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 ↗
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.

An industry ecosystem,
measured in context.
MEET THE COMPANIESExplore Delhi’s auto leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Expand panel +
Explore Delhi’s auto leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Company discovery
Recorded evidence onlyExplore 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 ↗Auto industry KPIs in Delhi
A few useful ratios bring the size of this ecosystem into perspective.
28 of 531 tracked companies have open roles.
21 of 531 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
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 FORMATIONHow Delhi auto has grown
Recorded company formation and disclosed funding across the complete annual series shown.
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How Delhi auto has grown
Recorded company formation and disclosed funding across the complete annual series shown.
Disclosed funding by year
Sum of recorded funding rounds · USD
View the numbers
| Year | Funding (USD) | Founded | Raising |
|---|---|---|---|
| 2016 | $19.75M | 17 | 2 |
| 2017 | $1.07M | 12 | 3 |
| 2018 | $60.53M | 22 | 7 |
| 2019 | $1.25M | 16 | 4 |
| 2020 | $1.25M | 21 | 5 |
| 2021 | $4.85M | 11 | 4 |
| 2022 | $28.47M | 15 | 2 |
| 2023 | $26.17M | 11 | 3 |
| 2024 | $21.91M | 6 | 2 |
| 2025 | $10.83M | 1 | 4 |
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
Investors appearing most often
Recorded participation in auto company rounds since 2016.
- 01LetsVenture 8 rounds
- 02GAIL 6 rounds
- 03Jaideep Mehta 5 rounds
- 04Ceat Tyres 4 rounds
- 05PitchRight Ventures 4 rounds
- 06HPCL 3 rounds
- 07Mufin Green Finance 3 rounds
- 08Eurazeo 3 rounds
- 09Knam 3 rounds
- 010Green Frontier Capital 3 rounds
Recent recorded rounds
Latest recorded rounds · USDLargest and notable recorded rounds
Each card is one recorded roundBacked by Omidyar Network and Anuraag Jaipuria and others.
Participating investors were not recorded in this snapshot.
Backed by Mufin Green Finance and Hindon Mercantile.
Backed by Green Frontier Capital and LC Nueva Investment Partners and others.
Backed by Shell and Ev2 Ventures and others.
Backed by Twynam and Ev2 Ventures and others.
Backed by Dharmendra Lilaram Sawlani and Veena Jain and others.
Backed by Avaana Capital Advisors.
Backed by Dheeraj Jain and LetsVenture and others.
Backed by Livguard.
THE BUSINESS BEHIND THE ACTIVITYRevenue, profitability & financial strength
Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.
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Revenue, profitability & financial strength
Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.
Display conversions use the dated reference rates above. Where a verified rate is unavailable, figures retain their source currency. Each reporting cohort keeps its currency and accounting basis separate.
FY2025 · annual statements grouped by reported fiscal year; exact entity periods remain on preview rows · 178 reporting entities from 212 eligible matches.
Sum of reporting-entity revenue; not Delhi market sales.
Combined result for the same cohort.
Combined net income ÷ combined revenue.
The middle covered reporting entity.
140 of 178 covered entities.
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.
| Company / reporting entity | Revenue | Net profit / loss | Net margin | Revenue growth | Total assets |
|---|---|---|---|---|---|
| Hero MotoCorp ↗L35911DL1984PLC017354 | ₹40,756.4 crore | ₹4,609.9 crore | +11.3% | — | ₹27,920.1 crore |
| JK Tyre ↗L67120RJ1951PLC045966 | ₹10,176.3 crore | ₹385.2 crore | +3.8% | — | ₹9,977.8 crore |
| Subros ↗L74899DL1985PLC020134 | ₹3,367.6 crore | ₹150.4 crore | +4.5% | — | ₹1,858.4 crore |
| Shriram Pistons & Rings ↗L29112DL1963PLC004084 | ₹3,179.5 crore | ₹497.8 crore | +15.7% | — | ₹3,387.2 crore |
| Rockman Industries ↗U35921PB1981PLC004729 | ₹2,672.3 crore | ₹211.6 crore | +7.9% | — | ₹2,340.5 crore |
| Fiem Industries ↗L36999DL1989PLC034928 | ₹2,422.2 crore | ₹204.1 crore | +8.4% | — | ₹1,418.2 crore |
| JTEKT India ↗L29113DL1984PLC018415 | ₹2,399.3 crore | ₹75.3 crore | +3.1% | — | ₹1,462.7 crore |
| Flash Group ↗U74899DL1989PTC038169 | ₹1,362.1 crore | ₹79.7 crore | +5.8% | — | ₹1,042.9 crore |
Explore full company accounts and filings.
Explore a reporting entity
Choose “View accounts” to inspect an available company preview.
How does auto compare?
Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.
| Industry | Covered / eligible | Revenue total | Median revenue | Net profit / loss | Aggregate margin | Profitable share | Overlap |
|---|
Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.
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.
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.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| Maruti Suzuki Indiamarutisuzuki.com | 5,622,604 | 73 | 92.7% |
| Hero MotoCorpheromotocorp.com | 2,286,915 | 66 | 85% |
| Woodman Electronicshiwoodman.com | 380,171 | 18 | 98% |
| JK Tyrejktyre.com | 377,759 | 45 | 95.9% |
| Carhatkecarhatke.com | 344,448 | 21 | 90.7% |
| 99rpm99rpm.com | 308,691 | 18 | 83.5% |
| SIAMsiam.in | 244,493 | 44 | 76.1% |
| Steel Bird Hi Tech Indiasteelbirdhelmet.com | 186,748 | 39 | 86.2% |
| Safexbikessafexbikes.com | 184,506 | 30 | 91.8% |
| SAMILsamil.in | 179,548 | 48 | 85.8% |
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.
| App | Installs | Rating | Store category |
|---|---|---|---|
| Hero AppHero MotoCorp | 14.8M | 4.7 | Auto & Vehicles |
| Maruti Suzuki True ValueMaruti Suzuki True Value | 5.8M | — | Auto & Vehicles |
| Maruti SuzukiMaruti Suzuki India | 2.9M | — | Auto & Vehicles |
| Hero RideGuideHero MotoCorp | 2.6M | 3.9 | Maps & Navigation |
| Smartplay StudioMaruti Suzuki India | 2.5M | 1.8 | Maps & Navigation |
| Suzuki ConnectMaruti Suzuki India | 1.9M | — | Auto & Vehicles |
| Smartplay RemoteMaruti Suzuki India | 1.1M | — | Personalization |
| Asli HeroHero MotoCorp | 812.4K | 3.4 | Auto & Vehicles |
| MySAMILSAMIL | 796.9K | — | Business |
| Maruti Suzuki Parts KartMaruti Suzuki India | 504.4K | 4.4 | Business |
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).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| Auto Brands | 34 | 29.2M | Hero App 14.8M | |
| Auto Retail & Aftersales | 23 | 7M | Maruti Suzuki True Value 5.8M | |
| Auto E-Commerce & Content | 19 | 7M | MySAMIL 796.9K | |
| Electric Vehicles | 5 | 294.3K | Revfin 275.2K | |
| Alternative Lending | 2 | 294K | RevnU 18.8K | |
| Auto Components | 35 | 290.6K | JK Connect 75K | |
| Traditional Conglomerates | 7 | 59.6K | Dana Products Catalogue 25.5K | |
| Local Services | 4 | 46.7K | CarVaidya 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.
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 INDUSTRYThe Delhi auto market map
Explore the segments behind the headline numbers.
Expand panel +
The Delhi auto market map
Explore the segments behind the headline numbers.
Where companies are building
Rank segments by scale, hiring or disclosed funding.
Companies can sit in several segments. Counts and funding overlap.
Auto tech
The largest measured segment in this report snapshot.
9 companies hiring · $100.4M disclosed funding
Explore in RadarHow companies make money
Common revenue models; a company can use more than one.
THE COMPANIES IN MOTIONWho is listing, hiring leaders, launching and winning work
Recorded corporate activity linked to companies in this landscape.
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Who is listing, hiring leaders, launching and winning work
Recorded corporate activity linked to companies in this landscape.
Recent corporate headlines 7 dated reports
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.
JK Tyre & Industries has announced an investment of ₹1.31 crore to acquire a 26% equity stake in Roofsol RenewablesFive Pvt. Ltd (RRFPL).
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.
Neolite ZKW Lightings Limited filed its Draft Red Herring Prospectus with SEBI in December 2025.
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.
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.
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.
IPO pipeline
6 companies with recorded IPO activity
IPO · BSE and NSE3 reports
Direct Listing · TSXV1 reports
IPO1 reports
IPO1 reports
IPO1 reports
IPO2 reports
Leadership moves
33 tracked people moves
Resignation Previously Chief Technology Officer
Appointment Chief Technology Officer
Appointment Head of Research, Partnerships, and New Initiatives
Appointment President – India
Resignation Previously Executive Chairman
Appointment Head of Engineering
Appointment Head of Sales and Marketing
Appointment President – India
Product launches
Products, platforms and features in the recorded window
Motorcycle
200cc motorcycle
electric SUV
Electric SUV
Premium farm tyre
Automotive Retail
Tyres
Bus
Contract wins
15 recorded customer wins
Customer: Harley-DavidsonAutomotive
Customer: indian oilAutomotive Service
Customer: Gujarat Industrial Development CorporationInfrastructure
Customer: indian railwaysRail
Customer: Banaras Locomotive Works (BLW), VaranasiRailway services
Customer: dongheeAutomotive
Regulatory events
38 recorded events
appeal effect order
approved issuance of shares
tax demand notice receivedIncome Tax department
stay orderDelhi High Court
Litigation
9 tracked suits
land resumption rights at Uttarpara plantCivil · Dismissed
Restraint on third‑party rights over leased electric vehiclesCivil · Ongoing
Earnings pulse
Reported company results in the recorded window.
Median across 498 reported growth observations; companies may contribute multiple periods.
Mergers and acquisitions
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| Crossroads→Rox-ex Pty Ltd. | Announced | 2026-04-23 | Not stated in snapshot |
| suzuki motor→Maruti Suzuki India ↗ | Announced | 2026-04-15 | Not stated in snapshot |
| Maruti Suzuki India→suzuki motor | Announced | 2026-04-15 | Not stated in snapshot |
| JK Tyre→Roofsol RenewablesFive Pvt. Ltd | Announced | 2026-04-15 | Not stated in snapshot |
| JK Tyre→sunpulse | Announced | 2026-03-05 | Not stated in snapshot |
| Shriram Pistons & Rings→Antolin Group’s three Indian companies (Antolin Lighting India, Grupo Antolin India, Grupo Antolin Chakan) | Announced | 2026-01-02 | Not stated in snapshot |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
PEOPLE & OPPORTUNITYThe talent market
407 postings in the preceding 12 months. The full 436-posting snapshot covers 312 employers.
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The talent market
407 postings in the preceding 12 months. The full 436-posting snapshot covers 312 employers.
Most advertised job titles
2 tracked postings mention remote work.
The seniority mix
180 postings specify a level.
Skills employers mention
Top skills across 436 tracked postings in the available jobs snapshot.
Median across 45 postings with pay data, expressed in USD.
Companies hiring
Large employers
| Company | Employees |
|---|---|
| Hero MotoCorp ↗ | 53,040 |
| Maruti Suzuki India ↗ | 23,922 |
| Eicher Motors ↗ | 5,101 |
| Subros ↗ | 4,003 |
| Shriram Pistons & Rings ↗ | 2,968 |
| JK Tyre ↗ | 2,542 |
| Fiem Industries ↗ | 2,437 |
| Steel Bird Hi Tech India ↗ | 2,358 |
THE PEOPLE BUILDING THE FIELDFounders and leaders
234 founders and chief executives across 184 companies.
Expand panel +
Founders and leaders
234 founders and chief executives across 184 companies.
Sameer Aggarwal
RevFin ↗RevFin Capital, ex-Oakam, HSBC. Guru Gobind Singh Indraprastha University BTech 2004, IIT Kharagpur 2006
Sanjeev Vasdev
Flash Group ↗RV College Of Engineering BE 1987
Dev Arora
Alt Mobility ↗Ex-Co-Founder OV Energy, Qlicket, GMR Group. NIT Kurukshetra BTech
Pankaj Chopra
Urja Mobility ↗Ex-Usha Financial Services, Greaves Cotton, MTS, Samsung Electronics.
Govindarajan B
Eicher Motors ↗Ex-Patil Rail Infrastructure, Suzlon Energy · Annamalai University BE 1989
Vijay Kumar
TSUYO ↗Co-Founder MadVR Solutions, Weldomac Engineering, Founder Jyva Engineering, ex-Founder Biryani Box. National Institute of Advanced Manufacturing…
Sahil Chaudhry
BlueJack ↗Ex-Tilt, CarTrade Exchange, Singapore Angel Network, Bloomberg. Shaheed Sukhdev College Of Business Studies 2016
Narsimham KV
Quanteon World ↗Indian Navy. Indian Naval Academy BS 1996, Naval College Of Engineering. INS Shivaji BTech 1999
Sameer Panda
TJ Tyres ↗VSSUT, ex-Tata Motors, Anand & Anand, Co-Founder PSagar & Ubillioner. University College of Engineering BE 2000…
Abhishek Gupta
Motorama ↗Founder Cirfie Board, ex-Co-Founder The Safe Zone, REX TECH, ABZ International. Maharaja Agrasen Institute Of Technology Delhi BE…
Niranjan Gupta
Hero MotoCorp ↗CFO and Executive Director, HUL - Unilever, Ex-Hero Motocorp, Vedanta Resources · The Institute of Chartered Accountants of India (1994)
Rajesh Singh
Driveo ↗Ex-Co-Founder & CEO Driveo Technologies, General Motors, Havells India, Maruti Suzuki India. Indian Institute of Technology, Delhi 1990…
Education networks
10 profiles with education records.
Prior employers
0 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
NEWS INTELLIGENCEHow this industry appears in the news
15,060 articles in the measured 12-month window.
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How this industry appears in the news
15,060 articles in the measured 12-month window.
News volume trends
Auto coverage tagged Delhi · articles per complete quarter
View quarterly article counts
| Quarter | Articles |
|---|---|
| 2021Q2 | 1,407 |
| 2021Q3 | 1,723 |
| 2021Q4 | 1,539 |
| 2022Q1 | 1,753 |
| 2022Q2 | 1,990 |
| 2022Q3 | 2,301 |
| 2022Q4 | 2,209 |
| 2023Q1 | 2,865 |
| 2023Q2 | 2,236 |
| 2023Q3 | 2,036 |
| 2023Q4 | 2,121 |
| 2024Q1 | 2,352 |
| 2024Q2 | 2,020 |
| 2024Q3 | 2,424 |
| 2024Q4 | 2,744 |
| 2025Q1 | 3,058 |
| 2025Q2 | 1,798 |
| 2025Q3 | 5,255 |
| 2025Q4 | 4,511 |
| 2026Q1 | 3,127 |
Article volume measures coverage, not market sales.
Tone of coverage over time
Most-covered companies
Company share of voice
3,284 recorded company events across 30 companies; percentages use that event total.
Leading coverage topics
Auto coverage tagged Delhi · ranked by full-period article count.
Recent and prior counts use the source comparison windows.
Topics gaining and losing attention
India comparison coverage
| Keyword | Recent | Prior | Change |
|---|---|---|---|
| top-rated vehicles | 1,122 | 270 | 316% |
| performance sedan engines | 816 | 270 | 202% |
| hyundai usa dealers | 769 | 115 | 569% |
| hyundai dealerships | 764 | 82 | 832% |
| suzuki fuel-saving | 731 | 64 | 1042% |
| suzuki fuel economy | 720 | 65 | 1008% |
| suzuki mileage ratings | 717 | 51 | 1306% |
| suzuki eco technologies | 716 | 71 | 908% |
| suzuki green innovations | 710 | 60 | 1083% |
| suzuki emissions reduction | 708 | 55 | 1187% |
| honda forums | 132 | 2,606 | -95% |
| stock indices | 829 | 1,246 | -33% |
| test cricket | 387 | 853 | -55% |
| ipo prospectus | 249 | 819 | -70% |
| honda service intervals | 0 | 757 | -100% |
Event and signal lenses
India comparison coverage
Regulatory Risk
126,644 classified articlesstock performance, stock indices, ev powertrain advancements
46.4% critical · 40.3% positiveFunding Momentum
23,268 classified articlespre-ipo valuation, ipo prospectus, ipo pricing
50.9% critical · 55.5% positiveGrowth
58,093 classified articlesautomotive segment growth, vehicle sales forecasts, ev powertrain advancements
43.5% critical · 52.7% positiveAuto coverage tagged Delhi. Topic labels describe recorded classifications and can include broad context.
RESEARCH SIGNALSWhat Auto research is working on
1,085 papers in the recorded india scope.
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What Auto research is working on
1,085 papers in the recorded india scope.
Research orientation
Contribution mix
Tone counts: 993 positive · 41 neutral · 51 negative.
- 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
- 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
- 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
Leading researchers
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
Common problems researchers identify · 01Security and Privacy Gaps
68 papers51.5% 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
Common problems researchers identify · 02Social and Ethical Concerns
34 papers25.8% 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
Common problems researchers identify · 03Policy and Governance Issues
17 papers12.9% 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
Common problems researchers identify · 04Data Quality and Representativeness
13 papers9.8% 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
Cautions · 01Human‑Machine Interaction Risks
11 papers73.3% 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
Opportunities · 01Control and Dynamics Optimization
169 papers23.0% 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.
Opportunities · 02Vision‑Based Perception
154 papers20.9% 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
Opportunities · 03Secure Connected Vehicle Networks
149 papers20.2% 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
Opportunities · 04Real‑Time Object Detection
94 papers12.8% 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
Opportunities · 05Reinforcement Learning Navigation
63 papers8.6% 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
Opportunities · 06Advanced Driver‑Assistance Systems
57 papers7.7% 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
Opportunities · 07Data Balancing for Rare Events
50 papers6.8% 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 orientation | This field | Reference sample |
|---|---|---|
| Breakthrough | 37.6% | 26.4% |
| Promising | 32.4% | 37.4% |
| Problem-identifying | 11.8% | 9.6% |
| Descriptive | 11.6% | 17.4% |
| Comparative | 4.2% | 3.8% |
| Cautionary | 1.4% | 4.5% |
| Critical | 0.9% | 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 paper | Papers | Share | Raised as a problem | Worldwide share |
|---|---|---|---|---|
| Privacy & surveillanceA Survey of Cybersecurity Challenges and Mitigation Techniques for Connected and Autonomous Vehicles | 11 | 1.06% | 6 (54.5%) | 0.42% |
| Safety & misuseDesigning Robust AI Systems for Autonomous Vehicles Against Adversarial Attacks | 4 | 0.39% | 1 (25.0%) | 0.31% |
| Energy & datacenter footprintGreen-EMulTO: A Next Generation Edge-Assisted Multi-Level Traffic Orchestrator for Green Computing in Consumer Autonomou | 1 | 0.1% | 0 (0.0%) | 0.02% |
| Water use | 0 | 0.0% | 0 (%) | 0.0% |
| Carbon & emissions of compute | 0 | 0.0% | 0 (%) | 0.0% |
| Hardware, e-waste & supply chain | 0 | 0.0% | 0 (%) | 0.0% |
| Labour & data work | 0 | 0.0% | 0 (%) | 0.0% |
| Bias & fairness | 0 | 0.0% | 0 (%) | 0.03% |
| Concentration of compute power | 0 | 0.0% | 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 & PLACEWhere 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 +
Where demand signals run ahead of mapped supply — Delhi
Compare demand signals in Delhi’s newsflow with the auto categories mapped to each signal.
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.
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 →
| Signal family | Signal percentile | Supply percentile | Relative gap | Gap (points) | Signal share vs prior year |
|---|---|---|---|---|---|
| Highways & expressways ↗Connectivity Build-Out | 62.5 | 0.0 | +62.5 | +30.0% | |
| EV adoption & charging ↗Adoption Shift | 90.0 | 50.0 | +40.0 | +70.7% | |
| Layoffs & income shocks ↗Spending Pressure | 25.0 | 100.0 | -75.0 | — | |
| Rail & metro connectivity ↗Connectivity Build-Out | 30.0 | — | No matching category | — | +14.2% |
| Airports & air links ↗Connectivity Build-Out | 47.5 | — | No matching category | — | +43.9% |
| Congestion & traffic friction ↗Access Friction | 45.0 | — | No 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.
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.
EV adoption & charging · Highways & expressways · Congestion & traffic friction
Highways & expressways · Rail & metro connectivity · Congestion & traffic friction
Highways & expressways · Airports & air links · Layoffs & income shocks
Highways & expressways · Congestion & traffic friction · Rail & metro connectivity
Highways & expressways · Rail & metro connectivity · Airports & air links
Highways & expressways · Rail & metro connectivity · Airports & air links
Highways & expressways · Congestion & traffic friction · Rail & metro connectivity
Rail & metro connectivity · Highways & expressways · Congestion & traffic friction
EV adoption & charging · Highways & expressways · Rail & metro connectivity
Highways & expressways · EV adoption & charging · Rail & metro connectivity
Highways & expressways · Rail & metro connectivity · Congestion & traffic friction
Highways & expressways · Rail & metro connectivity · Congestion & traffic friction
Inside the leading signals
Open any signal for its quarterly historyCONNECTIVITY BUILD-OUTHighways & expressways+62.5percentile-point gap
Corridor build-out can collapse travel time, widening every catchment.
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
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 264 | 77.44 |
| 2024Q4 | 265 | 73.54 |
| 2025Q1 | 226 | 59.19 |
| 2025Q2 | 171 | 74.46 |
| 2025Q3 | 328 | 96.21 |
| 2025Q4 | 189 | 60.18 |
| 2026Q1 | 267 | 93.9 |
Where this signal concentrates in the comparison geography
ADOPTION SHIFTEV adoption & charging+40.0percentile-point gap
The EV shift can pull charging, battery and service demand through every fleet.
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
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 95 | 27.87 |
| 2024Q4 | 80 | 22.2 |
| 2025Q1 | 89 | 23.31 |
| 2025Q2 | 72 | 31.35 |
| 2025Q3 | 185 | 54.27 |
| 2025Q4 | 45 | 14.33 |
| 2026Q1 | 90 | 31.65 |
Where this signal concentrates in the comparison geography
SPENDING PRESSURELayoffs & income shocks-75.0percentile-point gap
Layoff cycles can pull discretionary spend back toward value offerings.
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
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 12 | 3.52 |
| 2024Q4 | 9 | 2.5 |
| 2025Q1 | 8 | 2.1 |
| 2025Q2 | 22 | 9.58 |
| 2025Q3 | 15 | 4.4 |
| 2025Q4 | 17 | 5.41 |
| 2026Q1 | 19 | 6.68 |
Where this signal concentrates in the comparison geography
CONNECTIVITY BUILD-OUTRail & metro connectivity—supply not mapped
Where rail and metro build out, station-area demand can follow the footfall.
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
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 89 | 26.11 |
| 2024Q4 | 102 | 28.31 |
| 2025Q1 | 113 | 29.59 |
| 2025Q2 | 42 | 18.29 |
| 2025Q3 | 90 | 26.4 |
| 2025Q4 | 81 | 25.79 |
| 2026Q1 | 112 | 39.39 |
Where this signal concentrates in the comparison geography
CONNECTIVITY BUILD-OUTAirports & air links—supply not mapped
If new terminals and routes pull business and tourist inflow, demand tends to follow the passenger.
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
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 27 | 7.92 |
| 2024Q4 | 26 | 7.22 |
| 2025Q1 | 45 | 11.79 |
| 2025Q2 | 37 | 16.11 |
| 2025Q3 | 37 | 10.85 |
| 2025Q4 | 38 | 12.1 |
| 2026Q1 | 63 | 22.16 |
Where this signal concentrates in the comparison geography
ACCESS FRICTIONCongestion & traffic friction—supply not mapped
Congestion friction can push footfall toward nearby formats and toward delivery.
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
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 53 | 15.55 |
| 2024Q4 | 58 | 16.1 |
| 2025Q1 | 37 | 9.69 |
| 2025Q2 | 19 | 8.27 |
| 2025Q3 | 59 | 17.31 |
| 2025Q4 | 56 | 17.83 |
| 2026Q1 | 64 | 22.51 |
Where this signal concentrates in the comparison geography
RESEARCH & CHANGING CONVERSATIONSRelated research and changing coverage
Delhi auto coverage
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Related research and changing coverage
Delhi auto coverage
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
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
Assessment of urban freight travel characteristics - A case study of Delhi
Transportation research procedia
18 citations in the snapshot
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
| Keyword | Recent articles | Prior articles | Share change |
|---|---|---|---|
| charging corridor development | 45 | 9 | 467.7% |
| ev tax credits | 68 | 15 | 414.7% |
| electric bus deployment | 59 | 20 | 235.0% |
| transit agency electrification | 64 | 27 | 169.1% |
| circular economy automotive | 22 | 11 | 127.1% |
| eco-design vehicles | 24 | 13 | 109.6% |
Share changes describe coverage in the stated comparison periods, not search demand or market size.
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 ↗