Industry landscapes
Industry report

Funding and advertised pay are reported in USD; filed accounts retain their stated source currency and basis.

Exchange-rate basis

Indicative conversions use ECB reference rates dated 2026-09-14, applied consistently across all periods. They are not historical exchange rates. Indian rupees may use crore (1 crore = 10 million); other currencies use K, M and B. CSV downloads, source documents and quoted news headlines retain their original currencies.

THE MUMBAI EDITION 2026

Mumbai’s
auto industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Auto illustration
MEET THE COMPANIES

Explore Mumbai’s auto leaders

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

Expand panel +
Auto company highlights in Mumbai, snapshot 3 September 2026
Company
Vertelovertelo.in$405M14
CarTrade Techcartradetech.com$327.94M1,140
Mahindra Last Mile Mobilitymahindralastmilemobility.com$104.24M17,286
Mahindra First Choicemahindrafirstchoice.com$72.26M650
Ascensoascensotyres.com$65.79M472
Alliance Tire Groupatgtire.com$60M3,084$516.27MFYFY2025 filing
Classic Stripesclassicstripes.com$40M447
Truebiltruebil.com$28.26M5
Ayvensayvens.com9 roles$70.51MFYFY2025 filing
ICCUiccu.in6 roles
SEDEMACsedemac.com4 roles424$68.9MFYFY2025 filing
Schaeffler Indiaschaeffler.co.in4 roles1,709Financial figure available in RadarView in Radar
Tata Motorstatamotors.com4 roles24,956Financial figure available in RadarView in Radar
Yokohama-ATGyokohama-atg.com4 roles
Infinity Carsinfinity-group.in3 roles75$190.27MFYFY2025 filing
Reise Motoreisemoto.com3 roles
Automotive Manufacturersautomotiveml.com220$1.29BFYFY2025 filing
BKTbkt-tires.com25Financial figure available in RadarView in Radar
CarWalecarwale.com824
Futurz 4X4futurz4x4.in
Garwarehitechfilmsgarwarehitechfilms.com1,750
Greaves Cottongreavescotton.com352$208.05MFYFY2025 filing
Manba Financemanbafinance.com950
NRB Bearingsnrbbearings.com1,002
24 featured companies

Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗

Company discovery

Recorded evidence only

Explore the live startup set in Radar

No company example met every recorded classification, independence and public-profile gate in this snapshot. The live directory may have newer qualifying companies.

Explore classified startups in Radar ↗
THE KEY SIGNALS

Auto industry KPIs in Mumbai

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

3 September 2026
Hiring participation9.7%

34 of 349 tracked companies have open roles.

Funding participation6.3%

22 of 349 tracked companies have a recorded round.

Top 3 funding share70.5%

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

Median disclosed round$3.31M

Midpoint of 36 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 70.5% of disclosed capital, while 93.7% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Mumbai auto has grown

Recorded company formation and disclosed funding across the complete annual series shown.

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

Mumbai auto
$0$115.42M$230.85M$346.27M$461.7M2016: $6.96M20162017: $62.34M20172018: $26.08M20182019: $47.33M20192020: $44.78M20202021: $57.61M20212022: $46.62M20222023: $36.09M20232024: $57.15M20242025: $405M2025
View the numbers
Annual auto funding and company formation in Mumbai
YearFunding (USD)FoundedRaising
2016$6.96M166
2017$62.34M145
2018$26.08M156
2019$47.33M92
2020$44.78M62
2021$57.61M53
2022$46.62M83
2023$36.09M91
2024$57.15M72
2025$405M21
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Vertelo34.1%
  • CarTrade Tech27.6%
  • Mahindra Last Mile Mobility8.8%
  • Other companies29.5%

Funding by stage

40 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel13 32.5%
Series A–B11 27.5%
Series C+ / PE10 25.0%
Grants, debt & other6 15.0%

Recent recorded rounds

Latest recorded rounds · USD
0 rounds

Swipe or scroll horizontally to browse.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series D08/2025
Vertelovertelo.in$405M

Backed by AllianzGI and Australian Ethical Investment and others.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.

Expand panel +
₹ crore · standalone

Display conversions use the dated reference rates above. Where a verified rate is unavailable, figures retain their source currency. Each reporting cohort keeps its currency and accounting basis separate.

FY2025 · annual statements grouped by reported fiscal year; exact entity periods remain on preview rows · 103 reporting entities from 137 eligible matches.

Revenue in covered accounts₹86,173.0 crore

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

Net profit / loss₹2,914.2 crore

Combined result for the same cohort.

Aggregate net margin+3.4%

Combined net income ÷ combined revenue.

Median company revenue₹91.9 crore

The middle covered reporting entity.

Profitable entities+81.6%

84 of 103 covered entities.

Top-five concentration+70.2%

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 · 103 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.

103 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
MUMBAI · INDUSTRY COHORTS

How does auto compare?

Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.

IndustryCovered / eligibleRevenue totalMedian revenueNet profit / lossAggregate marginProfitable shareOverlap

Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.

Coverage, calculations & financial sources

Filed annual accounts for exact designated national identifiers. Every aggregate and peer pair uses one fiscal year, source currency and reporting basis; periods, coverage and overlap are explicit; 2026 partials are excluded.

The same up to eight reporting entities remain open across years, filters and sorts. Other company figures are available in Radar.

Source currencies and accounting bases stay separate. Missing accounts are excluded rather than treated as zero. Exact reporting periods appear on company previews. Annual totals can change with coverage and do not measure growth of a fixed company cohort.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

How the Mumbai companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

6 of the 349 companies on this page carry a measured traffic record (1.7%); these are the largest of those, by monthly visits. The median among them is 1,237,396 visits.

CompanyMonthly visitsAuthorityMobile
CarWalecarwale.com21,133,7528985.5%
Tata Motorstatamotors.com5,605,3807486.2%
Ayvensayvens.com1,977,1295657.6%
Ceat Tyresceat.com497,6635089.4%
Reise Motoreisemoto.com222,1133381.1%
Garwarehitechfilmsgarwarehitechfilms.com196,8004389.4%

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

Most-installed apps

29 of these companies (8.3%) publish at least one Android app — 86 apps in all, carrying 18.1M installs between them.

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 (2023Q2–2026Q1).

SegmentAppsInstallsLeading appRelease trend
Auto Retail & Aftersales2714.6MCarWale: Buy-Sell New\/Used Car 11.7M
Auto E-Commerce & Content1212.5MTruebil – Buy Budget Used Cars 468.4K
Auto Brands463.1MTata Motors Fleet Edge 978.4K
Auto Components12320.5KMobile Flash 264K
Asset Finance7219.2KMy Ayvens 199.9K
Traditional Conglomerates211.9KGreaves1 11.8K

A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.

Release cadence by quarter

New apps published, beside apps whose most recent update landed in that quarter — the second bar is how much of the shelf is still being maintained.

2023Q2: 12023Q2: 02023Q22023Q3: 32023Q3: 32023Q32024Q2: 12024Q2: 42024Q22024Q3: 22024Q3: 22024Q32024Q4: 12024Q4: 12024Q42025Q2: 12025Q2: 32025Q22025Q3: 22025Q3: 72025Q32025Q4: 12025Q4: 72025Q42026Q1: 32026Q1: 112026Q1

Darker bars are new releases, lighter bars apps updated. 27 of 86 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Mumbai auto market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Auto tech42
Consumer digital39
B2c e-commerce31
Marketplaces14
Second hand goods9
Online auto parts and accessories8
Uber for auto services8
Off highway vehicles7
Automobile repair7
Second hand cars e-commerce5

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

SEGMENT TO EXPLORE

Auto tech

The largest measured segment in this report snapshot.

42companies
7.1%have hiring activity

3 companies hiring · $529.91M disclosed funding

Explore in Radar

How companies make money

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

E-commerce - product177
Physical commerce166
Commission on transaction75
Fee-for-service60
E-commerce - service46
Advertising32
Subscription19
Renting / leasing5
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 7 dated reports
Mergers & acquisitionsmahindratractor.com ↗

Mahindra purchasing a controlling interest of 76.06 percent in Pininfarina.

Mergers & acquisitionstatamotors.com ↗

for which the sale to the Indian giant Tata Motors is on the home stretch.

Mergers & acquisitionssetcoauto.com ↗

Setco Automotive Limited has completed the acquisition of the remaining stake in Lava Cast Private Limited, making it a wholly owned subsidiary following a series of approved transactions on 20 March 2026.

IPO activitysedemac.com ↗

Trilegal advised the book running lead managers, ICICI Securities Limited, Avendus Capital Private Limited and Axis Capital Limited, in connection with the initial public offering of equity shares by SEDEMAC Mechatronics Limited. The offering comprised an offer for sale of 8,043,300 equity shares of face value INR 10 each, aggregating to INR 10,873.50 million. The equity shares were listed on the stock exchanges on March 11, 2026.

Mergers & acquisitionssupremegroup.co.in ↗

"Broth offers a special combination of creativity and scientific depth," said Tom Donnelly, CEO of Supreme Group in a statement.

Mergers & acquisitionscartradetech.com ↗

According to a regulatory disclosure, Tata Asset Management Company, on behalf of its mutual fund schemes, acquired 90,522 equity shares of CarTrade on January 28, 2026.

Company announcementscie-india.com ↗

Capex for this year is estimated to be anywhere between Rs 4 billion and Rs 5 billion.

Full recorded event mix

Top 10 categories among 1,692 recorded events in the 24-month window.

Earnings
553
Company announcements
511
New products
172
Leadership moves
140
Mergers & acquisitions
102
Contracts
83
IPO activity
46
Capital infusions
24
Regulatory
19
Asset acquisitions
15
7 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

45 tracked people moves

Tata Motors ↗
Deepanjan Roy

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

Shuchi Suri

Appointment Executive Vice President – Mahindra Experiences

Varun Sanghi

Appointment Non-Executive Chairman

Tata Motors ↗
Pallav Singh

Appointment Deputy General Manager – Martech and AI

Seshan Iyer

Appointment President of the Industrial business

Sandeep Divakaran

Appointment Chief Executive Officer of Greaves Finance

Chandrasekar Thyagarajan

Appointment Chief Financial Officer of Greaves Electric Mobility

Narasimha Jayakumar

Appointment Chief Executive Officer of the Retail Business

Contract wins

52 recorded customer wins

Tata Motors ↗

Customer: BillionE MobilityElectric Vehicle and Logistics

Tata Motors ↗

Customer: aisats

Remsons ↗

Customer: Stellantis N.V., North AmericaAutomotive Components

Customer: Agrinas Pangan NusantaraAutomobile

Balu ↗

Customer: NATO customerDefense

Customer: Koperasi Desa/Kelurahan Merah PutihAutomotive

Workforce actions

2 companies with reported reductions

Tata Motors ↗

3.0% rolesbusiness requirements

Jaguar ↗

75.0% rolescost reduction

Regulatory events

22 recorded events

Tata Motors ↗

fined for anti-competitive practicesCompetition Commission of India (CCI)

fined for anti-competitive practicesCompetition Commission of India (CCI)

closure of manufacturing unit and disconnection of electricity supplyGujarat Pollution Control Board (GPCB)

approved withdrawal from agricultural machinery businessMAM\'s board

Litigation

7 tracked suits

Company
Harvinder Singh Bullar v jaguar land rover, tata motors, Dealer AMP Motors

manufacturing defect claim in a vehicleCivil · Dismissed

Company
income tax department v balu forge

tax investigationRegulatory · Ongoing

Earnings pulse

Reported company results in the recorded window.

25companies
500period observations
13.5%median reported growth

Median across 483 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
tata sonsTata Motors ↗Announced2026-06-23Not stated in snapshot
Mahindra TractorsMeru Travel SolutionsAnnounced2026-05-01Not stated in snapshot
Tata Motorsjaguar land rover2026-05-01Not stated in snapshot
Ssangbangwool GroupSsangYong Motor ↗Announced2026-04-18Not stated in snapshot
kg groupSsangYong Motor ↗Announced2026-04-18Not stated in snapshot
Pavilion PESsangYong Motor ↗Announced2026-04-18Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

796 postings in the preceding 12 months. The full 901-posting snapshot covers 607 employers.

Expand panel +

Most advertised job titles

Automation Tester11
Qa Automation9
Qa Automation Engineer6
Automation Test Engineer6
Quality Assurance Automation Engineer5
Test Automation Engineer5
0 internship postings

2 tracked postings mention remote work.

The seniority mix

359 postings specify a level.

unspecified
542
senior
131
lead
119
manager
86
intern
14
entry
9

Skills employers mention

Top skills across 901 tracked postings in the available jobs snapshot.

Selenium
217
Python
188
Java
143
Automation Testing
130
Api Testing
127
Sql
110
Playwright
107
Javascript
93
Automation
78
Manual Testing
71
ADVERTISED PAY$10.8K/ year

Median across 108 postings with pay data, expressed in USD.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

158 founders and chief executives across 119 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

16 profiles with education records.

IIT Bombay
4
IIT Kharagpur
3
Indian School of Business
2
Carnegie Mellon University
2
University of California (Berkeley)
2
Nanyang Technological University (NTU)
2
IIT Delhi
2
IIT Madras
2

Prior employers

3 profiles with prior-work records.

Boston Consulting Group
1
Bain
1
McKinsey
1

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

NEWS INTELLIGENCE

How this industry appears in the news

19,030 articles in the measured 12-month window.

Expand panel +
19,030articles in the measured year
4,736articles in 2026Q1
84.4%positive tone in the latest complete year

News volume trends

Auto coverage tagged Mumbai · articles per complete quarter

01,4902,9794,4695,9582021Q2: 1,6922021Q22021Q3: 1,7272021Q4: 1,6462022Q1: 1,8702022Q2: 2,3152022Q22022Q3: 2,4892022Q4: 2,3752023Q1: 2,7972023Q2: 2,4442023Q22023Q3: 2,3072023Q4: 2,7762024Q1: 2,4212024Q2: 2,7572024Q22024Q3: 3,5092024Q4: 4,3112025Q1: 3,4372025Q2: 4,5152025Q22025Q3: 5,1812025Q4: 5,1522026Q1: 4,7362026Q1
View quarterly article counts
QuarterArticles
2021Q21,692
2021Q31,727
2021Q41,646
2022Q11,870
2022Q22,315
2022Q32,489
2022Q42,375
2023Q12,797
2023Q22,444
2023Q32,307
2023Q42,776
2024Q12,421
2024Q22,757
2024Q33,509
2024Q44,311
2025Q13,437
2025Q24,515
2025Q35,181
2025Q45,152
2026Q14,736

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
3,899 positive · 29 neutral · 1,570 negative
2022
6,981 positive · 73 neutral · 1,983 negative
2023
8,218 positive · 83 neutral · 2,012 negative
2024
9,655 positive · 99 neutral · 3,227 negative
2025
15,415 positive · 113 neutral · 2,741 negative

Leading coverage topics

Auto coverage tagged Mumbai · ranked by full-period article count.

New Model Year Updates And Changes25,935 articles in the full recorded period
10,462 recent · 6,410 prior
New Product Launches And Innovations11,975 articles in the full recorded period
3,022 recent · 2,666 prior
Electric Vehicle (Ev) Technology And Innovations9,519 articles in the full recorded period
2,891 recent · 2,163 prior
Electric Vehicle (Ev) Technology9,456 articles in the full recorded period
2,194 recent · 2,189 prior
Strategic Partnerships And Collaborations8,298 articles in the full recorded period
2,257 recent · 1,787 prior
Automotive Industry Market Trends7,833 articles in the full recorded period
2,234 recent · 1,860 prior
Electric Vehicle Charging Infrastructure7,227 articles in the full recorded period
1,559 recent · 1,676 prior
Technology Adoption And Digital Transformation7,187 articles in the full recorded period
1,881 recent · 1,581 prior
Electric Vehicle Range And Charging Speed Tests6,850 articles in the full recorded period
2,338 recent · 1,814 prior
Company Expansions And New Market Entries6,773 articles in the full recorded period
1,951 recent · 1,335 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

India comparison coverage

KeywordRecentPriorChange
top-rated vehicles1,122270316%
performance sedan engines816270202%
hyundai usa dealers769115569%
hyundai dealerships76482832%
suzuki fuel-saving731641042%
suzuki fuel economy720651008%
suzuki mileage ratings717511306%
suzuki eco technologies71671908%
suzuki green innovations710601083%
suzuki emissions reduction708551187%
honda forums1322,606-95%
stock indices8291,246-33%
test cricket387853-55%
ipo prospectus249819-70%
honda service intervals0757-100%

Event and signal lenses

India comparison coverage

All complete annual cohorts shown
Rising

Regulatory Risk

126,644 classified articles

stock performance, stock indices, ev powertrain advancements

46.4% critical · 40.3% positive
Rising

Funding Momentum

23,268 classified articles

pre-ipo valuation, ipo prospectus, ipo pricing

50.9% critical · 55.5% positive
Rising

Growth

58,093 classified articles

automotive segment growth, vehicle sales forecasts, ev powertrain advancements

43.5% critical · 52.7% positive

Auto coverage tagged Mumbai. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Auto research is working on

1,085 papers in the recorded india scope.

Expand panel +
1,085papers
53,340worldwide comparison pool
1,085India-affiliated papers

Research orientation

Breakthrough
408
Promising
352
Problem-identifying
128
Descriptive
126
Comparative
46
Cautionary
15
Critical
10

Contribution mix

Methods-led
668
Empirical
253
Reviews
106
Position pieces
36
Theoretical
22

Tone counts: 993 positive · 41 neutral · 51 negative.

Common problems researchers identify
138 papers · 12.7% of this field
  • Computer security19 papers
  • Government18 papers
  • Humanities12 papers
  • Sample11 papers
  • Population11 papers
  • Intelligent transportation system10 papers
  • Social risk10 papers
  • Public sector9 papers

Landmark: Autonomous Vehicles Enabled by the Integration of IoT, Edge Intelligence, 5G, and Blockchain

Cautions
15 papers · 1.4% of this field
  • Aeronautics3 papers
  • Human–computer interaction2 papers
  • Computer security2 papers
  • Reinforcement learning2 papers
  • Bridging2 papers
  • Domain2 papers
  • Span1 papers
  • Life span1 papers

Landmark: Human Factors Issues Associated with Limited Ability Autonomous Driving Systems: Drivers’ Allocation of Visual Attention to the Forward Road

Opportunities
760 papers · 70.0% of this field
  • Object detection87 papers
  • Reinforcement learning60 papers
  • Segmentation40 papers
  • Convolutional neural network40 papers
  • Advanced driver assistance systems38 papers
  • Real-time computing35 papers
  • Human–computer interaction35 papers
  • Automotive engineering32 papers

Landmark: Small-object detection based on YOLOv5 in autonomous driving systems

Leading institutions

Thapar Institute of Engineering & Technology
1,151
University of Petroleum and Energy Studies
939
Narsee Monjee Institute of Management Studies
468
Symbiosis International University
412
Vellore Institute of Technology University
389
Anna University, Chennai
361

Leading researchers

Neeraj Kumar
758
Darsh Parekh
462
Nishi Poddar
462
Aakash Rajpurkar
462
Manisha Chahal
462
Kishor V. Bhadane
382
Sudeep Tanwar
348
Gunasekaran Raja
299

Highly cited breakthrough-labelled papers

  • AdaScan: Adaptive Scan Pooling in Deep Convolutional Neural Networks for Human Action Recognition in Videos174 citations
  • 3D printed graphene-based self-powered strain sensors for smart tires in autonomous vehicles127 citations
  • ReViewNet: A Fast and Resource Optimized Network for Enabling Safe Autonomous Driving in Hazy Weather Conditions126 citations
  • Spatio-Contextual Deep Network-Based Multimodal Pedestrian Detection for Autonomous Driving117 citations
  • A Hybrid Deep Reinforcement Learning For Autonomous Vehicles Smart-Platooning108 citations

Common problems researchers identify

132 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Vehicle security and privacy gapsCommon problems researchers identify · 01

Vehicle security and privacy gaps

68 papers

51.5% of this theme group

Researchers highlight vulnerabilities in autonomous vehicle systems, data privacy, and intelligent transportation networks.

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

Autonomous Vehicle

Autonomous vehicle security: Current survey and future research challenges

Digital mediation of social relationsCommon problems researchers identify · 02

Digital mediation of social relations

34 papers

25.8% of this theme group

Works examine philosophical and societal challenges arising from digital platforms and remote education.

Humanities (12) · Philosophy (7) · Power (3) · Order (3)

REFLEXÕES SOBRE SOCIABILIDADES MEDIADAS PELO DIGITAL EM REDE (RE)CONFIGURANDO NOSSAS RELAÇÕES

ANÁLISE DOS PRINCIPAIS DESAFIOS E/OU DIFICULDADES ENCONTRADAS EM RELAÇÃO À EDUCAÇÃO REMOTA E/OU INCLUSÃO DA TECNOLOGIA NO COTIDIANO PROFISSI

Public sector interview constraintsCommon problems researchers identify · 03

Public sector interview constraints

17 papers

12.9% of this theme group

Studies discuss methodological limits in semi‑structured interviews within government and cultural contexts.

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

Sampling and replication risksCommon problems researchers identify · 04

Sampling and replication risks

13 papers

9.8% of this theme group

Papers point out difficulties in population sampling and result reproducibility for social‑risk research.

Population (11) · Social risk (10) · Sample (10) · Replication (3)

Observaciones semiestructuradas. Territorio: Cali. Eje medular: Agenciamiento. Sector: Educación. Año: 2025

Observaciones semiestructuradas. Territorio: Cartagena. Eje medular: Agenciamiento. Sector: Educación. Año: 2025

Cautions

15 papers · 1 recurring themes
Human factors in autonomous drivingCautions · 01

Human factors in autonomous driving

11 papers

73.3% of this theme group

Cautionary analyses focus on driver attention, ergonomics, and security issues in limited‑capability autonomous systems.

Aeronautics (3) · Human–computer interaction (2) · Computer security (2)

Human Factors Issues Associated with Limited Ability Autonomous Driving Systems: Drivers’ Allocation of Visual Attention to the Forward Road

Autonomous Vehicles

A further 4 papers sit in smaller themes.

Opportunities

736 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Control and dynamics optimizationOpportunities · 01

Control and dynamics optimization

169 papers

23.0% of this theme group

Research proposes advanced control theory and trajectory planning to improve vehicle stability and efficiency.

Control theory (16) · Trajectory (17) · Controller (8) · Vehicle dynamics (9)

Enhancing Autonomous Vehicle Safety and Efficiency Through Intelligent Mapping and Recommendations

A Driving Decision Strategy Based On Machine Learning For An Autonomous Vehicle.

Vision‑based lane and sign detectionOpportunities · 02

Vision‑based lane and sign detection

154 papers

20.9% of this theme group

Works develop convolutional networks for robust lane, obstacle, and traffic‑sign recognition.

Segmentation (28) · Convolutional neural network (20) · Obstacle (15) · Sign (10)

Lane Detection for Autonomous Vehicles using Image Transformation Techniques

Detection of Lane and Speed Breaker Warning System for Autonomous Vehicles Using Machine Learning Algorithm

Secure IoT communication for vehiclesOpportunities · 03

Secure IoT communication for vehicles

149 papers

20.2% of this theme group

Studies explore blockchain and deep‑learning methods to protect connected autonomous vehicle networks.

Computer security (28) · Internet of Things (18) · Computer network (25) · Blockchain (13)

Intelligent Deep Learning Architectures for Real-Time Traffic Analysis and Decision Support in IoT-Enabled Autonomous Vehicles

Machine Learning-based Secure Communication Framework for Connected Autonomous Vehicles

Real‑time object detection advancesOpportunities · 04

Real‑time object detection advances

94 papers

12.8% of this theme group

Papers enhance YOLO‑style models for fast, accurate detection of road objects.

Object detection (74) · Object (34) · Convolutional neural network (12) · Minimum bounding box (5)

YOLO based Object Detection Techniques for Autonomous Driving

Advancing Real-Time Object Detection for Autonomous Vehicles with YOLOv11

Reinforcement learning for navigationOpportunities · 05

Reinforcement learning for navigation

63 papers

8.6% of this theme group

Research applies deep reinforcement techniques to enable adaptive lane‑keeping 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

Enhanced driver‑assistance sensorsOpportunities · 06

Enhanced driver‑assistance sensors

57 papers

7.7% of this theme group

Works improve radar‑based ADAS features such as lane‑departure warnings and speed‑bump detection.

Advanced driver assistance systems (25) · Radar (9) · Lane departure warning system (6) · Automotive engineering (9)

Advance Driver Assistance System (ADAS) - Speed bump detection

An Improved Lane Detection and Lane Departure Warning Framework for ADAS

Data balancing for health diagnosticsOpportunities · 07

Data balancing for health diagnostics

50 papers

6.8% of this theme group

Studies use oversampling and pattern‑recognition methods to boost machine‑learning performance on medical datasets.

Oversampling (4) · Pattern recognition (6) · Humanities (4) · Philosophy (3)

Data Balancing Techniques Using the PCA-KMeans and ADASYN for Possible Stroke Disease Cases

Enhanced Detection of Autism Spectrum Disorder using Machine Learning and Deep Neural Models with ADASYN and ENN Techniques

How this field compares with the research baseline

Orientation shares compared with 25,000 papers in the reference sample.

Research orientationThis fieldReference sample
Breakthrough37.6%26.1%
Promising32.4%37.3%
Problem-identifying11.8%9.8%
Descriptive11.6%17.7%
Comparative4.2%3.8%
Cautionary1.4%4.3%
Critical0.9%0.9%

Concerns receiving less research attention

Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.

Concern / example paperPapersShareRaised as a problemWorldwide share
Privacy & surveillanceA Survey of Cybersecurity Challenges and Mitigation Techniques for Connected and Autonomous Vehicles111.06%6 (54.5%)0.42%
Safety & misuseDesigning Robust AI Systems for Autonomous Vehicles Against Adversarial Attacks40.39%1 (25.0%)0.31%
Energy & datacenter footprintGreen-EMulTO: A Next Generation Edge-Assisted Multi-Level Traffic Orchestrator for Green Computing in Consumer Autonomou10.1%0 (0.0%)0.02%
Water use00.0%0 (%)0.0%
Carbon & emissions of compute00.0%0 (%)0.0%
Hardware, e-waste & supply chain00.0%0 (%)0.0%
Labour & data work00.0%0 (%)0.0%
Bias & fairness00.0%0 (%)0.03%
Concentration of compute power00.0%0 (%)0.01%

Institution and researcher rankings use citations to their covered work. Research scope: India. This may be broader than the company geography.

UNDERSTAND THE LANDSCAPE

Auto in Mumbai: 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: 3 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 ↗
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