexanexaexperience.com3,726
Shriram Pistons & Ringsshrirampistons.com2,968$332.74MFYFY2025 filing
Steel Bird Hi Tech Indiasteelbirdhelmet.com2,358
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 Delhi

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

2 September 2026
Hiring participation5.3%

28 of 531 tracked companies have open roles.

Funding participation4.0%

21 of 531 tracked companies have a recorded round.

Top 3 funding share59.1%

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

Median disclosed round$504.42K

Midpoint of 45 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 59.1% of disclosed capital, while 96.0% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Delhi 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

Delhi auto
$0$17.25M$34.5M$51.75M$69M2016: $19.75M20162017: $1.07M20172018: $60.53M20182019: $1.25M20192020: $1.25M20202021: $4.85M20212022: $28.47M20222023: $26.17M20232024: $21.91M20242025: $10.83M2025
View the numbers
Annual auto funding and company formation in Delhi
YearFunding (USD)FoundedRaising
2016$19.75M172
2017$1.07M123
2018$60.53M227
2019$1.25M164
2020$1.25M215
2021$4.85M114
2022$28.47M152
2023$26.17M113
2024$21.91M62
2025$10.83M14
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • RevFin28.5%
  • Flash Group16.0%
  • Subros14.6%
  • Other companies40.9%

Funding by stage

56 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel40 71.4%
Series A–B5 8.9%
Series C+ / PE0 0.0%
Grants, debt & other11 19.6%

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 B12/2023
RevFinrevfin.in$14M

Backed by Omidyar Network and Anuraag Jaipuria and others.

Series A06/2022
RevFinrevfin.in$10M

Backed by Green Frontier Capital and LC Nueva Investment Partners and others.

Series B05/2025
RevFinrevfin.in$5.4M

Backed by Dharmendra Lilaram Sawlani and Veena Jain 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 · 178 reporting entities from 212 eligible matches.

Revenue in covered accounts₹292,180.2 crore

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

Net profit / loss₹27,512.8 crore

Combined result for the same cohort.

Aggregate net margin+9.4%

Combined net income ÷ combined revenue.

Median company revenue₹42.4 crore

The middle covered reporting entity.

Profitable entities+78.7%

140 of 178 covered entities.

Top-five concentration+80.0%

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 · 178 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.

178 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
DELHI · 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 Delhi 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 531 companies on this page carry a measured traffic record (2.6%); these are the largest of those, by monthly visits. The median among them is 215,620 visits.

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

Most-installed apps

28 of these companies (5.3%) publish at least one Android app — 92 apps in all, carrying 36.6M installs between them.

AppInstallsRatingStore category
Hero AppHero MotoCorp14.8M4.7Auto & Vehicles
Maruti Suzuki True ValueMaruti Suzuki True Value5.8MAuto & Vehicles
Maruti SuzukiMaruti Suzuki India2.9MAuto & Vehicles
Hero RideGuideHero MotoCorp2.6M3.9Maps & Navigation
Smartplay StudioMaruti Suzuki India2.5M1.8Maps & Navigation
Suzuki ConnectMaruti Suzuki India1.9MAuto & Vehicles
Smartplay RemoteMaruti Suzuki India1.1MPersonalization
Asli HeroHero MotoCorp812.4K3.4Auto & Vehicles
MySAMILSAMIL796.9KBusiness
Maruti Suzuki Parts KartMaruti Suzuki India504.4K4.4Business

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 (2023Q2–2025Q2).

SegmentAppsInstallsLeading appRelease trend
Auto Brands3429.2MHero App 14.8M
Auto Retail & Aftersales237MMaruti Suzuki True Value 5.8M
Auto E-Commerce & Content197MMySAMIL 796.9K
Electric Vehicles5294.3KRevfin 275.2K
Alternative Lending2294KRevnU 18.8K
Auto Components35290.6KJK Connect 75K
Traditional Conglomerates759.6KDana Products Catalogue 25.5K
Local Services446.7KCarVaidya 24K

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.

2022Q4: 12022Q4: 02022Q42023Q2: 12023Q2: 12023Q22023Q4: 22023Q4: 12023Q42024Q1: 22024Q1: 02024Q12024Q2: 12024Q2: 22024Q22024Q4: 42024Q4: 22024Q42025Q1: 12025Q1: 92025Q12025Q2: 32025Q2: 52025Q2

Darker bars are new releases, lighter bars apps updated. 51 of 92 apps carry a release date. The series ends at 2025Q2, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Delhi 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 tech72
Consumer digital63
B2c e-commerce53
Online auto parts and accessories31
Enterprise tech17
Marketplaces16
Uber for auto services13
Second hand goods12
Second hand cars e-commerce11
Energy tech10
Green transport9
Electric vehicles9

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

SEGMENT TO EXPLORE

Auto tech

The largest measured segment in this report snapshot.

72companies
12.5%have hiring activity

9 companies hiring · $100.4M disclosed funding

Explore in Radar

How companies make money

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

E-commerce - product346
Physical commerce298
Commission on transaction83
Fee-for-service69
Advertising45
E-commerce - service44
Subscription23
Sponsorship7
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 7 dated reports
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.

Mergers & acquisitionsjktyre.com ↗

JK Tyre & Industries has announced an investment of ₹1.31 crore to acquire a 26% equity stake in Roofsol RenewablesFive Pvt. Ltd (RRFPL).

Mergers & acquisitionsmarutisuzuki.com ↗

Maruti Suzuki India’s board today approved the allotment of the company’s 12.3 million shares to Japanese parent company Suzuki Motor Corp on a preferential basis for acquiring the Gujarat plant.

IPO activityneolitezkw.com ↗

Neolite ZKW Lightings Limited filed its Draft Red Herring Prospectus with SEBI in December 2025.

Funding roundsshrirampistons.com ↗

1 month ago Auto components maker Shriram Pistons and Rings (SPRL) has raised Rs 1,000 crore from a group of mutual fund investors to fund its Rs 1,670-crore acquisition of the local entities of Spanish company Groupo Antolin, people familiar with the fundraising told ET.

Funding roundstsuyo.co.in ↗

Similarly, in October, mobility startup Tsuyo Manufacturing raised $4.5 million in a round led by Avaana Capital, signaling growing investor confidence in India’s next-generation manufacturing ecosystem.

Mergers & acquisitionsheromotocorp.com ↗

Hero MotoCorp has acquired a 26% stake in Clean Max Karakoram Pvt. Ltd.

Full recorded event mix

Top 10 categories among 1,817 recorded events in the 24-month window.

Company announcements
920
Earnings
531
Leadership moves
106
New products
54
Mergers & acquisitions
38
Capital infusions
35
Funding rounds
35
Contracts
32
Regulatory
26
Lawsuit
10
6 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

33 tracked people moves

Vikram Kasbekar

Resignation Previously Chief Technology Officer

Sachin Agrawal

Appointment Chief Technology Officer

Ashish Gupta

Appointment Head of Research, Partnerships, and New Initiatives

JK Tyre ↗
Mandar V Deo

Appointment President – India

Dr Brijmohan Lall Munjal

Resignation Previously Executive Chairman

Tarun Aggarwal

Appointment Head of Engineering

Partho Banerjee

Appointment Head of Sales and Marketing

JK Tyre ↗
Mandar Deo

Appointment President – India

Product launches

Products, platforms and features in the recorded window

125cc Glamour motorcycle

Motorcycle

XPulse 200T

200cc motorcycle

e Vitara

electric SUV

eVitara

Electric SUV

JK Tyre ↗
Shresth Plus

Premium farm tyre

TyresNMore ↗
TyresNmore Experience Centre

Automotive Retail

JK Tyre ↗
Embedded Smart Tyres

Tyres

Rana Maruti ↗
Hyundai Mighty EX8, County New Breeze bus

Bus

Litigation

9 tracked suits

Company
hindustan motors v West Bengal government

land resumption rights at Uttarpara plantCivil · Dismissed

Company
SMAS Auto Leasing, Shefasteq OPC Pvt. Ltd v gensol engineering, blusmart

Restraint on third‑party rights over leased electric vehiclesCivil · Ongoing

Earnings pulse

Reported company results in the recorded window.

17companies
520period observations
10.8%median reported growth

Median across 498 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
CrossroadsRox-ex Pty Ltd.Announced2026-04-23Not stated in snapshot
suzuki motorMaruti Suzuki India ↗Announced2026-04-15Not stated in snapshot
Maruti Suzuki Indiasuzuki motorAnnounced2026-04-15Not stated in snapshot
JK TyreRoofsol RenewablesFive Pvt. LtdAnnounced2026-04-15Not stated in snapshot
JK TyresunpulseAnnounced2026-03-05Not stated in snapshot
Shriram Pistons & RingsAntolin Group’s three Indian companies (Antolin Lighting India, Grupo Antolin India, Grupo Antolin Chakan)Announced2026-01-02Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

407 postings in the preceding 12 months. The full 436-posting snapshot covers 312 employers.

Expand panel +

Most advertised job titles

Qa Automation Engineer7
Automation Tech Lead, India7
Testing Automation Telecom Senior5
Automation Engineer5
Autocad Draughtsman4
Autocad Drafter4
0 internship postings

2 tracked postings mention remote work.

The seniority mix

180 postings specify a level.

unspecified
256
senior
65
lead
57
manager
45
intern
9
entry
4

Skills employers mention

Top skills across 436 tracked postings in the available jobs snapshot.

Selenium
106
Python
95
Java
75
Playwright
53
Automation Testing
49
Javascript
48
Api Testing
47
Postman
46
Cicd
41
Manual Testing
35
ADVERTISED PAY$8.7K/ year

Median across 45 postings with pay data, expressed in USD.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

234 founders and chief executives across 184 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

VCo-Founder & CEO

Vijay Kumar

TSUYO ↗

Co-Founder MadVR Solutions, Weldomac Engineering, Founder Jyva Engineering, ex-Founder Biryani Box. National Institute of Advanced Manufacturing…

Education networks

10 profiles with education records.

IIT Delhi
3
IIM Calcutta
2
University of California (Los Angeles)
1
Carnegie Mellon University
1
University of Pennsylvania
1
Kellogg School of Management
1
IIT Kharagpur
1
IIT Bombay
1

Prior employers

0 profiles with prior-work records.

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

NEWS INTELLIGENCE

How this industry appears in the news

15,060 articles in the measured 12-month window.

Expand panel +
15,060articles in the measured year
3,127articles in 2026Q1
81.8%positive tone in the latest complete year

News volume trends

Auto coverage tagged Delhi · articles per complete quarter

01,5113,0224,5326,0432021Q2: 1,4072021Q22021Q3: 1,7232021Q4: 1,5392022Q1: 1,7532022Q2: 1,9902022Q22022Q3: 2,3012022Q4: 2,2092023Q1: 2,8652023Q2: 2,2362023Q22023Q3: 2,0362023Q4: 2,1212024Q1: 2,3522024Q2: 2,0202024Q22024Q3: 2,4242024Q4: 2,7442025Q1: 3,0582025Q2: 1,7982025Q22025Q3: 5,2552025Q4: 4,5112026Q1: 3,1272026Q1
View quarterly article counts
QuarterArticles
2021Q21,407
2021Q31,723
2021Q41,539
2022Q11,753
2022Q21,990
2022Q32,301
2022Q42,209
2023Q12,865
2023Q22,236
2023Q32,036
2023Q42,121
2024Q12,352
2024Q22,020
2024Q32,424
2024Q42,744
2025Q13,058
2025Q21,798
2025Q35,255
2025Q44,511
2026Q13,127

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
3,671 positive · 48 neutral · 1,340 negative
2022
5,412 positive · 100 neutral · 2,730 negative
2023
6,544 positive · 127 neutral · 2,580 negative
2024
6,755 positive · 98 neutral · 2,679 negative
2025
11,956 positive · 240 neutral · 2,418 negative

Leading coverage topics

Auto coverage tagged Delhi · 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 tagged Delhi. 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 security.

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

Autonomous Vehicle

Autonomous vehicle security: Current survey and future research challenges

Social and Ethical ConcernsCommon problems researchers identify · 02

Social and Ethical Concerns

34 papers

25.8% of this theme group

Papers discuss digital mediation of social relations, remote education challenges, and broader philosophical impacts.

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

Policy and Governance IssuesCommon problems researchers identify · 03

Policy and Governance Issues

17 papers

12.9% of this theme group

Studies examine governmental scope, public‑sector negotiations, and cultural sector constraints.

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

Data Quality and RepresentativenessCommon problems researchers identify · 04

Data Quality and Representativeness

13 papers

9.8% of this theme group

Works point out sampling risks, replication problems, and population‑level uncertainties.

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

Cautions focus on driver attention limits and safety implications of 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 target advanced control theory, trajectory planning, and vehicle dynamics modeling.

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 PerceptionOpportunities · 02

Vision‑Based Perception

154 papers

20.9% of this theme group

Research advances lane, obstacle, and sign detection using convolutional networks and image processing.

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 Connected Vehicle NetworksOpportunities · 03

Secure Connected Vehicle Networks

149 papers

20.2% of this theme group

Papers propose blockchain, IoT, and deep‑learning methods for protecting vehicle communications.

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

Works develop fast, accurate object detectors such as YOLO variants for autonomous 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 NavigationOpportunities · 05

Reinforcement Learning Navigation

63 papers

8.6% of this theme group

Studies explore adaptive RL strategies for 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 enhances ADAS components like radar‑based 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

Papers apply oversampling and pattern‑recognition techniques to improve detection of low‑frequency conditions.

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%26.4%
Promising32.4%37.4%
Problem-identifying11.8%9.6%
Descriptive11.6%17.4%
Comparative4.2%3.8%
Cautionary1.4%4.5%
Critical0.9%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
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 — Delhi

Compare demand signals in Delhi’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 →

6 Delhi demand signals compared with mapped auto supply
Signal familySignal percentileSupply percentileRelative gapGap (points)Signal share vs prior year
Highways & expressways ↗Connectivity Build-Out62.50.0+62.5+30.0%
EV adoption & charging ↗Adoption Shift90.050.0+40.0+70.7%
Layoffs & income shocks ↗Spending Pressure25.0100.0-75.0
Rail & metro connectivity ↗Connectivity Build-Out30.0No matching category+14.2%
Airports & air links ↗Connectivity Build-Out47.5No matching category+43.9%
Congestion & traffic friction ↗Access Friction45.0No matching category+42.9%

Showing all 6 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. Delhi is highlighted.

Mentions per 10,000 articles

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

Hyderabad573.4

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

Meerut556.8

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

Noida361.4

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

Dehradun281.3

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

Srinagar236.8

Highways & expressways · Rail & metro connectivity · Airports & air links

Agra227.1

Highways & expressways · Rail & metro connectivity · Airports & air links

Ghaziabad225.0

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

Thane205.9

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

Bengaluru203.5

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

DelhiThis page192.1

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

Faridabad202.3

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

Prayagraj199.8

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

Inside the leading signals

Open any signal for its quarterly history
CONNECTIVITY BUILD-OUTHighways & expressways+62.5percentile-point gap
THE OPERATING HYPOTHESIS

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

87.32mentions per 10,000 articles+30.0%share change vs prior year

Mapped auto categories

  • Green Transport9

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

Quarterly share of Delhi coverage

Mentions per 10,000 articles · zero baseline

02855831112024Q3: 772024Q32024Q4: 732024Q42025Q1: 592025Q12025Q2: 742025Q22025Q3: 962025Q32025Q4: 602025Q42026Q1: 932026Q1
View quarterly signal counts
Highways & expressways in Delhi coverage
QuarterMentionsPer 10,000 articles
2024Q326477.44
2024Q426573.54
2025Q122659.19
2025Q217174.46
2025Q332896.21
2025Q418960.18
2026Q126793.9

Where this signal concentrates in the comparison geography

Meerut400.4 / 10,000
Dehradun246.9 / 10,000
Noida201.0 / 10,000
ADOPTION SHIFTEV adoption & charging+40.0percentile-point gap
THE OPERATING HYPOTHESIS

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

38.55mentions per 10,000 articles+70.7%share change vs prior year

Mapped auto categories

  • Green Transport9
  • Electric Vehicles9

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

Quarterly share of Delhi coverage

Mentions per 10,000 articles · zero baseline

0163147622024Q3: 272024Q32024Q4: 222024Q42025Q1: 232025Q12025Q2: 312025Q22025Q3: 542025Q32025Q4: 142025Q42026Q1: 312026Q1
View quarterly signal counts
EV adoption & charging in Delhi coverage
QuarterMentionsPer 10,000 articles
2024Q39527.87
2024Q48022.2
2025Q18923.31
2025Q27231.35
2025Q318554.27
2025Q44514.33
2026Q19031.65

Where this signal concentrates in the comparison geography

Hyderabad475.4 / 10,000
Pune57.8 / 10,000
Bengaluru54.9 / 10,000
SPENDING PRESSURELayoffs & income shocks-75.0percentile-point gap
THE OPERATING HYPOTHESIS

Layoff cycles can pull discretionary spend back toward value offerings.

5.6mentions per 10,000 articles

Mapped auto categories

  • Second Hand Goods12
  • Second Hand Cars E-Commerce11

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

Quarterly share of Delhi coverage

Mentions per 10,000 articles · zero baseline

0368112024Q3: 32024Q32024Q4: 22024Q42025Q1: 22025Q12025Q2: 92025Q22025Q3: 42025Q32025Q4: 52025Q42026Q1: 62026Q1
View quarterly signal counts
Layoffs & income shocks in Delhi coverage
QuarterMentionsPer 10,000 articles
2024Q3123.52
2024Q492.5
2025Q182.1
2025Q2229.58
2025Q3154.4
2025Q4175.41
2026Q1196.68

Where this signal concentrates in the comparison geography

Noida39.6 / 10,000
Bengaluru30.7 / 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.

29.38mentions per 10,000 articles+14.2%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 Delhi coverage

Mentions per 10,000 articles · zero baseline

0112334452024Q3: 262024Q32024Q4: 282024Q42025Q1: 292025Q12025Q2: 182025Q22025Q3: 262025Q32025Q4: 252025Q42026Q1: 392026Q1
View quarterly signal counts
Rail & metro connectivity in Delhi coverage
QuarterMentionsPer 10,000 articles
2024Q38926.11
2024Q410228.31
2025Q111329.59
2025Q24218.29
2025Q39026.4
2025Q48125.79
2026Q111239.39

Where this signal concentrates in the comparison geography

Meerut128.2 / 10,000
Thane107.6 / 10,000
Prayagraj71.5 / 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.

13.47mentions per 10,000 articles+43.9%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 Delhi coverage

Mentions per 10,000 articles · zero baseline

061319252024Q3: 72024Q32024Q4: 72024Q42025Q1: 112025Q12025Q2: 162025Q22025Q3: 102025Q32025Q4: 122025Q42026Q1: 222026Q1
View quarterly signal counts
Airports & air links in Delhi coverage
QuarterMentionsPer 10,000 articles
2024Q3277.92
2024Q4267.22
2025Q14511.79
2025Q23716.11
2025Q33710.85
2025Q43812.1
2026Q16322.16

Where this signal concentrates in the comparison geography

Noida50.7 / 10,000
Amritsar35.9 / 10,000
Srinagar22.5 / 10,000
ACCESS FRICTIONCongestion & traffic frictionsupply not mapped
THE OPERATING HYPOTHESIS

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

17.77mentions per 10,000 articles+42.9%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 Delhi coverage

Mentions per 10,000 articles · zero baseline

061319262024Q3: 152024Q32024Q4: 162024Q42025Q1: 92025Q12025Q2: 82025Q22025Q3: 172025Q32025Q4: 172025Q42026Q1: 222026Q1
View quarterly signal counts
Congestion & traffic friction in Delhi coverage
QuarterMentionsPer 10,000 articles
2024Q35315.55
2024Q45816.1
2025Q1379.69
2025Q2198.27
2025Q35917.31
2025Q45617.83
2026Q16422.51

Where this signal concentrates in the comparison geography

Ghaziabad50.1 / 10,000
Vadodara33.8 / 10,000
Muzaffarpur30.6 / 10,000
RESEARCH & CHANGING CONVERSATIONS

Related research and changing coverage

Delhi auto coverage

Expand panel +
RESEARCH CONTEXT · 2017

Development and evaluation of an integrated transportation system: a case study of Delhi

Proceedings of the Institution of Civil Engineers - Transport

19 citations in the snapshot

RESEARCH CONTEXT · 2017

Logistics Sprawl in Timber Markets and its Impact on Freight Distribution Patterns in Metropolitan City of Delhi, India

Transportation research procedia

19 citations in the snapshot

RESEARCH CONTEXT · 2020

Assessment of urban freight travel characteristics - A case study of Delhi

Transportation research procedia

18 citations in the snapshot

RESEARCH CONTEXT · 2022

Co-Benefit Assessment of Active Transportation in Delhi, Estimating the Willingness to Use Nonmotorized Mode and Near-Roadway-Avoided PM2.5 Exposure

International Journal of Environmental Research and Public Health

13 citations in the snapshot

What is growing in this coverage

Delhi coverage of this page's demand families

KeywordRecent articlesPrior articlesShare change
charging corridor development459467.7%
ev tax credits6815414.7%
electric bus deployment5920235.0%
transit agency electrification6427169.1%
circular economy automotive2211127.1%
eco-design vehicles2413109.6%

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

UNDERSTAND THE LANDSCAPE

Auto in Delhi: 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: 2 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