Radar · Industry landscape · India
Auto Landscape of India
5,331 Auto companies in India, in one picture: who is hiring, who is raising money, who founded them, where they are based, what the news is about, which skills employers want and where the research is going. Updated August 2026.
5,331companies tracked
$8.2Bdisclosed funding
352hiring right now
8,523events · 24 months
141,809news articles · 12 months
Who leads Auto in India
Shows the top auto firms in India by hiring activity, funding, and media coverage, noting 5,331 companies tracked, 352 currently hiring, and 200 with disclosed funding rounds.
open roles
Hiring now
ranked by live open roles
- 01
Tata Technologies12last posted Aug 2026
- 02
Ayvens10last posted Jun 2026
- 03
Autofy Store8last posted Jun 2026
- 04
MAGNACARE8last posted Jun 2026
- 05
Spinny7last posted Aug 2026
- 06
Hinduja Tech6last posted Jul 2026
- 07
Exide Industries6last posted Aug 2026
- 08
ICCU6last posted Apr 2026
352 companies hiring · 107 posted in the last 30 days
disclosed funding
Most funded
disclosed totals, all rounds
- 01
Cars24$1.3BSeries G · Dec 2021
- 02
- 03
ACKO$597.7MSeries E · Jul 2025
- 04
MG Motor India$430.7MUnattributed · Feb 2024
- 05
Vertelo$405MSeries D · Aug 2025
- 06
Droom$344.3MSeries G · Mar 2025
- 07
CarTrade Tech$327.9MSeries H · Apr 2021
- 08
Sona Comstar$285.8MPost IPO · Sep 2024
200 companies with disclosed rounds · $8.2B total
revenue
Revenue leaders
official filings first, else latest snapshot
- 01
Maruti Service Masters$17.7BFY2025 filing
- 02
Toyota Kirloskar Motor$9.5BFY2018 filing
- 03
Hero MotoCorp$5.9BFY2019 filing
- 04
Ashok Leyland$4.9BFY2022 filing
- 05
Kia India$4.1BFY2023 filing
- 06
MRF Development$3.4BFY2021 filing
- 07
Skoda Auto Volkswagen India$2.6BFY2021 filing
- 08
Honda India$2.5BFY2018 filing
409 companies with a revenue figure
headcount
Largest teams
ranked by tracked headcount
- 01
- 02
Motherson Sumi Wiring43,702tracked employees
- 03
Tata Motors24,956tracked employees
- 04
Maruti Suzuki India23,922tracked employees
- 05
Maruti Suzuki23,537tracked employees
- 06
Uno Minda9,691tracked employees
- 07
- 08
JBM Auto9,011tracked employees
361 companies with headcount data
share of events
Share of voice
share of all tracked sector news events, 24 months
- 01
- 02
- 03
- 04
Mahindra Tractors5.2%730 tracked events
- 05
Bajaj Auto4.3%604 tracked events
- 06
TVS Motor Company3.4%478 tracked events
- 07
- 08
13,906 tracked events across 339 companies
articles
In the news
Prism news coverage, last 12 months
- 01
- 02
Volvo3,742articles in the window
- 03
- 04
- 05
Royal Enfield2,167articles in the window
- 06
- 07
- 08
179 of these companies drew sector coverage in the window
Radar
See all 5,331 Auto companies in India
Filter by funding, headcount, hiring and location, and export the list.
How the Auto ecosystem in India grew, 2016–2025
Displays yearly company formation counts, highlighting a peak of 209 new firms in 2020 and 21 in 2025.
Companies founded / year
new Auto companies in India
20162025
peak 209 in 2020
Companies raising / year
with a disclosed round that year
20162025
peak 50 in 2022
Disclosed funding / year
sum of disclosed rounds (USD)
20162025
peak $2.1B in 2021
Where Auto companies in India are based
Hub 01
Delhi
515 Auto companies
20% of the Auto companies across these hubs
515companies
$202.7Mdisclosed funding
24hiring now
Hub 02
Pune
412 Auto companies
16% of the Auto companies across these hubs
412companies
$488.1Mdisclosed funding
34hiring now
Hub 03
Bengaluru
370 Auto companies
14% of the Auto companies across these hubs
370companies
$910.5Mdisclosed funding
42hiring now
Hub 04
Mumbai
349 Auto companies
14% of the Auto companies across these hubs
349companies
$1.2Bdisclosed funding
33hiring now
Hub 05
Chennai
311 Auto companies
12% of the Auto companies across these hubs
311companies
$578.1Mdisclosed funding
19hiring now
Hub 06
Gurugram
293 Auto companies
11% of the Auto companies across these hubs
293companies
$3.7Bdisclosed funding
35hiring now
Hub 07
Hyderabad
169 Auto companies
7% of the Auto companies across these hubs
169companies
$22.6Mdisclosed funding
7hiring now
Hub 08
Ludhiana
140 Auto companies
5% of the Auto companies across these hubs
140companies
5hiring now
The Auto market map of India: what these companies actually do
Breaks down product sub‑categories and revenue models, with auto tech (469 firms) and consumer digital (405) largest, and physical commerce (3,024) the most common revenue model.
- Auto Tech469 companies · $4.9B raised · 54 hiring
- Consumer Digital405 companies · $4B raised · 46 hiring
- B2C E-Commerce306 companies · $1.9B raised · 27 hiring
- Enterprise Tech141 companies · $1.6B raised · 27 hiring
- Online Auto Parts and Accessories123 companies · $121.5M raised · 8 hiring
- Marketplaces109 companies · $2.7B raised · 15 hiring
- Second Hand Goods103 companies · $3B raised · 10 hiring
- Green Transport88 companies · $919.8M raised · 19 hiring
- Energy Tech85 companies · $514.8M raised · 19 hiring
- Electric Vehicles81 companies · $514.8M raised · 19 hiring
- Uber for Auto Services75 companies · $82.7M raised · 8 hiring
- Second Hand Cars E-Commerce63 companies · $2.5B raised · 6 hiring
Monetization
How Auto companies make money
How many companies earn revenue each way. Plenty use more than one model, so the counts add up to more than the sector.
Physical Commerce3,024
E-Commerce - Product2,987
Fee-For-Service844
Commission on Transaction841
E-Commerce - Service486
Advertising461
Subscription241
Sponsorship68
Funding, M&A and the deals moving Auto in India
Counts corporate events over the past two years, totaling 8,523, including 3,220 earnings releases and 2,461 company announcements.
Earnings 3,220Announcement 2,461Leadership 548M&A 456Product 434Contracts 428IPO 213Capital 180Funding 165Regulatory 127
- M&AADM Joinflex India Private Limited (ADM Group) has acquired a controlling stake in Bangkok-based C.C.S. Advance Tech Company Limited (CCSA) in a cross-border transaction, resulting in a transfer of management control.2026-05-04
- M&AShare this News: Pune, 30th April 2026: Bharat Forge Limited (“BFL”) today announced the acquisition of a 30% stake in Fortuna Engineering Private Limited (“FEPL” or “Fortuna”) at an equity value of INR 129.60 crores, subject to final closing adjustments.2026-04-30
- M&ABharat Forge Limited has announced a strategic investment in Fortuna Engineering Private Limited, entering into definitive agreements to acquire a 30% stake for ₹129.60 crore.2026-04-30
- M&ABain Capital-backed Dhoot Transmission on Tuesday said it has acquired Bengaluru-based MULTILINK, an electrical and electronic products maker for two and three-wheeler Original Equipment Manufacturers (OEMs), to expand its presence in the segment further.2026-04-28
- IPONew-age insurance company Acko is preparing to make a confidential filing for its initial public offering (IPO), aiming to raise around $250 million, according to people familiar with the matter.2026-04-27
- M&ACrossroads 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.2026-04-23
- FundingValuedrive Technologies Private Limited, dba Spinny, has raised approximately $340 million across its Series F and its Series G fundraises.2026-04-20
- FundingThe most recent competitors to raise funding was Padmini VNA Mechatronics, which secured $82.7M in Dec, 2025.2026-04-18
- M&AThe acquisition was completed on 15th April 2026, with a cash consideration of ₹9,99,60,460.68.2026-04-16
- M&APrazim trading and investment company pvt. ltd. offloaded Rs 114 crore worth of stake after selling 1.5 lakh shares for a price of Rs 7,400 per share. In this deal, Bengaluru-based PI Opportunities AIF V LLP was the only buyer.2026-04-15
Mergers and acquisitions
Deals from the last 24 months where a Auto company in India was the buyer or the one bought, newest first. “Undisclosed” means the price was never published — not that the deal was worth nothing.
| Acquirer | Target | Deal value | Status | Date |
|---|---|---|---|---|
| Rege Holding GmbH | undisclosed | Announced | 2026-07-24 | |
| Anchemco India Pvt. Ltd. | undisclosed | Announced | 2026-07-01 | |
| undisclosed | Completed | 2026-06-30 | ||
| undisclosed | Announced | 2026-06-23 | ||
| undisclosed | Announced | 2026-06-12 | ||
| undisclosed | Announced | 2026-05-05 |
Who is listing, hiring leaders, launching and winning work
Details specific event types such as IPO filings, leadership changes, product launches and contract wins for the sector.
IPO pipeline
32 companies listed or filing · last 24 months
Belrise IndustriesIPO · NSE · 41 reportsApr 2026
SEDEMACIPO · NSE · SEDEMAC · 37 reportsApr 2026
Divgi TorqTransfer SystemsIPO · 1 reportApr 2026
Happy ForgingsIPO · National Stock Exchange of India Ltd and BSE Ltd · 1 reportApr 2026
Neolite ZKWIPO · BSE and NSE · 3 reportsApr 2026
Leadership moves
172 tracked people moves · last 12 months
Product launches
tracked launches · last 12 months
EKLDigitrac PP41i (Tractor)Apr 2026
HondaAfrica Twin DCT (Motorcycle)Apr 2026
Contract wins
205 customer wins · last 24 months
Sansera Engineeringwon OEMsApr 2026
Pritika Auto Industrieswon US-based conglomerateApr 2026
Workforce actions
10 companies cutting roles · last 24 months
Log9~180 roles reported · cost reductionMay 2025
Apollo Tyres~500 roles reportedApr 2025
Regulatory & litigation
87 regulatory events · 30 tracked suits · 24 months
Spark MindaApprovalApr 2026
- tractors and farm equipment v massey fergusontrademark ownership dispute of the Massey Ferguson brand in India · OngoingApr 2026
- tafe v agcocontempt petition over termination of brand licence agreements without notice · FiledApr 2026
Earnings pulse
companies reporting results · last 24 months
210 companies reporting3,079 company-quarters trackedbeat 114miss 117in line 48
Half of these companies grew revenue faster than +11.3%, half slower.
Who is building Auto in India
Profiles founders and CEOs of 1,797 companies, noting 2,227 individuals, with IIT Delhi (20) and IIT Bombay (15) as frequent alma maters and consulting firms as common prior employers.
Founders and chief executives12 of 2,227, from the best-funded companies on this page
Ex-ORIX Auto Infrastructure Services, Barclays Finance, Citifinancial Consumer Finance India.
repeat founder
Ex-Founder-ShopClues, Collins Stewart · Kurukshetra University BCom 1992, Devi Ahilya Vishwavidyalaya 1996…
Ex-CEO Mahindra First Choice Wheels.
Sona Comstar, ex-Royal Enfield, ex-Greyorange, Indian Institute of Management, Ranchi, 2013
repeat founder
Sah and Sanghi, ex-Mahindra First Choice Wheels.
Ex-Mahindra Group, Cipla, McKinsey, Accenture. Nanyang Technological University Singapore BAsc 2001…
Chief Executive Officer - Designate, Maxwell Energy Systems (Endurance Group Company)
Kavita Verma
Endurance Technologies, ex-Harman International, ex-Motorola Mobility, Indian Institute of Management, Bangalore, 2020
repeat founder
Co-Founder & Managing Director-WheelsEMI
Managing Director at Padmini VNA Mechatronics Pvt. Ltd. with 19 years 4 months of experience.
Where the founders studied
alma mater on record for 126 of 2,227 founders
IIT Delhi20
IIT Bombay15
IIT Madras11
BITS Pilani10
Indian School of Business9
IIM Calcutta8
IIT Kharagpur7
IIT Kanpur7
Where they worked before
a previous employer on record for 23 of 2,227 founders
McKinsey4
Boston Consulting Group4
Flipkart3
Microsoft2
Goldman Sachs2
Bain2
Amazon2
Freshworks1
Founders flagged as repeat founders
of 1,734 founders with a profile on this page
16
carry a repeat-founder flag
- flagged as repeat founders16
- no repeat-founder flag1,718
Women and men among the founders
first names matched for 1,747 of 2,227 founders
5%
of matched founders are women
- women90
- men1,657
Inferred from first names, using 119 million people who state their own gender: a first name counts only where at least 20 of them share it and at least 90% of those share the same gender. The other 480 founders go in neither column.
Radar
Look up the people behind Auto companies in India
Search founders, executives and operators by company, role and location.
Who funds Auto in India
Summarizes funding activity since 2016, with 529 rounds from 1,755 investors and a typical round size of $1 million.
| Investor · most active investors since 2016 | Rounds | Led | Latest |
|---|---|---|---|
| LetsVenture | 18 | 1 | Apr 2024 |
| Angel List | 14 | 1 | May 2025 |
| Alteria Capital | 13 | 3 | Jan 2025 |
| Blume Venture | 11 | 5 | Aug 2025 |
| Anicut Capital | 10 | 7 | Feb 2025 |
| Trifecta Capital | 9 | 2 | Jan 2025 |
| GAIL | 8 | 8 | Oct 2021 |
| Exor | 8 | 2 | Dec 2022 |
| Elevation Capital | 8 | 1 | Mar 2025 |
| Accel | 7 | 5 | Dec 2025 |
Stage mix · rounds since 2016
Seed & Angel288
Series A–B96
Series C+ / PE56
Grants, debt & other89
The typical round is $1M — half were bigger, half smaller.
The biggest Auto funding rounds in India
Highlights the largest disclosed round—Vertelo’s $405 million Series D—and lists ten other large recent rounds.
| Company | Round | Size | When | Backers |
|---|---|---|---|---|
| Series Dmega-round | $405M | Aug 2025 | AllianzGI, Australian Ethical Investment, Green Climate Fund | |
| Series Fmega-round | $347.7M | Sep 2021 | DST Global, Alpha Wave Global, Tencent +9 more | |
| Series Gmega-round | $329.1M | Dec 2021 | Alpha Wave Global, Zennis Capital, Jake86 LLC +5 more | |
| Series Dmega-round | $255M | Oct 2021 | Intact Ventures, Munich Re Ventures, General Atlantic +4 more | |
| Series Emega-round | $250M | Nov 2021 | Tiger Global Management, Avenir Growth Capital, Arena Holdings +6 more | |
| Series D | $240.8M | Jan 2024 | Stellantis | |
| Series E | $204M | Nov 2020 | DST Global, Exor, Unbound +11 more | |
| Series D | $200.7M | Mar 2024 | JSW Group | |
| Series G | $200M | Jul 2021 | 57 Stars, SeventTrain Ventures | |
| Series E | $145M | Jan 2016 | Temasek, Marche Capital, Warburg Pincus +2 more |
Venture round sizes · 2023–2025
<$1M65
$1–10M41
$10–50M10
$50–250M6
>$250M1
123 venture rounds with a disclosed amount in the window.
Fresh cheques · last 6 months
Unattributed$13.6MApr 2026
Seed$320kMar 2026
Series A$2.5MFeb 2026
What the news says about Auto in India
Counts 141,809 news articles in the last year, most often covering new model updates, product launches, and electric‑vehicle technology.
News volume
Auto coverage across India · articles per quarter
2021Q22026Q1
peak 52,111 in 2026Q1 · 141,809 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative)
202120232025
Positive-tone share moved 75% → 79%, negative 23% → 19% across 2021–2025.
What the coverage is about
The subjects that dominate Auto news in India. The arrow shows whether each one is being written about more or less than a year ago.
- New model year updates and changes25,935▲+63%
- New product launches and innovations11,975▲+13%
- Electric vehicle (ev) technology and innovations9,519▲+34%
- Electric vehicle (ev) technology9,456→+0%
- Strategic partnerships and collaborations8,298▲+26%
- Automotive industry market trends7,833▲+20%
- Electric vehicle charging infrastructure7,227→-7%
- Technology adoption and digital transformation7,187▲+19%
- Electric vehicle range and charging speed tests6,850▲+29%
- Company expansions and new market entries6,773▲+46%
Most-covered companies · last 12 months
- 9,575
- 3,742
- 3,069
- 2,300
- 2,167
- 2,046
- 1,938
- 1,644
- 1,360
- 1,227
179 Auto companies here were named in the news over this period.
Prism
Watch Auto coverage in India as it happens
Prism follows these subjects story by story — which companies are named, what is said about them and how the tone moves.
Momentum
The words getting louder — and quieter
Which terms are showing up in more stories than a year ago, and which are fading. The percentage is the change in how many articles mention them.
top-rated vehicles+316%performance sedan engines+202%hyundai usa dealers+569%hyundai dealerships+832%suzuki fuel-saving+1042%suzuki fuel economy+1008%suzuki mileage ratings+1306%suzuki eco technologies+908%suzuki green innovations+1083%suzuki emissions reduction+1187%
honda forums-95%stock indices-33%test cricket-55%ipo prospectus-70%honda service intervals-100%
The pressures the press keeps returning to
Three recurring angles in India Auto coverage, and whether each is getting more attention year on year (through 2025).
Regulatory Risk ▲ rising
126,644 articles touch this dimension · 46.4% critical tone
20212025
signals: stock performance, stock indices, ev powertrain advancements
Funding Momentum ▲ rising
23,268 articles touch this dimension · 50.9% critical tone
20212025
signals: pre-ipo valuation, ipo prospectus, ipo pricing
Growth ▲ rising
58,093 articles touch this dimension · 43.5% critical tone
20212025
signals: automotive segment growth, vehicle sales forecasts, ev powertrain advancements
Auto jobs in India: who is hiring and what they ask for
Shows 1,850 job postings from 248 employers in the past year, with median advertised salary $7 k per year and top skills like Python and SQL.
1,850postings · last 12 months
2,446postings tracked overall
248employers advertising
$7kmedian advertised salary/yr (n=287)
Demand
The Skills Employers Ask For
What Auto employers in India put in their job ads. The bar is how many postings ask for it; the arrow shows whether demand grew or shrank against the year before.
- python116▲
- sales110▲
- sql106▲
- communication87▲
- communication skills78▲
- project management77▲
- excel66▲
- ms office65▲
- data analysis64▲
- analytical skills62▲
What level are these roles?
Entry30
Intern36
Senior258
Lead222
Manager410
What they pay, by level
- Manager$7k/yr (n=40)
Most advertised titles
- 11
- 11
- 10
- 9
- 9
- 8
15 Auto-relevant internships in India were advertised over the same 12 months.
What Auto research in India is working on
Reports 1,085 academic papers from Indian institutions, of which 760 identify opportunities, 138 note common problems, and 15 issue cautions.
How this field talks about itself
India-affiliated Auto papers (gold) against all published research (grey)
Breakthrough37.6% · 26.3%1.4×
Promising32.4% · 37.1%≈ par
Problem-identifying11.8% · 9.7%1.2×
Descriptive11.6% · 17.4%0.7×
Comparative4.2% · 4.0%≈ par
Cautionary1.4% · 4.4%0.3×
India-affiliated Auto literature runs 1.4× more “breakthrough” than science at large (37.6% vs 26.3% baseline).
How the work is done
Methods-led61.6%
Empirical23.3%
Reviews9.8%
Position pieces3.3%
Theoretical2.0%
How the research reads
92% positive · 4% neutral · 5% negative, across 1,085 papers.
The institutions doing the work · India
- 1k
- 939
- 468
- 412
- 389
- 361
ranked by how often their work is cited
Leading researchers · India-affiliated work
Neeraj Kumar · Darsh Parekh · Nishi Poddar · Aakash Rajpurkar · Manisha Chahal · Kishor V. Bhadane · Sudeep Tanwar · Gunasekaran Raja
The most-cited breakthroughs
- AdaScan: Adaptive Scan Pooling in Deep Convolutional Neural Networks for Human Action Recognition in Videos · 174 cites
- 3D printed graphene-based self-powered strain sensors for smart tires in autonomous vehicles · 127 cites
- ReViewNet: A Fast and Resource Optimized Network for Enabling Safe Autonomous Driving in Hazy Weather Conditions · 126 cites
- Spatio-Contextual Deep Network-Based Multimodal Pedestrian Detection for Autonomous Driving · 117 cites
- A Hybrid Deep Reinforcement Learning For Autonomous Vehicles Smart-Platooning · 108 cites
Common problems researchers identify132 papers · 4 recurring themes
Problems · theme 01
Security and Privacy Gaps
68 papers · 51.5% of this block
Researchers highlight vulnerabilities in vehicle communication, data privacy, and intelligent transport system safety.
Computer security · Intelligent transportation system · Transport engineering · Internet privacy
“Autonomous Vehicle”
68 of these papers raise it as a problem
Problems · theme 02
Digital Humanities Challenges
34 papers · 25.8% of this block
Studies point to philosophical and societal issues arising from digital mediation and remote education.
Humanities · Philosophy · Power · Order
“REFLEXÕES SOBRE SOCIABILIDADES MEDIADAS PELO DIGITAL EM REDE (RE)CONFIGURANDO NOSSAS RELAÇÕES”
34 of these papers raise it as a problem
Problems · theme 03
Public Sector Coordination Issues
17 papers · 12.9% of this block
Works examine difficulties in government negotiations and scope definition for cultural and transport projects.
Government · Public sector · Negotiation · Scope
“Entrevistas semiestructuradas. Territorio: Cundinamarca. Sector: Cultura. Año: 2024”
17 of these papers raise it as a problem
Problems · theme 04
Social Risk and Data Replication
13 papers · 9.8% of this block
Papers discuss population‑level risks and challenges in sampling and replicating social research data.
Population · Social risk · Sample · Replication
“Observaciones semiestructuradas. Territorio: Cali. Eje medular: Agenciamiento. Sector: Educación. Año: 2025”
13 of these papers raise it as a problem
Cautions15 papers · 1 recurring themes
Cautions · theme 01
Human‑Machine Interaction Risks
11 papers · 73.3% of this block
Caution is urged over driver attention limits and safety concerns in semi‑autonomous systems.
Aeronautics · Human–computer interaction · Computer security
“Human Factors Issues Associated with Limited Ability Autonomous Driving Systems: Drivers’ Allocation of Visual Attention to the Forward Road”
11 of these papers raise it as a problem
A further 4 papers sit in smaller, scattered themes.
Opportunities736 papers · 7 recurring themes
Opportunities · theme 01
Control and Dynamics Optimization
169 papers · 23.0% of this block
Opportunities focus on advanced control theory for trajectory planning and vehicle dynamics improvement.
Control theory · Trajectory · Controller · Vehicle dynamics
“Enhancing Autonomous Vehicle Safety and Efficiency Through Intelligent Mapping and Recommendations”
Opportunities · theme 02
Vision‑Based Lane and Sign Detection
154 papers · 20.9% of this block
Research advances convolutional networks for lane marking, obstacle, and traffic‑sign recognition.
Segmentation · Convolutional neural network · Obstacle · Sign
“Lane Detection for Autonomous Vehicles using Image Transformation Techniques”
Opportunities · theme 03
Secure IoT and Blockchain Integration
149 papers · 20.2% of this block
Works explore secure communication frameworks and blockchain for connected autonomous vehicle networks.
Computer security · Internet of Things · Computer network · Blockchain
“Intelligent Deep Learning Architectures for Real-Time Traffic Analysis and Decision Support in IoT-Enabled Autonomous Vehicles”
Opportunities · theme 04
Real‑Time Object Detection
94 papers · 12.8% of this block
Studies develop fast convolutional models, such as YOLO variants, for on‑board object identification.
Object detection · Object · Convolutional neural network · Minimum bounding box
“YOLO based Object Detection Techniques for Autonomous Driving”
Opportunities · theme 05
Reinforcement Learning Navigation
63 papers · 8.6% of this block
Papers propose deep reinforcement methods to enhance lane‑keeping, overtaking, and collision avoidance.
Reinforcement learning · Action · Reinforcement · Adaptability
“Deep reinforcement learning for autonomous vehicles: lane keep and overtaking scenarios with collision avoidance”
Opportunities · theme 06
Advanced Driver‑Assistance Systems
57 papers · 7.7% of this block
Research targets radar‑based ADAS features like lane‑departure warnings and speed‑bump detection.
Advanced driver assistance systems · Radar · Lane departure warning system · Automotive engineering
“Advance Driver Assistance System (ADAS) - Speed bump detection”
Opportunities · theme 07
Data Balancing for Rare Events
50 papers · 6.8% of this block
Techniques such as oversampling and pattern recognition improve detection of low‑frequency medical and safety cases.
Oversampling · Pattern recognition · Humanities · Philosophy
“Data Balancing Techniques Using the PCA-KMeans and ADASYN for Possible Stroke Disease Cases”
Prism
Go deeper on Auto research and innovation
Research themes, patent activity and the companies commercialising them, in one place.
Keep going
Track Auto in India beyond this page
Radar finds and filters the companies. Prism watches what is being said about them.
About this data: built from Fliar's company, founder, funding, hiring, jobs, news and research trackers, covering India. Counts are of companies we track, not of every company that exists. Updated August 2026.
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