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 ↗
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.

An industry ecosystem,
measured in context.
MEET THE COMPANIESExplore Mumbai’s auto leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Expand panel +
Explore Mumbai’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 Mumbai
A few useful ratios bring the size of this ecosystem into perspective.
34 of 349 tracked companies have open roles.
22 of 349 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
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 FORMATIONHow Mumbai auto has grown
Recorded company formation and disclosed funding across the complete annual series shown.
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How Mumbai 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 | $6.96M | 16 | 6 |
| 2017 | $62.34M | 14 | 5 |
| 2018 | $26.08M | 15 | 6 |
| 2019 | $47.33M | 9 | 2 |
| 2020 | $44.78M | 6 | 2 |
| 2021 | $57.61M | 5 | 3 |
| 2022 | $46.62M | 8 | 3 |
| 2023 | $36.09M | 9 | 1 |
| 2024 | $57.15M | 7 | 2 |
| 2025 | $405M | 2 | 1 |
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
Investors appearing most often
Recorded participation in auto company rounds since 2016.
- 01IFC 4 rounds
- 02Yogesh Agencies & Investment 3 rounds
- 03Mahindra 3 rounds
- 04Shunwei Capital 3 rounds
- 05Cubs Family Private Trust 3 rounds
- 06Sri Investments 3 rounds
- 07Aanya Dubash 3 rounds
- 08Nimesh Pravin Shah 3 rounds
- 09Craig Steinke 3 rounds
- 010Apurva Parekh 3 rounds
Recent recorded rounds
Latest recorded rounds · USDLargest and notable recorded rounds
Each card is one recorded roundBacked by AllianzGI and Australian Ethical Investment and others.
Backed by Temasek and Marche Capital and others.
Backed by Temasek and Warburg Pincus and others.
Backed by India Japan Fund.
Backed by Temasek and Warburg Pincus and others.
Backed by IFC.
Backed by IFC and Cubs Family Private Trust and others.
Backed by Sanjay Labroo and Brijmohan Kataria and others.
Backed by IIFL Finance and Malabar Investments.
Backed by Warburg Pincus and Tiger Global Management and others.
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 · 103 reporting entities from 137 eligible matches.
Sum of reporting-entity revenue; not Mumbai market sales.
Combined result for the same cohort.
Combined net income ÷ combined revenue.
The middle covered reporting entity.
84 of 103 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 · 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.
| Company / reporting entity | Revenue | Net profit / loss | Net margin | Revenue growth | Total assets |
|---|---|---|---|---|---|
| Automotive Manufacturers ↗U34100MH1948PTC006781 | ₹12,325.9 crore | ₹9.1 crore | +0.1% | — | ₹3,433.6 crore |
| Alliance Tire Group ↗U25111MH2007PTC172456 | ₹4,933.2 crore | ₹578.6 crore | +11.7% | — | ₹6,418.3 crore |
| Sai Service ↗U60210PN1985PTC037099 | ₹4,055.2 crore | ₹115.3 crore | +2.8% | — | ₹1,647.2 crore |
| Greaves Cotton ↗L99999MH1922PLC000987 | ₹1,988.0 crore | ₹185.9 crore | +9.3% | — | ₹1,966.9 crore |
| Infinity Cars ↗U51502MH2006PTC164260 | ₹1,818.1 crore | ₹87.6 crore | +4.8% | — | ₹733.8 crore |
| NRB Bearings ↗L29130MH1965PLC013251 | ₹1,077.5 crore | ₹58.7 crore | +5.4% | — | ₹1,102.8 crore |
| Ayvens ↗U50100MH2005PTC151239 | ₹673.7 crore | ₹84.5 crore | +12.5% | — | ₹2,604.0 crore |
| SEDEMAC ↗U29253PN2007PLC246956 | ₹658.4 crore | ₹47.0 crore | +7.1% | — | ₹491.2 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 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.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| CarWalecarwale.com | 21,133,752 | 89 | 85.5% |
| Tata Motorstatamotors.com | 5,605,380 | 74 | 86.2% |
| Ayvensayvens.com | 1,977,129 | 56 | 57.6% |
| Ceat Tyresceat.com | 497,663 | 50 | 89.4% |
| Reise Motoreisemoto.com | 222,113 | 33 | 81.1% |
| Garwarehitechfilmsgarwarehitechfilms.com | 196,800 | 43 | 89.4% |
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.
| App | Installs | Rating | Store category |
|---|---|---|---|
| CarWale: Buy-Sell New/Used CarCarWale | 11.7M | 4.2 | Auto & Vehicles |
| Mahindra For YouWith You Hamesha | 1.7M | 4.4 | Auto & Vehicles |
| Tata Motors Fleet EdgeTata Motors | 978.4K | — | Business |
| ConnectNextTata Motors | 793.2K | — | Auto & Vehicles |
| Truebil – Buy Budget Used CarsTruebil | 468.4K | — | Auto & Vehicles |
| e-Dukaan – Genuine Spare PartsTata Motors | 302.6K | — | Business |
| Mobile FlashSEDEMAC | 264K | 4 | Business |
| My AyvensAyvens | 199.9K | — | Business |
| CarTradeExchange for DealersCarTrade Exchange | 173.5K | 5 | Business |
| eCATS Mobile ApplicationTata Motors | 170K | — | 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 (2023Q2–2026Q1).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| Auto Retail & Aftersales | 27 | 14.6M | CarWale: Buy-Sell New\/Used Car 11.7M | |
| Auto E-Commerce & Content | 12 | 12.5M | Truebil – Buy Budget Used Cars 468.4K | |
| Auto Brands | 46 | 3.1M | Tata Motors Fleet Edge 978.4K | |
| Auto Components | 12 | 320.5K | Mobile Flash 264K | |
| Asset Finance | 7 | 219.2K | My Ayvens 199.9K | |
| Traditional Conglomerates | 2 | 11.9K | Greaves1 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.
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 INDUSTRYThe Mumbai auto market map
Explore the segments behind the headline numbers.
Expand panel +
The Mumbai 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.
3 companies hiring · $529.91M 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
Mahindra purchasing a controlling interest of 76.06 percent in Pininfarina.
for which the sale to the Indian giant Tata Motors is on the home stretch.
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.
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.
"Broth offers a special combination of creativity and scientific depth," said Tom Donnelly, CEO of Supreme Group in a statement.
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.
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.
IPO pipeline
5 companies with recorded IPO activity
IPO · NSE37 reports
IPO · BSE3 reports
IPO · BSE6 reports
IPO · NSE, BSE35 reports
OFS1 reports
Leadership moves
45 tracked people moves
Appointment Senior General Manager of Marketing, Customer Experience, and Group Sales Synergy
Appointment Executive Vice President – Mahindra Experiences
Appointment Non-Executive Chairman
Appointment Deputy General Manager – Martech and AI
Appointment President of the Industrial business
Appointment Chief Executive Officer of Greaves Finance
Appointment Chief Financial Officer of Greaves Electric Mobility
Appointment Chief Executive Officer of the Retail Business
Product launches
Products, platforms and features in the recorded window
Electric SUV
Intermediate Commercial Vehicle
Commercial Vehicle
Commercial Vehicle
AI/Technology
Contract wins
52 recorded customer wins
Customer: BillionE MobilityElectric Vehicle and Logistics
Customer: aisats
Customer: Stellantis N.V., North AmericaAutomotive Components
Customer: Agrinas Pangan NusantaraAutomobile
Customer: NATO customerDefense
Customer: Koperasi Desa/Kelurahan Merah PutihAutomotive
Workforce actions
2 companies with reported reductions
3.0% rolesbusiness requirements
75.0% rolescost reduction
Regulatory events
22 recorded events
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
manufacturing defect claim in a vehicleCivil · Dismissed
tax investigationRegulatory · Ongoing
Earnings pulse
Reported company results in the recorded window.
Median across 483 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 |
|---|---|---|---|
| tata sons→Tata Motors ↗ | Announced | 2026-06-23 | Not stated in snapshot |
| Mahindra Tractors→Meru Travel Solutions | Announced | 2026-05-01 | Not stated in snapshot |
| Tata Motors→jaguar land rover | 2026-05-01 | Not stated in snapshot | |
| Ssangbangwool Group→SsangYong Motor ↗ | Announced | 2026-04-18 | Not stated in snapshot |
| kg group→SsangYong Motor ↗ | Announced | 2026-04-18 | Not stated in snapshot |
| Pavilion PE→SsangYong Motor ↗ | Announced | 2026-04-18 | Not stated in snapshot |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
PEOPLE & OPPORTUNITYThe talent market
796 postings in the preceding 12 months. The full 901-posting snapshot covers 607 employers.
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The talent market
796 postings in the preceding 12 months. The full 901-posting snapshot covers 607 employers.
Most advertised job titles
2 tracked postings mention remote work.
The seniority mix
359 postings specify a level.
Skills employers mention
Top skills across 901 tracked postings in the available jobs snapshot.
Median across 108 postings with pay data, expressed in USD.
Companies hiring
| Company | Open roles |
|---|---|
| Ayvens ↗ | 9 |
| ICCU ↗ | 6 |
| Yokohama-ATG ↗ | 4 |
| Tata Motors ↗ | 4 |
| Schaeffler India ↗ | 4 |
| SEDEMAC ↗ | 4 |
| Reise Moto ↗ | 3 |
| Infinity Cars ↗ | 3 |
Large employers
| Company | Employees |
|---|---|
| Tata Motors ↗ | 24,956 |
| Garwarehitechfilms ↗ | 1,750 |
| Schaeffler India ↗ | 1,709 |
| Sai Service ↗ | 1,482 |
| CarTrade Tech ↗ | 1,140 |
| Yokohama ↗ | 1,014 |
| NRB Bearings ↗ | 1,002 |
| Manba Finance ↗ | 950 |
THE PEOPLE BUILDING THE FIELDFounders and leaders
158 founders and chief executives across 119 companies.
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Founders and leaders
158 founders and chief executives across 119 companies.
Sandeep Gambhir
Vertelo ↗Ex-ORIX Auto Infrastructure Services, Barclays Finance, Citifinancial Consumer Finance India.
Vinay Sanghi
CarTrade Tech ↗Ex-CEO Mahindra First Choice Wheels.
Suman Mishra
Mahindra Last Mile Mobility ↗Ex-Mahindra Group, Cipla, McKinsey, Accenture. Nanyang Technological University Singapore BAsc 2001…
Ashutosh Sudhakar Pandey
Mahindra First Choice ↗Tata CLiQ, ex-Trent, The Indian Hotels, Tata Communications, Rallis India, Tata Consumer Products. BIT Sindri BTech 1995…
Yogesh Mahansaria
Ascenso ↗Mahansaria Tyres, ex-Alliance Tire Group, Balkrishna Industries.
Nitin Mantri
Alliance Tire Group ↗Ex-Cummins Fuel Systems, BCG, Progressive Tool & Industries. Texas A&M University MS 1994, University of Michigan MBA 2001
Salil Musale
Classic Stripes ↗Ex-Astarc Group, Astarc Ventures, OncoHappy, A.T. Kearney. DJ Sanghvi Engineering College BE
Shanu Vivek
Truebil ↗ReelSaga, ex-Co-Founder VerSe Innovation, GolBol, Truebil, Housing.com. IIT Bombay BTech 2013
Atul Thakur
BKT ↗Bkt Tires, Indian School of Business, 2022
Amit Dixit
SEDEMAC ↗Sedemac Mechatronics, ex-Iit Bombay, Indian Institute of Technology, Bombay, 2008
Banwari Sharma
CarWale ↗Oriental Institute of Science & Technology Bhopal BE 2004
Neeraj Singhal
Setco Automotive ↗Ex-Chief Executive Officer Setco Auto Systems, Sr VP - Operations Setco Auto Systems, Deputy Cluster Business Head Endurance Technologies…
Education networks
16 profiles with education records.
Prior employers
3 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
NEWS INTELLIGENCEHow this industry appears in the news
19,030 articles in the measured 12-month window.
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How this industry appears in the news
19,030 articles in the measured 12-month window.
News volume trends
Auto coverage tagged Mumbai · articles per complete quarter
View quarterly article counts
| Quarter | Articles |
|---|---|
| 2021Q2 | 1,692 |
| 2021Q3 | 1,727 |
| 2021Q4 | 1,646 |
| 2022Q1 | 1,870 |
| 2022Q2 | 2,315 |
| 2022Q3 | 2,489 |
| 2022Q4 | 2,375 |
| 2023Q1 | 2,797 |
| 2023Q2 | 2,444 |
| 2023Q3 | 2,307 |
| 2023Q4 | 2,776 |
| 2024Q1 | 2,421 |
| 2024Q2 | 2,757 |
| 2024Q3 | 3,509 |
| 2024Q4 | 4,311 |
| 2025Q1 | 3,437 |
| 2025Q2 | 4,515 |
| 2025Q3 | 5,181 |
| 2025Q4 | 5,152 |
| 2026Q1 | 4,736 |
Article volume measures coverage, not market sales.
Tone of coverage over time
Most-covered companies
Company share of voice
3,162 recorded company events across 39 companies; percentages use that event total.
Leading coverage topics
Auto coverage tagged Mumbai · 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 Mumbai. 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 gaps
68 papers51.5% 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
Common problems researchers identify · 02Digital mediation of social relations
34 papers25.8% 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
Common problems researchers identify · 03Public sector interview constraints
17 papers12.9% 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
Common problems researchers identify · 04Sampling and replication risks
13 papers9.8% 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
Cautions · 01Human factors in autonomous driving
11 papers73.3% 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
Opportunities · 01Control and dynamics optimization
169 papers23.0% 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.
Opportunities · 02Vision‑based lane and sign detection
154 papers20.9% 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
Opportunities · 03Secure IoT communication for vehicles
149 papers20.2% 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
Opportunities · 04Real‑time object detection advances
94 papers12.8% 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
Opportunities · 05Reinforcement learning for navigation
63 papers8.6% 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
Opportunities · 06Enhanced driver‑assistance sensors
57 papers7.7% 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
Opportunities · 07Data balancing for health diagnostics
50 papers6.8% 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 orientation | This field | Reference sample |
|---|---|---|
| Breakthrough | 37.6% | 26.1% |
| Promising | 32.4% | 37.3% |
| Problem-identifying | 11.8% | 9.8% |
| Descriptive | 11.6% | 17.7% |
| Comparative | 4.2% | 3.8% |
| Cautionary | 1.4% | 4.3% |
| 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.
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 ↗