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

An industry ecosystem,
measured in context.
MEET THE COMPANIESExplore Gurugram’s auto leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Expand panel +
Explore Gurugram’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 Gurugram
A few useful ratios bring the size of this ecosystem into perspective.
36 of 293 tracked companies have open roles.
41 of 293 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 93 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 66.4% of disclosed capital, while 86.0% of tracked companies have no recorded funding round.
Explore the segments →CAPITAL & COMPANY FORMATIONHow Gurugram auto has grown
Recorded company formation and disclosed funding across the complete annual series shown.
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How Gurugram 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 | $30M | 12 | 2 |
| 2017 | $116.95M | 13 | 7 |
| 2018 | $125.93M | 8 | 5 |
| 2019 | $244.94M | 10 | 7 |
| 2020 | $207.63M | 8 | 4 |
| 2021 | $1.57B | 11 | 9 |
| 2022 | $7.74M | 14 | 5 |
| 2023 | $17.89M | 6 | 8 |
| 2024 | $960.12M | 9 | 14 |
| 2025 | $332.77M | 0 | 11 |
Funding concentration
Share of all disclosed company funding.
- Cars2435.6%
- Spinny19.1%
- MG Motor India11.7%
- Other companies33.6%
Funding by stage
102 recorded rounds since 2016
Investors appearing most often
Recorded participation in auto company rounds since 2016.
- 01Anish Jain 6 rounds
- 02Anicut Capital 5 rounds
- 03Sachin Tendulkar 5 rounds
- 04Orios Venture Partners 5 rounds
- 05Blume Venture 5 rounds
- 06Jake86 LLC 5 rounds
- 07Scott Bankcraft Kapnick 5 rounds
- 08Angel List 5 rounds
- 09Axilor Ventures 5 rounds
- 010Sequoia Capital 4 rounds
Recent recorded rounds
Latest recorded rounds · USDLargest and notable recorded rounds
Each card is one recorded roundBacked by DST Global and Alpha Wave Global and others.
Backed by Alpha Wave Global and Zennis Capital and others.
Backed by Tiger Global Management and Avenir Growth Capital and others.
Backed by DST Global and Exor and others.
Backed by JSW Group.
Backed by 57 Stars and SeventTrain Ventures.
Backed by Accel and Elevation Capital and others.
Backed by Tiger Global Management and Avenir Growth Capital and others.
Backed by Unbound and Kingsway Capital and others.
Backed by Accel and Fidelity Investments.
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 · 131 reporting entities from 156 eligible matches.
Sum of reporting-entity revenue; not Gurugram market sales.
Combined result for the same cohort.
Combined net income ÷ combined revenue.
The middle covered reporting entity.
103 of 131 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 · 131 reporting entities
Open the company accounts
Up to eight fixed company previews show financial amounts. Search and sort the wider company list, then continue in Radar.
| Company / reporting entity | Revenue | Net profit / loss | Net margin | Revenue growth | Total assets |
|---|---|---|---|---|---|
| Honda ↗U35912HR2001PTC034649 | ₹39,237.6 crore | ₹3,726.8 crore | +9.5% | — | ₹16,369.4 crore |
| Uno Minda ↗L74899DL1992PLC050333 | ₹12,455.7 crore | ₹796.3 crore | +6.4% | — | ₹8,902.0 crore |
| BMW ↗U35991HR1997PTC037496 | ₹9,435.8 crore | ₹87.6 crore | +0.9% | — | ₹6,882.2 crore |
| Asahi India Glass Ltd ↗L26102DL1984PLC019542 | ₹4,311.6 crore | ₹389.1 crore | +9.0% | — | ₹6,825.4 crore |
| Spark Minda ↗L74899DL1985PLC020401 | ₹4,144.3 crore | ₹205.9 crore | +5.0% | — | ₹4,376.3 crore |
| Lumax World ↗L74899DL1981PLC012804 | ₹3,400.4 crore | ₹91.5 crore | +2.7% | — | ₹2,621.4 crore |
| ASK Automotive ↗L34300DL1988PLC030342 | ₹3,219.5 crore | ₹212.7 crore | +6.6% | — | ₹1,482.6 crore |
| Sandhar ↗L74999DL1987PLC029553 | ₹2,913.0 crore | ₹139.6 crore | +4.8% | — | ₹1,858.2 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 Gurugram companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
Busiest websites
14 of the 293 companies on this page carry a measured traffic record (4.8%); these are the largest of those, by monthly visits. The median among them is 424,267 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| Cars24cars24.com | 6,385,497 | 72 | 90.1% |
| 91Wheels91wheels.com | 5,281,641 | 57 | 97.4% |
| Spinnyspinny.com | 4,078,955 | 71 | 85.5% |
| Hondahonda2wheelersindia.com | 3,529,998 | 70 | 86.4% |
| Boodmoboodmo.com | 2,241,765 | 63 | 85.4% |
| GoMechanicgomechanic.in | 960,945 | 54 | 92.9% |
| Big Boy Toyzbigboytoyz.com | 460,402 | 43 | 80.5% |
| VinFastvinfastauto.in | 388,132 | 39 | 88.4% |
| Droomdroom.in | 345,778 | 51 | 83.1% |
| Hero Cyclesherocycles.com | 198,179 | 44 | 89.2% |
Visits and authority are third-party web estimates, not company-reported figures.
Most-installed apps
39 of these companies (13.3%) publish at least one Android app — 97 apps in all, carrying 90.6M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| Cars24®: Buy & Sell Used CarsCars24 | 25.8M | 4 | Auto & Vehicles |
| Spinny - Buy & Sell Used CarsSpinny | 12.8M | 4.1 | Auto & Vehicles |
| boodmo - Spare Parts ExpertBoodmo | 12.2M | 3.9 | Auto & Vehicles |
| GoMechanic Car Services & MoreGoMechanic | 10.8M | 4.1 | Auto & Vehicles |
| Droom: Buy Used Cars & BikesDroom | 10.6M | 3.4 | Auto & Vehicles |
| MyHonda-IndiaHonda | 6.5M | — | Productivity |
| OBV: Used Car & Bike ValuationOrange Book Value | 4.2M | — | Business |
| GoMechanic Spares - Car PartsGoMechanic Spares | 3.2M | — | Auto & Vehicles |
| FASTag Recharge & Balance AppCars24 | 500.7K | — | Auto & Vehicles |
| Cars24 PartnersCars24 | 498.5K | 3.6 | 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 (2023Q1–2026Q2).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| Auto Retail & Aftersales | 52 | 82.1M | Cars24®: Buy & Sell Used Cars 25.8M | |
| Auto E-Commerce & Content | 43 | 82.1M | Spinny - Buy & Sell Used Cars 12.8M | |
| B2B E-Commerce | 3 | 12.2M | boodmo - Spare Parts Expert 12.2M | |
| Local Services | 10 | 11.1M | GoMechanic Car Services & More 10.8M | |
| Auto Brands | 23 | 8.2M | MyHonda-India 6.5M | |
| Auto Components | 22 | 262.6K | Niterra India 56.1K | |
| Alternative Lending | 3 | 139.7K | Nxcar : Sell and Buy Used Cars 138.1K | |
| Electric Vehicles | 7 | 108.5K | MY LIVSERV 54.3K |
A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.
Release cadence by quarter
New apps published, beside apps whose most recent update landed in that quarter — the second bar is how much of the shelf is still being maintained.
Darker bars are new releases, lighter bars apps updated. 26 of 97 apps carry a release date. The series ends at 2025Q3, the last quarter that closed before the June 2026 reading.
INSIDE THE INDUSTRYThe Gurugram auto market map
Explore the segments behind the headline numbers.
Expand panel +
The Gurugram 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.
10 companies hiring · $2.53B 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.
Expand panel +
Who is listing, hiring leaders, launching and winning work
Recorded corporate activity linked to companies in this landscape.
Recent corporate headlines 10 dated reports
Valuedrive Technologies Private Limited, dba Spinny, has raised approximately $340 million across its Series F and its Series G fundraises.
The most recent competitors to raise funding was Padmini VNA Mechatronics, which secured $82.7M in Dec, 2025.
JBM Group acquires majority shareholding in Linde-Wiemann (L+W), a leading manufacturer of complex structural components and assemblies to automotive OEMs worldwide.
Shivam Autotech Limited has approved a corporate term loan of Rs 40 crore aimed at part-refinancing existing debt and enhancing working capital requirements, according to a regulatory filing submitted to stock exchanges today.
2016 -Minda Corporation Acquires Panalfa Autoelektrik Limited.
Commercial vehicle platform 91trucks has acquired Motorfloor and Trucksfloor, two mobility focused platforms operated by Bhubaneswar-based Indiyanet.
Used-car marketplace CARS24 has acquired automotive utility startup Vehicle Info as it looks to expand beyond vehicle transactions and build a full-stack vehicle ownership platform.
Indigrid Technology Private Limited has raised an additional INR 40 crore, closing its extended Series A round at INR 75 crore. The round was led by Cactus Partners, with subsequent participation from Valour Capital, ITI Growth Opportunities Fund, Vimson Group, and Global South Capital.
Roadzen Inc. (NASDAQ: RDZN) is taking a decisive step toward redefining the global auto insurance and claims ecosystem with its strategic acquisition of VehicleCare, unveiled at CES 2026.
Healthcare startup Naxatra Labs has raised $3 million in a pre-Series A round led by Rainmatter.
Full recorded event mix
Top 10 categories among 796 recorded events in the 24-month window.
IPO pipeline
9 companies with recorded IPO activity
IPO1 reports
IPO1 reports
IPO · BSE, NSE8 reports
IPO3 reports
IPO1 reports
IPO2 reports
IPO · BSE & NSE2 reports
IPO1 reports
Leadership moves
20 tracked people moves
Resignation Previously Co-Founder
Resignation Previously Co‑founder
Resignation Previously Chief Executive Officer
Appointment Head – EV, operations and expansion
Appointment Chief Executive Officer
Appointment Chief Strategy Officer (CSO) and Advisor – Aftermarket Domain
Appointment Chief Operating Officer (COO) – 4W Lighting and ASEAN Region
Promotion Board Member
Product launches
Products, platforms and features in the recorded window
Platform
Tyre technology
Intellectual Property
Mobility services platform
Contract wins
19 recorded customer wins
Customer: tata motorsAutomotive
Customer: Government of Uttar PradeshAutomotive
Customer: neura roboticsTechnology
Customer: Jinnaite Machinery Co (JNT)
Customer: bydElectric Vehicle Components
Customer: GUVNLEnergy Storage
Workforce actions
2 companies with reported reductions
Regulatory events
10 recorded events
Show Cause Notice issuedCommissioner, CGST & Central Excise, Ujjain Commissionerate, Madhya Pradesh
Demand order receivedCommissioner, CGST & Central Excise, Ujjain Commissionerate, Madhya Pradesh
approved for productionCentre
Litigation
5 tracked suits
appeal of trial court contempt proceedings orderCivil ·
trademark infringement and consumer confusionCivil ·
Earnings pulse
Reported company results in the recorded window.
Median across 231 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 |
|---|---|---|---|
| carlyle→Roop Automotives ↗ | Completed | 2026-04-28 | Not stated in snapshot |
| JBM Group→Linde-Wiemann (L+W) | Announced | 2026-04-15 | Not stated in snapshot |
| Spark Minda→Spark Minda ↗ | Announced | 2026-04-13 | Not stated in snapshot |
| Spark Minda→Panalfa Autoelektrik | Announced | 2026-04-13 | Not stated in snapshot |
| 91trucks→MotorFloor | Announced | 2026-03-25 | Not stated in snapshot |
| 91trucks→Trucksfloor | Announced | 2026-03-25 | Not stated in snapshot |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
PEOPLE & OPPORTUNITYThe talent market
654 postings in the preceding 12 months. The full 766-posting snapshot covers 39 employers.
Expand panel +
The talent market
654 postings in the preceding 12 months. The full 766-posting snapshot covers 39 employers.
Most advertised job titles
1 tracked postings mention remote work.
The seniority mix
231 postings specify a level.
Skills employers mention
Top skills across 766 tracked postings in the available jobs snapshot.
Median across 75 postings with pay data, expressed in USD.
Companies hiring
| Company | Open roles |
|---|---|
| Spinny ↗ | 7 |
| Cars24 ↗ | 6 |
| VinFast ↗ | 4 |
| Zekardo ↗ | 4 |
| CarTrends ↗ | 3 |
| GoMechanic ↗ | 3 |
| AegisCovenant ↗ | 3 |
| Global Assure ↗ | 3 |
Large employers
| Company | Employees |
|---|---|
| Maruti Suzuki ↗ | 23,537 |
| Uno Minda ↗ | 9,691 |
| VE COMMERCIAL VEHICLES ↗ | 6,702 |
| Spinny ↗ | 4,430 |
| JBM Group ↗ | 4,323 |
| Asahi India Glass Ltd ↗ | 2,724 |
| Eicher Trucks and Buses ↗ | 2,600 |
| Cars24 ↗ | 2,473 |
THE PEOPLE BUILDING THE FIELDFounders and leaders
218 founders and chief executives across 151 companies.
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Founders and leaders
218 founders and chief executives across 151 companies.
Mehul Agrawal
Cars24 ↗Ex-Founder FabFurnish.com, The Boston Consulting Group · St. Xavier's College (Autonomous), Kolkata BCom 2007, IIM Calcutta MBA 2009
Niraj Singh
Spinny ↗Ex-Outbox Ventures, Co-Founder TechMonkey, Locus Education · IIT Roorkee BArch 2003, IIT Delhi BTech 2007
Sandeep Aggarwal
Droom ↗Ex-Founder-ShopClues, Collins Stewart · Kurukshetra University BCom 1992, Devi Ahilya Vishwavidyalaya 1996…
Sujithkumar Sudhakaran
Sona Comstar ↗Sona Comstar, ex-Royal Enfield, ex-Greyorange, Indian Institute of Management, Ranchi, 2013
Kabir Bhandari
Padmini VNA Mechatronics ↗Managing Director at Padmini VNA Mechatronics Pvt. Ltd. with 19 years 4 months of experience.
Muskan Kakkar
GoMechanic ↗Ex-Co-Founder Servizzy · ITFT, Punjab University BSc 2009
Rakesh Malhotra
Livguard ↗Ex-Luminous Power Technologies, Oak Power Systems, Siemens Energy & Automation
Vaibhav Raheja
Napino ↗MD-Napino Auto & Electronics, Tessellate Tech Ventures · University of Nottingham 2010
Himanshu Raghuvanshi
Capgrid ↗Ex-Deloitte Consulting, Tata Hitachi Construction Machinery · National Institute of Advanced Manufacturing Technology Ranchi BTech 2011…
Rishab Puri
Indigrid Technology ↗Ex- Stellar Ocean Transport, Dole Fresh Fruit International. City St George’s, University of London MS 2011
Oleksandr Danylenko
Boodmo ↗E Greaser, ex-Tonus Auto, ex-Cardan Parts, ACCA, 2012
Puneet Bhaskar
TyrePlex ↗Ex-Droom Technology, VLCC, Snapdeal · Maharaja Agrasen Institute Of Technology, Delhi BE 2005, IIM Kozhikode 2008
Education networks
22 profiles with education records.
Prior employers
7 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
NEWS INTELLIGENCEHow this industry appears in the news
145,393 articles in the measured 12-month window.
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How this industry appears in the news
145,393 articles in the measured 12-month window.
News volume trends
Auto coverage across India · articles per complete quarter
View quarterly article counts
| Quarter | Articles |
|---|---|
| 2021Q2 | 13,940 |
| 2021Q3 | 16,741 |
| 2021Q4 | 15,069 |
| 2022Q1 | 16,861 |
| 2022Q2 | 18,275 |
| 2022Q3 | 19,319 |
| 2022Q4 | 20,066 |
| 2023Q1 | 22,840 |
| 2023Q2 | 20,764 |
| 2023Q3 | 22,449 |
| 2023Q4 | 22,345 |
| 2024Q1 | 25,246 |
| 2024Q2 | 26,392 |
| 2024Q3 | 26,913 |
| 2024Q4 | 30,844 |
| 2025Q1 | 31,455 |
| 2025Q2 | 32,044 |
| 2025Q3 | 32,174 |
| 2025Q4 | 26,366 |
| 2026Q1 | 53,278 |
Article volume measures coverage, not market sales.
Tone of coverage over time
Most-covered companies
Company share of voice
1,220 recorded company events across 47 companies; percentages use that event total.
Leading coverage topics
Auto coverage across India · 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 across India. 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 · 01Vehicle security and privacy risks
68 papers51.5% of this theme group
Researchers highlight vulnerabilities in autonomous vehicle systems, focusing on cyber‑security and data privacy challenges.
Computer security (19) · Intelligent transportation system (8) · Transport engineering (6) · Internet privacy (6)
Autonomous Vehicle
Autonomous vehicle security: Current survey and future research challenges
Common problems researchers identify · 02Digital mediation of social relations
34 papers25.8% of this theme group
Studies examine how digital platforms reshape education, inclusion, and societal power structures.
Humanities (12) · Philosophy (7) · Power (3) · Order (3)
REFLEXÕES SOBRE SOCIABILIDADES MEDIADAS PELO DIGITAL EM REDE (RE)CONFIGURANDO NOSSAS RELAÇÕES
ANÁLISE DOS PRINCIPAIS DESAFIOS E/OU DIFICULDADES ENCONTRADAS EM RELAÇÃO À EDUCAÇÃO REMOTA E/OU INCLUSÃO DA TECNOLOGIA NO COTIDIANO PROFISSI
Common problems researchers identify · 03Governmental and cultural negotiation issues
17 papers12.9% of this theme group
Works explore complexities of public‑sector negotiations and cultural policy implementation.
Government (17) · Public sector (9) · Negotiation (7) · Scope (5)
Entrevistas semiestructuradas. Territorio: Cundinamarca. Sector: Cultura. Año: 2024
Entrevistas semiestructuradas. Territorio: Guainía. Sector: Cultura. Año: 2024
Common problems researchers identify · 04Social risk and data replication
13 papers9.8% of this theme group
Analyses address population‑level risks and challenges of replicating social research data.
Population (11) · Social risk (10) · Sample (10) · Replication (3)
Observaciones semiestructuradas. Territorio: Cali. Eje medular: Agenciamiento. Sector: Educación. Año: 2025
Observaciones semiestructuradas. Territorio: Cartagena. Eje medular: Agenciamiento. Sector: Educación. Año: 2025
Cautions
15 papers · 1 recurring themes
Cautions · 01Human factors in autonomous driving
11 papers73.3% of this theme group
Cautionary papers discuss driver attention limits and interaction problems with semi‑autonomous systems.
Aeronautics (3) · Human–computer interaction (2) · Computer security (2)
Human Factors Issues Associated with Limited Ability Autonomous Driving Systems: Drivers’ Allocation of Visual Attention to the Forward Road
Autonomous Vehicles
A further 4 papers sit in smaller themes.
Opportunities
736 papers · 7 recurring themes
Opportunities · 01Control and trajectory optimization
169 papers23.0% of this theme group
Opportunities focus on advanced control theory to improve vehicle dynamics and path planning.
Control theory (16) · Trajectory (17) · Controller (8) · Vehicle dynamics (9)
Enhancing Autonomous Vehicle Safety and Efficiency Through Intelligent Mapping and Recommendations
A Driving Decision Strategy Based On Machine Learning For An Autonomous Vehicle.
Opportunities · 02Vision‑based lane and sign detection
154 papers20.9% of this theme group
Research advances convolutional networks for robust lane marking and traffic‑sign recognition.
Segmentation (28) · Convolutional neural network (20) · Obstacle (15) · Sign (10)
Lane Detection for Autonomous Vehicles using Image Transformation Techniques
Detection of Lane and Speed Breaker Warning System for Autonomous Vehicles Using Machine Learning Algorithm
Opportunities · 03Secure IoT communication for vehicles
149 papers20.2% of this theme group
Papers propose blockchain and deep‑learning methods to protect connected vehicle networks.
Computer security (28) · Internet of Things (18) · Computer network (25) · Blockchain (13)
Intelligent Deep Learning Architectures for Real-Time Traffic Analysis and Decision Support in IoT-Enabled Autonomous Vehicles
Machine Learning-based Secure Communication Framework for Connected Autonomous Vehicles
Opportunities · 04Real‑time object detection techniques
94 papers12.8% of this theme group
Studies develop fast convolutional models for detecting obstacles during driving.
Object detection (74) · Object (34) · Convolutional neural network (12) · Minimum bounding box (5)
YOLO based Object Detection Techniques for Autonomous Driving
Advancing Real-Time Object Detection for Autonomous Vehicles with YOLOv11
Opportunities · 05Reinforcement learning for navigation
63 papers8.6% of this theme group
Works explore adaptive policies that enable autonomous cars to learn safe maneuvers.
Reinforcement learning (53) · Action (7) · Reinforcement (5) · Adaptability (6)
Deep reinforcement learning for autonomous vehicles: lane keep and overtaking scenarios with collision avoidance
Advanced Deep Reinforcement Learning Strategies for Enhanced Autonomous Vehicle Navigation Systems
Opportunities · 06Advanced driver‑assistance system enhancements
57 papers7.7% of this theme group
Research improves radar‑based lane‑departure warnings and other ADAS functionalities.
Advanced driver assistance systems (25) · Radar (9) · Lane departure warning system (6) · Automotive engineering (9)
Advance Driver Assistance System (ADAS) - Speed bump detection
An Improved Lane Detection and Lane Departure Warning Framework for ADAS
Opportunities · 07Data balancing for health diagnostics
50 papers6.8% of this theme group
Techniques address class imbalance in medical datasets using oversampling and pattern‑recognition methods.
Oversampling (4) · Pattern recognition (6) · Humanities (4) · Philosophy (3)
Data Balancing Techniques Using the PCA-KMeans and ADASYN for Possible Stroke Disease Cases
Enhanced Detection of Autism Spectrum Disorder using Machine Learning and Deep Neural Models with ADASYN and ENN Techniques
How this field compares with the research baseline
Orientation shares compared with 25,000 papers in the reference sample.
| Research orientation | This field | Reference sample |
|---|---|---|
| Breakthrough | 37.6% | 26.1% |
| Promising | 32.4% | 37.2% |
| Problem-identifying | 11.8% | 9.6% |
| Descriptive | 11.6% | 17.9% |
| Comparative | 4.2% | 3.9% |
| Cautionary | 1.4% | 4.6% |
| Critical | 0.9% | 0.8% |
Concerns receiving less research attention
Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.
| Concern / example 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.
Auto in Gurugram: key questions
Clear definitions for making better comparisons.
What does this landscape measure?
It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.
Can segment counts be added together?
No. A company can belong to several segments, so segment counts and funding can overlap.
What does a missing figure mean?
A dash or unavailable panel means the current reviewed source snapshot does not support that figure.
Company ecosystem snapshot: 4 September 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.
Canonical landscape ↗