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 PUNE EDITION 2026

Pune’s
auto industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Auto illustration
MEET THE COMPANIES

Explore Pune’s auto leaders

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

Expand panel +
Auto company highlights in Pune, snapshot 3 September 2026
Company
Sintex-BAPLsintexbapl.co.in$185.82M954
Bike Bazaarbikebazaar.com$93.59M2,276
WheelsEMIwheelsemi.com$63.7M2,221
Sintercom Indiasintercom.co.in$30.42M78
Electra EVelectraev.com$25M193
Divgi TorqTransfer Systemsdivgi-tts.com$19.43M29
Neptune Enterprisesneptuneenterprisesindia.com$11.27M183
Bajaj Auto Financebajajautofinance.com$10M56,968
Tata Technologiestatatechnologies.com11 roles10,188$316.52MFYFY2025 filing
Bharat Forgebharatforge.com4 roles4,132$925.51MFYFY2025 filing
POSHS metal industriesposhsmetal.com4 rolesFinancial figure available in RadarView in Radar
Schaeffler Indiaschaeffler.co.in4 roles1,709
Skoda Auto Volkswagen Indiaskoda-vw.co.in3 roles56Financial figure available in RadarView in Radar
Tata AutoComptataautocomp.com3 roles430$414.3MFYFY2025 filing
Volkswagen Group Technology Solutions Indiavwits.in3 roles751
Weber Drivetrainweberdrivetrain.com2 roles
Autoline Industriesautolineind.com891
Bajaj Autobajajauto.com6,192$5.23BFYFY2025 filing
Belrise Industriesbelriseindustries.com1,357$690.05MFYFY2025 filing
Fleetguard Filtersfleetguard-filtrum.com1,183Financial figure available in RadarView in Radar
Force Motorsforcemotors.com6,379$844.67MFYFY2025 filing
Gabriel Indiagabrielindia.com1,608Financial figure available in RadarView in Radar
Jaya Hind Industriesjayahind.com1,001
Pinnacle Industriespinnacleindustries.com856
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 ↗

Startup discovery

Recorded classifications only
THE KEY SIGNALS

Auto industry KPIs in Pune

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

3 September 2026
Hiring participation8.5%

35 of 412 tracked companies have open roles.

Funding participation6.8%

28 of 412 tracked companies have a recorded round.

Top 3 funding share70.3%

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

Median disclosed round$755.5K

Midpoint of 54 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 70.3% of disclosed capital, while 93.2% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Pune auto has grown

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

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2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

Pune auto
$0$61.17M$122.34M$183.51M$244.68M2016: $9.6M20162017: $4.97M20172018: $214.63M20182019: $3.16M20192020: $26.61M20202021: $32.12M20212022: $114.89M20222023: $11.45M20232024: $13.43M20242025: $9.61M2025
View the numbers
Annual auto funding and company formation in Pune
YearFunding (USD)FoundedRaising
2016$9.6M153
2017$4.97M185
2018$214.63M105
2019$3.16M83
2020$26.61M123
2021$32.12M126
2022$114.89M119
2023$11.45M114
2024$13.43M114
2025$9.61M13
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Sintex-BAPL38.1%
  • Bike Bazaar19.2%
  • WheelsEMI13.0%
  • Other companies29.7%

Funding by stage

58 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel30 51.7%
Series A–B12 20.7%
Series C+ / PE6 10.3%
Grants, debt & other10 17.2%

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.

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.

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₹ 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 · 173 reporting entities from 223 eligible matches.

Revenue in covered accounts₹148,599.6 crore

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

Net profit / loss₹14,684.5 crore

Combined result for the same cohort.

Aggregate net margin+9.9%

Combined net income ÷ combined revenue.

Median company revenue₹58.2 crore

The middle covered reporting entity.

Profitable entities+86.7%

150 of 173 covered entities.

Top-five concentration+66.2%

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 · 173 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.

173 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
PUNE · 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 Pune companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Most-installed apps

20 of these companies (4.9%) publish at least one Android app — 51 apps in all, carrying 2.5M installs between them.

AppInstallsRatingStore category
Bajaj CareBajaj Auto995.5KBusiness
QuickinsureQuickInsure215.8K5Business
Bike Bazaar EV RentalsBike Bazaar151.4KAuto & Vehicles
SMART TYRE CAR & BIKETREEL133.8K3.6Auto & Vehicles
Bajaj Ride ConnectBajaj Auto115.8KAuto & Vehicles
Bajaj EZ OrderBajaj Auto95.1KBusiness
CarUdyogCarUdyog90.2KAuto & Vehicles
Triumph IndiaTriumph Motorcycles85.2KAuto & Vehicles
Bajaj ConnectBajaj Auto82.4KBusiness
Bajaj Genuine parts - GlobalBajaj Auto75.6KBusiness

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).

SegmentAppsInstallsLeading appRelease trend
Auto Brands141.7MBajaj Care 995.5K
Auto Retail & Aftersales12648.8KQuickinsure 215.8K
Auto E-Commerce & Content9635.4KBike Bazaar EV Rentals 151.4K
Internet First Insurance Platforms3218.1KQuickinsure Employee 1.2K
Auto Components24166.1KSMART TYRE CAR & BIKE 133.8K
Connected Vehicles5140.9KCitroen TPMS 5.8K
Local Services2117.8KCarselona - Everyday Car Care 65.2K
Electric Vehicles5965Charge Clean 717

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.

2022Q4: 12022Q4: 02022Q42023Q1: 22023Q1: 12023Q12023Q3: 12023Q3: 22023Q32024Q2: 12024Q2: 02024Q22025Q1: 22025Q1: 02025Q12025Q2: 22025Q2: 42025Q22025Q4: 12025Q4: 52025Q42026Q1: 52026Q1: 112026Q1

Darker bars are new releases, lighter bars apps updated. 23 of 51 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Pune 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 tech30
Consumer digital23
B2c e-commerce18
Enterprise tech9
Uber for auto services7
Electric vehicles6
Energy tech6
Green transport6
Second hand goods5
Online auto parts and accessories5
Off highway vehicles5

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

SEGMENT TO EXPLORE

Auto tech

The largest measured segment in this report snapshot.

30companies
6.7%have hiring activity

2 companies hiring · $209.02M disclosed funding

Explore in Radar

How companies make money

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

Physical commerce256
E-commerce - product204
Fee-for-service86
Commission on transaction41
Advertising24
E-commerce - service19
Subscription15
Lending2
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 10 dated reports
Mergers & acquisitionsadmjoinflex.com ↗

ADM 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.

Mergers & acquisitionsbharatforge.com ↗

Share 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.

Mergers & acquisitionslumaxautotech.com ↗

Lumax Auto Technologies Limited (LATL), a leading manufacturer and supplier of automotive components, lighting solutions, moulded parts, and frame chassis, announced today the amalgamation of its wholly-owned subsidiary, Lumax Ancillary Limited (LAL), with the parent company.

Mergers & acquisitionspremier.co.in ↗

Old-timers would have felt a tug in their hearts when they heard the news of Premier Ltd’s imminent sale to Chennai-based Fab Metals.

Mergers & acquisitionsbelriseindustries.com ↗

Belrise Industries has entered into an agreement to acquire 100% stake in UK-based Chester Hall Precision Engineering Holdings for about GBP 13.2 million

Mergers & acquisitionsforcemotors.com ↗

Force Motors has inked a Memorandum of Understanding to buy 100 percent equity shares in Veera Tanneries for Rs 175 crore, subject to the deduction of applicable taxes.

Mergers & acquisitionshoerbiger.com ↗

Wenger Vieli advised Hoerbiger, a globally active technology group specialising in performance-defining components for several industries, in connection with the company’s acquisition of Karlsruhe-based PI, a high-precision motion and positioning solutions specialist.

Mergers & acquisitionstataautocomp.com ↗

Tata AutoComp Systems has officially closed the acquisition of European auto component maker IAC Sweden and has rolled out a new identity for the business — Artifex Systems AB.

Mergers & acquisitionstatatechnologies.com ↗

Tata Technologies has informed the exchanges that it has completed the acquisition of Germany’s ES‑Tec Group from MW Beteiligungs GmbH for up to €75 million (₹775 crore) in cash.

Mergers & acquisitionsbajajauto.com ↗

The operation completes the process started in late May, when Bajaj injected 800 million euros to prevent the Austrian motorcycle group from breaking down and after committing to acquire an additional option of 50.1% of Pierer Bajaj AG.

Full recorded event mix

Top 10 categories among 1,157 recorded events in the 24-month window.

Earnings
450
Company announcements
286
Mergers & acquisitions
85
Contracts
67
Leadership moves
66
Regulatory
45
IPO activity
34
New products
33
Lawsuit
25
Capital infusions
21
7 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

16 tracked people moves

Ashutosh Dixit

Appointment Brand Director, Porsche India

Manolito Vujicic

Departure Previously Market Development Director at the Porsche Middle East and Africa regional office

Bajaj Auto ↗
Rahul Bajaj

Resignation Previously non-executive director and Chairman

Seshan Iyer

Appointment President of the Industrial business

Bajaj Auto ↗
Pradeep Shrivastava

Appointment Whole-time Director, designated as Executive Director

Hoerbiger ↗
Maitray Dixit

Appointment Project Manager

Nitin Selot

Appointment Executive Director for Finance, IT and Legal Affairs

Bajaj Auto ↗
Rakesh Sharma

Appointment Joint Managing Director

Product launches

Products, platforms and features in the recorded window

SKODA ↗
Yeti

Compact SUV

SKODA ↗
Superb

Plug‑in hybrid

Bajaj Auto ↗
Chetak C25

Electric scooter

Bajaj Auto ↗
Pulsar Classic

Motorcycle

Contract wins

48 recorded customer wins

Customer: European luxury automotive OEMAutomotive

SKODA ↗

Customer: volkswagen groupAutomotive

Customer: vinfastAutomotive

Customer: bharat forge global holding gmbh

Customer: vvdn technologiesAutomotive, Defence, Data Centre

Customer: Armoured Vehicles Nigam Limited – Machine Tool Prototype Factory (AVNL–MTPF)Defence

Workforce actions

1 companies with reported reductions

SKODA ↗

6,000 rolescost reduction

Regulatory events

40 recorded events

information soughtSecurities and Exchange Board of India (Sebi)

investigation ongoingSecurities and Exchange Board of India

approved for unitOdisha government

approved release of lock-in restrictionsBSE and NSE

Litigation

14 tracked suits

Company
Boman Irani v classic legends

trademark disputeCivil · Verdict

Company
classic legends, Boman R Irani, others v Ideal Jawa Pvt Ltd

trademark ownership disputeCivil · Verdict

Earnings pulse

Reported company results in the recorded window.

23companies
440period observations
11.7%median reported growth

Median across 440 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
Gabriel IndiaAnchemco India Pvt. Ltd.Announced2026-07-01Not stated in snapshot
Adm JoinflexC.C.S. Advance Tech Company LimitedCompleted2026-05-04Not stated in snapshot
Bharat ForgeFortuna EngineeringAnnounced2026-04-30Not stated in snapshot
Bajaj AutoktmCompleted2026-04-16Not stated in snapshot
Bharat ForgeTevva MotorsAnnounced2026-04-15Not stated in snapshot
Fab MetalsPremier Automobiles ↗Announced2026-04-15Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

789 postings in the preceding 12 months. The full 937-posting snapshot covers 30 employers.

Expand panel +

Most advertised job titles

Frontend Developer10
Dm Buyer Body9
Territory Service Manager9
Biw, Closure & Fuel Systems7
Research Analyst7
Vehicle Dynamics/Mbd Engineer6
0 internship postings

2 tracked postings mention remote work.

The seniority mix

230 postings specify a level.

unspecified
707
manager
122
lead
61
senior
45
intern
2

Skills employers mention

Top skills across 937 tracked postings in the available jobs snapshot.

Python
39
Catia V5
38
Project Management
34
Dfmea
33
Power Bi
30
Excel
30
Sql
28
Ms Office
25
Sap
24
Data Analysis
23
ADVERTISED PAY$8.4K/ year

Median across 104 postings with pay data, expressed in USD.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

227 founders and chief executives across 176 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

9 profiles with education records.

IIT BHU
2
University of Chicago
1
Booth School of Business
1
IIT Delhi
1
Massachusetts Institute of Technology
1
University of Pennsylvania
1
Indian School of Business
1
London Business School (LBS)
1

Prior employers

0 profiles with prior-work records.

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

NEWS INTELLIGENCE

How this industry appears in the news

9,684 articles in the measured 12-month window.

Expand panel +
9,684articles in the measured year
4,723articles in 2026Q1
85.1%positive tone in the latest complete year

News volume trends

Auto coverage tagged Pune · articles per complete quarter

01,3582,7164,0745,4312021Q2: 4822021Q22021Q3: 6752021Q4: 5642022Q1: 8192022Q2: 8062022Q22022Q3: 7582022Q4: 8342023Q1: 8482023Q2: 6552023Q22023Q3: 6832023Q4: 8402024Q1: 6652024Q2: 2,0152024Q22024Q3: 1,1932024Q4: 2,2842025Q1: 1,0292025Q2: 1,0812025Q22025Q3: 1,1182025Q4: 1,6892026Q1: 4,7232026Q1
View quarterly article counts
QuarterArticles
2021Q2482
2021Q3675
2021Q4564
2022Q1819
2022Q2806
2022Q3758
2022Q4834
2023Q1848
2023Q2655
2023Q3683
2023Q4840
2024Q1665
2024Q22,015
2024Q31,193
2024Q42,284
2025Q11,029
2025Q21,081
2025Q31,118
2025Q41,689
2026Q14,723

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
1,604 positive · 5 neutral · 219 negative
2022
2,664 positive · 20 neutral · 527 negative
2023
2,622 positive · 25 neutral · 376 negative
2024
4,073 positive · 25 neutral · 2,058 negative
2025
4,182 positive · 46 neutral · 688 negative

Company share of voice

1,889 recorded company events across 37 companies; percentages use that event total.

Bajaj Auto ↗bajajauto.com
32.0% 604 events
Tata Technologies ↗tatatechnologies.com
16.8% 317 events
Bharat Forge ↗bharatforge.com
9.6% 182 events
SKODA ↗skoda-auto.co.in
9.3% 176 events
Belrise Industries ↗belriseindustries.com
8.6% 162 events
Force Motors ↗forcemotors.com
5.4% 102 events
Skoda Auto Volkswagen India ↗skoda-vw.co.in
4.5% 85 events
Kinetic Engineering ↗kineticindia.com
3.1% 58 events

Leading coverage topics

Auto coverage tagged Pune · 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 Pune. 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.

Security and Privacy GapsCommon problems researchers identify · 01

Security and Privacy Gaps

68 papers

51.5% of this theme group

Researchers highlight vulnerabilities in vehicle communication, data privacy, and intelligent transport system security.

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

Autonomous Vehicle

Autonomous vehicle security: Current survey and future research challenges

Social and Ethical ChallengesCommon problems researchers identify · 02

Social and Ethical Challenges

34 papers

25.8% of this theme group

Papers discuss societal impacts, digital mediation of relationships, and educational inclusion difficulties.

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

Policy and Governance IssuesCommon problems researchers identify · 03

Policy and Governance Issues

17 papers

12.9% of this theme group

Studies examine governmental scope, public sector negotiations, and cultural sector constraints.

Government (17) · Public sector (9) · Negotiation (7) · Scope (5)

Entrevistas semiestructuradas. Territorio: Cundinamarca. Sector: Cultura. Año: 2024

Entrevistas semiestructuradas. Territorio: Guainía. Sector: Cultura. Año: 2024

Data Quality and Representation RisksCommon problems researchers identify · 04

Data Quality and Representation Risks

13 papers

9.8% of this theme group

Works point out sampling biases, replication problems, and social risk in population studies.

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 research warns about driver attention limits and interaction challenges with 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

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Control and Dynamics OptimizationOpportunities · 01

Control and Dynamics Optimization

169 papers

23.0% of this theme group

Opportunities focus on advanced control theory, trajectory planning, and vehicle dynamics modeling.

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

Enhancing Autonomous Vehicle Safety and Efficiency Through Intelligent Mapping and Recommendations

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

Vision‑Based Perception EnhancementsOpportunities · 02

Vision‑Based Perception Enhancements

154 papers

20.9% of this theme group

Papers explore CNN‑driven lane, obstacle, and sign detection for safer autonomous navigation.

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 Connected Vehicle NetworksOpportunities · 03

Secure Connected Vehicle Networks

149 papers

20.2% of this theme group

Research proposes blockchain, IoT, and deep learning methods to protect vehicle communications.

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

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

Machine Learning-based Secure Communication Framework for Connected Autonomous Vehicles

Real‑Time Object Detection AdvancesOpportunities · 04

Real‑Time Object Detection Advances

94 papers

12.8% of this theme group

Works develop YOLO and similar 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

Studies apply deep reinforcement learning to improve lane keeping, overtaking, and collision avoidance.

Reinforcement learning (53) · Action (7) · Reinforcement (5) · Adaptability (6)

Deep reinforcement learning for autonomous vehicles: lane keep and overtaking scenarios with collision avoidance

Advanced Deep Reinforcement Learning Strategies for Enhanced Autonomous Vehicle Navigation Systems

Advanced Driver‑Assistance SystemsOpportunities · 06

Advanced Driver‑Assistance Systems

57 papers

7.7% of this theme group

Research advances ADAS technologies such as radar‑based lane departure warnings and speed‑bump detection.

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

Advance Driver Assistance System (ADAS) - Speed bump detection

An Improved Lane Detection and Lane Departure Warning Framework for ADAS

Data Balancing for Rare Event DetectionOpportunities · 07

Data Balancing for Rare Event Detection

50 papers

6.8% of this theme group

Papers introduce oversampling and pattern‑recognition techniques to improve detection of low‑frequency health conditions.

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

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

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

How this field compares with the research baseline

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

Research orientationThis fieldReference sample
Breakthrough37.6%26.0%
Promising32.4%36.9%
Problem-identifying11.8%10.0%
Descriptive11.6%17.8%
Comparative4.2%3.9%
Cautionary1.4%4.4%
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 Pune: 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.

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