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

An industry ecosystem,
measured in context.
MEET THE COMPANIESExplore Bengaluru’s auto leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Expand panel +
Explore Bengaluru’s auto leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Company discovery
Recorded evidence onlyRecently founded independent companies
Recently founded means a recorded 2023–2026 founding year and no recorded parent, acquirer or public-company status. These companies are not labelled startups without that separate classification.
Explore classified startups in Radar ↗Auto industry KPIs in Bengaluru
A few useful ratios bring the size of this ecosystem into perspective.
40 of 370 tracked companies have open roles.
41 of 370 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 117 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 80.4% of disclosed capital, while 88.9% of tracked companies have no recorded funding round.
Explore the segments →CAPITAL & COMPANY FORMATIONHow Bengaluru auto has grown
Recorded company formation and disclosed funding across the complete annual series shown.
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How Bengaluru 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 | $24.79M | 11 | 5 |
| 2017 | $29.16M | 19 | 6 |
| 2018 | $15.94M | 12 | 6 |
| 2019 | $115.93M | 24 | 10 |
| 2020 | $71.6M | 24 | 6 |
| 2021 | $291.81M | 24 | 12 |
| 2022 | $74.44M | 18 | 15 |
| 2023 | $207.61M | 12 | 12 |
| 2024 | $29.2M | 12 | 11 |
| 2025 | $26.44M | 4 | 7 |
Funding concentration
Share of all disclosed company funding.
- ACKO65.6%
- Log910.1%
- CredR4.7%
- Other companies19.6%
Funding by stage
129 recorded rounds since 2016
Investors appearing most often
Recorded participation in auto company rounds since 2016.
- 01Alteria Capital 7 rounds
- 02Angel List 7 rounds
- 03Eight Roads Ventures 6 rounds
- 04Blume Venture 6 rounds
- 05LetsVenture 6 rounds
- 06Ventureast 5 rounds
- 07Stellaris 5 rounds
- 08Sujeet Kumar 5 rounds
- 09Micelio 4 rounds
- 010Exfinity Venture Partners 4 rounds
Recent recorded rounds
Latest recorded rounds · USDBacked by Kriscore and InCred Capital and others.
Largest and notable recorded rounds
Each card is one recorded roundBacked by Intact Ventures and Munich Re Ventures and others.
Backed by Multiples Alternate Asset Management and CPP Investments and others.
Backed by Intact Ventures and Accel and others.
Backed by Munich Re Ventures and Intact Ventures and others.
Backed by PETRONAS and InCred and others.
Backed by Ascent Capital and Binny Bansal and others.
Backed by Accel and Elevation Capital and others.
Backed by Amara Raja Group and Belltower Fund Group and others.
Backed by Eight Roads Ventures and Wellfound and others.
Backed by Stellaris and Avaana Capital Advisors 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 · 142 reporting entities from 173 eligible matches.
Sum of reporting-entity revenue; not Bengaluru market sales.
Combined result for the same cohort.
Combined net income ÷ combined revenue.
The middle covered reporting entity.
86 of 142 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 · 142 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 |
|---|---|---|---|---|---|
| Toyota Kirloskar Motor ↗U34101KA1997PTC022858 | ₹64,865.3 crore | ₹5,673.0 crore | +8.7% | — | ₹22,238.8 crore |
| Sansera ↗L34103KA1981PLC004542 | ₹2,718.7 crore | ₹206.0 crore | +7.6% | — | ₹3,470.9 crore |
| Kalyani Motors ↗U50102KA2006PTC040750 | ₹2,448.4 crore | ₹10.1 crore | +0.4% | — | ₹694.3 crore |
| Suprajit Group ↗L29199KA1985PLC006934 | ₹1,718.5 crore | ₹252.7 crore | +14.7% | — | ₹2,012.3 crore |
| TGSIN ↗U25111KA1998PTC024273 | ₹867.3 crore | ₹85.4 crore | +9.8% | — | ₹430.2 crore |
| Aditya Auto Products & Engineering ↗U35204KA1996PTC020766 | ₹704.8 crore | ₹26.1 crore | +3.7% | — | ₹492.6 crore |
| SJS Enterprises ↗L51909KA2005PLC036601 | ₹398.0 crore | ₹92.0 crore | +23.1% | — | ₹697.3 crore |
| Xitadel ↗U72900KA2012PTC065125 | ₹37.0 crore | ₹0.6 crore | +1.7% | — | ₹20.6 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 Bengaluru companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
Busiest websites
5 of the 370 companies on this page carry a measured traffic record (1.4%); these are the largest of those, by monthly visits. The median among them is 224,792 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| ACKOacko.com | 4,261,287 | 62 | 92.2% |
| AckoDriveackodrive.com | 701,185 | 59 | 86.7% |
| Qpoindiaqpoindia.com | 224,792 | 12 | 97.1% |
| Moto Torquemototorque.in | 211,042 | 15 | 83.2% |
| Custom Elementscustomelements.in | 40,838 | 26 | 69.6% |
Visits and authority are third-party web estimates, not company-reported figures.
Most-installed apps
29 of these companies (7.8%) publish at least one Android app — 47 apps in all, carrying 23.3M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| ACKO InsuranceACKO | 20.5M | 4.6 | Finance |
| Toyota i-ConnectToyota Kirloskar Motor | 1.5M | — | Lifestyle |
| Kalyani Motors Super AppKalyani Motors | 535.3K | — | Auto & Vehicles |
| ElectricPe: EV Charging & ShopElectricPe | 327.4K | 4.7 | Maps & Navigation |
| Gro ClubGro Club | 74.3K | — | Parenting |
| SensAiryTymtix | 72K | 2.5 | Auto & Vehicles |
| KooversKoovers | 52K | — | Auto & Vehicles |
| Ride N RepairRide N Repair | 30.6K | — | Business |
| ReadyAssist SuperAppReadyAssist | 23.9K | — | Auto & Vehicles |
| AAIR-Bike and Car ServicesAAIR | 18.2K | — | Auto & Vehicles |
Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.
App reach by segment
The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2023Q1–2026Q2).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| Auto Retail & Aftersales | 38 | 21.6M | ACKO Insurance 20.5M | |
| Auto E-Commerce & Content | 30 | 21M | ElectricPe: EV Charging & Shop 327.4K | |
| Auto Brands | 6 | 1.6M | Toyota i-Connect 1.5M | |
| Electric Vehicles | 4 | 356.7K | Three Wheels United 15.4K | |
| Local Services | 19 | 83.7K | ReadyAssist SuperApp 23.9K | |
| Auto Components | 3 | 75.1K | SensAiry 72K | |
| Alternative Lending | 2 | 21.6K | ohm daily 6.1K |
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. 21 of 47 apps carry a release date. The series ends at 2025Q3, the last quarter that closed before the June 2026 reading.
INSIDE THE INDUSTRYThe Bengaluru auto market map
Explore the segments behind the headline numbers.
Expand panel +
The Bengaluru 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.
15 companies hiring · $849.71M 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 10 dated reports
New-age insurance company Acko is preparing to make a confidential filing for its initial public offering (IPO), aiming to raise around $250 million, according to people familiar with the matter.
The alignment was clear, the Bengaluru-based automotive software engineering firm was acquired by the group in 2022.
The UK-headquartered institution also announced a ₹43 crore investment in Turno, an India-based electric vehicle (EV) battery infrastructure company.
The plan is to list Toyota Kirloskar Motor Ltd, the maker of Innova, Fortuner and Camry, to raise around $700-800 million, the people said on the condition of anonymity.
Vutto, a Delhi‑based online marketplace for used two‑wheelers, has raised $7 million in Series A funding to accelerate its growth in India’s pre‑owned motorcycle market.
Supriyajith Family Trust acquired 49,777 shares of Suprajit Engineering on August 19, 2025, increasing its total holding to 5,28,23,405 shares, representing 38.51% of the company's equity. The shares were bought for ₹2,19,88,954.9.
SJS Enterprises' Rs 800-crore IPO is entirely an offer for sale of shares worth Rs 710 crore by Evergraph Holdings Pte Ltd and shares to the tune of Rs 90 crore by KA Joseph.
Ohm Mobility raised around INR 5 Cr in its run time from notable investors like Antler India, Blume Ventures, Catalyst Fund, and a few angel investors.
bought by its customer who made it a brand in its own right in 2017.
Other funded startups included manufacturing firm TIEA Connectors.
Full recorded event mix
Top 10 categories among 323 recorded events in the 24-month window.
IPO pipeline
5 companies with recorded IPO activity
IPO4 reports
IPO3 reports
IPO1 reports
OFS1 reports
IPO activity1 reports
Leadership moves
9 tracked people moves
Resignation Previously Chief Marketing Officer
Appointment Chief Marketing Officer
Appointment Senior Advisor
Termination Previously Chief Executive Officer
Appointment Chief Executive Officer
Appointment Chief Design Officer
Promotion Senior Manager – PR & Communications
Product launches
Products, platforms and features in the recorded window
Online Retail Sales Platform
Feature
Product
Saloon
Hybrid SUV
Contract wins
22 recorded customer wins
Customer: car makerAutomotive
Customer: car manufacturerAutomotive
Customer: Aumovio Germany GmbHAutomotive
Customer: boe varitronixAutomotive
Customer: dassault aviationAerospace
Customer: Investment & Development Authority of Nagaland
Workforce actions
3 companies with reported reductions
Regulatory events
5 recorded events
fined for insider tradingSebi
fined for violating insider trading normsSEBI
Ban of saleEuropean Union
approved for facilityMaharashtra government
Litigation
2 tracked suits
dissolved partnership disputeCivil · Ongoing
diesel engine defeat device emissions scandalCivil · Ongoing
Earnings pulse
Reported company results in the recorded window.
Median across 47 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 |
|---|---|---|---|
| volkswagen group→Embitel ↗ | Completed | 2026-03-19 | Not stated in snapshot |
| Supriyajith Family Trust→Suprajit Group ↗ | Completed | 2025-08-19 | Not stated in snapshot |
| hdfc mutual fund→Suprajit Group ↗ | Announced | 2025-08-15 | Not stated in snapshot |
| Suprajit Group→phoenix lamps | Completed | 2025-08-15 | Not stated in snapshot |
| Suprajit Group→wescon controls | Completed | 2025-08-15 | Not stated in snapshot |
| Volvo→polestar | Completed | 2025-06-16 | Not stated in snapshot |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
PEOPLE & OPPORTUNITYThe talent market
1,273 postings in the preceding 12 months. The full 1,822-posting snapshot covers 693 employers.
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The talent market
1,273 postings in the preceding 12 months. The full 1,822-posting snapshot covers 693 employers.
Most advertised job titles
5 tracked postings mention remote work.
The seniority mix
658 postings specify a level.
Skills employers mention
Top skills across 1,822 tracked postings in the available jobs snapshot.
Median across 334 postings with pay data, expressed in USD.
Salary by seniority
Advertised posting medians do not describe all employees or roles.
Companies hiring
| Company | Open roles |
|---|---|
| Vutto ↗ | 6 |
| Kalyani Motors ↗ | 5 |
| Sansera Engineering ↗ | 5 |
| ACKO ↗ | 5 |
| Turno ↗ | 4 |
| Xitadel ↗ | 4 |
| Emo Energy ↗ | 4 |
| A-THON ↗ | 3 |
Large employers
| Company | Employees |
|---|---|
| Toyota Kirloskar Motor ↗ | 6,000 |
| Kalyani Motors ↗ | 5,707 |
| Sansera ↗ | 5,377 |
| Sansera Engineering ↗ | 5,377 |
| Suprajit Group ↗ | 2,151 |
| ACKO ↗ | 1,209 |
| TGSIN ↗ | 436 |
| Sireesh Auto ↗ | 375 |
THE PEOPLE BUILDING THE FIELDFounders and leaders
210 founders and chief executives across 155 companies.
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Founders and leaders
210 founders and chief executives across 155 companies.
Varun Dua
ACKO ↗Ex-GlitterBug Technologies, Franklin Templeton, Tata AIA Life Insurance
Sasidhar Nandigam
CredR ↗Ex-Springboard Ventures, Growthstory, CapAleph Advisors, Evolvence Capital, , Gujarat Venture Finance. Nizam College BSc 2003…
Sudhindra Pidapa
Turno ↗Ex-Zoomcar, Procter & Gamble · Maulana Azad National Institute of Technology BE 2004, IIT Bombay MBA 2009
Mohan S
Suprajit Group ↗Suprajit Engineering, ex-ZF Wind Power Antwerpen, Hansen drives, Visteon, Bosch. B. M. S. College of Engineering BE 1984
Gaurav Srivastava
VidyutTech ↗Ex-Bounce, BCG. IIT Kharagpur MTech 2011, Bocconi University 2013, IIM Ahmedabad PGDM 2013
Jayaraman .
Aditya Auto Products & Engineering ↗Aditya Auto Products And Engineering, ex-Meritor Lvs, ex-Managing Director And Ceo, Indian Association of Materials Management - Baroda, 1978
Raghav Rohila
ElectricPe ↗Ex-Co-Founder Xyloop, Ola, Malabar Group. Maharshi Dayanand University BE 2010, IIM Kozhikode MBA 2013
Cedrick Tandong
Three Wheels United ↗Ex- Floralis, Tata Consultancy Services. Career Care Institute of Management studies MBA 2011, Grenoble School of Management MS 2013
Sitaram Ankilla
Vutto ↗Ex-Shipsy, SuprDaily, Truebil · IIT Madras BTech 2013
Rahul Patel
Emo Energy ↗Ex-Ola Electric Mobility, SUN Mobility, General Motors Technical Center India. University of Mumbai 2008, IIT Bombay 2011
Vimal SV
ReadyAssist ↗Founder Mecademy, ex-Wipro Technologies. Manonmaniam Sundaranar University BCA, BITS Pilani MSc
Aditya Hegade
A-THON ↗Ex-Reliaable, Handiman Services · Nehru Arts Science & Commerce College BCom 2005, Kalinga University, Raipur LLB 2019…
Education networks
30 profiles with education records.
Prior employers
8 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
NEWS INTELLIGENCEHow this industry appears in the news
8,112 articles in the measured 12-month window.
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How this industry appears in the news
8,112 articles in the measured 12-month window.
News volume trends
Auto coverage tagged Bengaluru · articles per complete quarter
View quarterly article counts
| Quarter | Articles |
|---|---|
| 2021Q2 | 617 |
| 2021Q3 | 937 |
| 2021Q4 | 898 |
| 2022Q1 | 1,022 |
| 2022Q2 | 1,088 |
| 2022Q3 | 1,365 |
| 2022Q4 | 1,815 |
| 2023Q1 | 1,863 |
| 2023Q2 | 1,625 |
| 2023Q3 | 1,908 |
| 2023Q4 | 1,881 |
| 2024Q1 | 1,882 |
| 2024Q2 | 2,034 |
| 2024Q3 | 2,189 |
| 2024Q4 | 2,193 |
| 2025Q1 | 2,270 |
| 2025Q2 | 2,125 |
| 2025Q3 | 2,338 |
| 2025Q4 | 2,019 |
| 2026Q1 | 1,816 |
Article volume measures coverage, not market sales.
Tone of coverage over time
Most-covered companies
Company share of voice
613 recorded company events across 24 companies; percentages use that event total.
Leading coverage topics
Auto coverage tagged Bengaluru · 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 Bengaluru. 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 · 01Security and Privacy Gaps
68 papers51.5% 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
Common problems researchers identify · 02Social and Ethical Challenges
34 papers25.8% of this theme group
Papers discuss digital mediation of social relations, remote education issues, and broader philosophical concerns.
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 · 03Policy and Governance Barriers
17 papers12.9% of this theme group
Studies point to difficulties in public sector negotiation, scope definition, and governmental coordination.
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 · 04Data Quality and Replicability
13 papers9.8% of this theme group
Works raise concerns about population sampling, social risk assessment, and reproducibility of findings.
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‑Machine Interaction Risks
11 papers73.3% of this theme group
Authors warn about driver attention limits and safety issues when humans interact with autonomous driving 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 explores advanced control theory and trajectory planning to improve vehicle dynamics and safety.
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 Perception Advances
154 papers20.9% of this theme group
Studies focus on lane, obstacle, and sign detection using convolutional neural networks and image processing.
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 Connected Vehicle Networks
149 papers20.2% of this theme group
Papers propose blockchain, IoT, and deep learning solutions for protecting autonomous 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
Opportunities · 04Real‑Time Object Detection
94 papers12.8% of this theme group
Works develop YOLO and related models for fast, accurate detection of objects on the road.
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 Navigation
63 papers8.6% of this theme group
Research applies deep reinforcement learning to lane keeping, overtaking, and adaptive driving strategies.
Reinforcement learning (53) · Action (7) · Reinforcement (5) · Adaptability (6)
Deep reinforcement learning for autonomous vehicles: lane keep and overtaking scenarios with collision avoidance
Advanced Deep Reinforcement Learning Strategies for Enhanced Autonomous Vehicle Navigation Systems
Opportunities · 06Advanced Driver Assistance Systems
57 papers7.7% of this theme group
Studies enhance ADAS features 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
Opportunities · 07Data Balancing for Rare Events
50 papers6.8% of this theme group
Papers investigate oversampling and pattern‑recognition techniques to improve detection of low‑frequency 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 orientation | This field | Reference sample |
|---|---|---|
| Breakthrough | 37.6% | 26.2% |
| Promising | 32.4% | 37.3% |
| Problem-identifying | 11.8% | 9.9% |
| Descriptive | 11.6% | 17.4% |
| Comparative | 4.2% | 3.9% |
| Cautionary | 1.4% | 4.3% |
| Critical | 0.9% | 1.0% |
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.
DEMAND, SUPPLY & PLACEWhere demand signals run ahead of mapped supply — Bengaluru
Compare demand signals in Bengaluru’s newsflow with the auto categories mapped to each signal.
Expand panel +
Where demand signals run ahead of mapped supply — Bengaluru
Compare demand signals in Bengaluru’s newsflow with the auto categories mapped to each signal.
Signal percentile − supply percentile = gap in percentile points. Positive gaps highlight questions to investigate. A high signal can reflect spending pressure or access friction, as well as potential demand.
The comparison is relative to the signal families on this page. A supply percentile of zero means the lowest relative reading, not zero companies. It is a prioritisation clue, not measured market size or unmet demand.
The opportunity, in one view
Signal and mapped-supply percentiles, their gap, and change in the signal’s article share.
Swipe horizontally to compare all columns →
| Signal family | Signal percentile | Supply percentile | Relative gap | Gap (points) | Signal share vs prior year |
|---|---|---|---|---|---|
| Layoffs & income shocks ↗Spending Pressure | 57.5 | 0.0 | +57.5 | +29.7% | |
| Highways & expressways ↗Connectivity Build-Out | 52.5 | 50.0 | +2.5 | +16.9% | |
| EV adoption & charging ↗Adoption Shift | 50.0 | 100.0 | -50.0 | +1.9% | |
| Rail & metro connectivity ↗Connectivity Build-Out | 80.0 | — | No matching category | — | +139.9% |
| Industrial parks & warehousing ↗Investment Build-Out | 25.0 | — | No matching category | — | — |
| Congestion & traffic friction ↗Access Friction | 35.0 | — | No matching category | — | +25.6% |
Showing all 6 signals. Select a family for its history and mapped categories.
Where the signals are loudest
All 12 city readings for these demand families in the comparison geography. Bengaluru is highlighted.
Each city’s reading is a share of its own coverage. Rows cover all of India for this page's signal families; Bengaluru is marked.
EV adoption & charging · Highways & expressways · Congestion & traffic friction
Highways & expressways · Rail & metro connectivity · Congestion & traffic friction
Highways & expressways · Layoffs & income shocks · Congestion & traffic friction
Highways & expressways · Congestion & traffic friction · Rail & metro connectivity
Highways & expressways · Industrial parks & warehousing · Rail & metro connectivity
Highways & expressways · Rail & metro connectivity · Congestion & traffic friction
Highways & expressways · Congestion & traffic friction · Rail & metro connectivity
EV adoption & charging · Highways & expressways · Rail & metro connectivity
Rail & metro connectivity · Highways & expressways · Congestion & traffic friction
Highways & expressways · Rail & metro connectivity · Congestion & traffic friction
Highways & expressways · Rail & metro connectivity · Congestion & traffic friction
Highways & expressways · Rail & metro connectivity · Congestion & traffic friction
Inside the leading signals
Open any signal for its quarterly historySPENDING PRESSURELayoffs & income shocks+57.5percentile-point gap
Layoff cycles can pull discretionary spend back toward value offerings.
Mapped auto categories
- Second Hand Goods16
Companies can appear in multiple categories; these counts are not a unique-company total.
Quarterly share of Bengaluru coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 26 | 20.36 |
| 2024Q4 | 26 | 17.98 |
| 2025Q1 | 32 | 21.73 |
| 2025Q2 | 36 | 27.32 |
| 2025Q3 | 44 | 31.76 |
| 2025Q4 | 42 | 31.12 |
| 2026Q1 | 49 | 25.95 |
Where this signal concentrates in the comparison geography
CONNECTIVITY BUILD-OUTHighways & expressways+2.5percentile-point gap
Corridor build-out can collapse travel time, widening every catchment.
Mapped auto categories
- Green Transport27
Companies can appear in multiple categories; these counts are not a unique-company total.
Quarterly share of Bengaluru coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 85 | 66.55 |
| 2024Q4 | 54 | 37.35 |
| 2025Q1 | 68 | 46.17 |
| 2025Q2 | 42 | 31.88 |
| 2025Q3 | 99 | 71.45 |
| 2025Q4 | 83 | 61.5 |
| 2026Q1 | 95 | 50.31 |
Where this signal concentrates in the comparison geography
ADOPTION SHIFTEV adoption & charging-50.0percentile-point gap
The EV shift can pull charging, battery and service demand through every fleet.
Mapped auto categories
- Green Transport27
- Electric Vehicles24
Companies can appear in multiple categories; these counts are not a unique-company total.
Quarterly share of Bengaluru coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 77 | 60.28 |
| 2024Q4 | 61 | 42.19 |
| 2025Q1 | 76 | 51.61 |
| 2025Q2 | 80 | 60.72 |
| 2025Q3 | 119 | 85.88 |
| 2025Q4 | 58 | 42.97 |
| 2026Q1 | 60 | 31.77 |
Where this signal concentrates in the comparison geography
CONNECTIVITY BUILD-OUTRail & metro connectivity—supply not mapped
Where rail and metro build out, station-area demand can follow the footfall.
Mapped auto categories
This signal has no matching category in the page’s auto market map, so no supply percentile or gap is assigned.
Quarterly share of Bengaluru coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 22 | 17.22 |
| 2024Q4 | 30 | 20.75 |
| 2025Q1 | 15 | 10.19 |
| 2025Q2 | 32 | 24.29 |
| 2025Q3 | 78 | 56.29 |
| 2025Q4 | 36 | 26.67 |
| 2026Q1 | 89 | 47.13 |
Where this signal concentrates in the comparison geography
INVESTMENT BUILD-OUTIndustrial parks & warehousing—supply not mapped
Parks and warehousing can add the jobs and fulfilment capacity that reach depends on.
Mapped auto categories
This signal has no matching category in the page’s auto market map, so no supply percentile or gap is assigned.
Quarterly share of Bengaluru coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 4 | 3.13 |
| 2024Q4 | 9 | 6.22 |
| 2025Q1 | 11 | 7.47 |
| 2025Q2 | 19 | 14.42 |
| 2025Q3 | 29 | 20.93 |
| 2025Q4 | 23 | 17.04 |
| 2026Q1 | 9 | 4.77 |
Where this signal concentrates in the comparison geography
ACCESS FRICTIONCongestion & traffic friction—supply not mapped
Congestion friction can push footfall toward nearby formats and toward delivery.
Mapped auto categories
This signal has no matching category in the page’s auto market map, so no supply percentile or gap is assigned.
Quarterly share of Bengaluru coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 28 | 21.92 |
| 2024Q4 | 14 | 9.68 |
| 2025Q1 | 20 | 13.58 |
| 2025Q2 | 23 | 17.46 |
| 2025Q3 | 29 | 20.93 |
| 2025Q4 | 31 | 22.97 |
| 2026Q1 | 25 | 13.24 |
Where this signal concentrates in the comparison geography
RESEARCH & CHANGING CONVERSATIONSRelated research and changing coverage
Bengaluru auto coverage
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Related research and changing coverage
Bengaluru auto coverage
A review on barrier and challenges of electric vehicle in India and vehicle to grid optimisation
Transportation Engineering
354 citations in the snapshot
A Study on the Adoption of Electric Vehicles in India: The Mediating Role of Attitude
Vision The Journal of Business Perspective
221 citations in the snapshot
A Review of Electric Vehicle Lifecycle Emissions and Policy Recommendations to Increase EV Penetration in India
Energies
184 citations in the snapshot
Competition and the Welfare Gains from Transportation Infrastructure: Evidence from the Golden Quadrilateral of India
Journal of the European Economic Association
179 citations in the snapshot
What is growing in this coverage
Bengaluru coverage of this page's demand families
| Keyword | Recent articles | Prior articles | Share change |
|---|---|---|---|
| electric vehicle lightweighting | 46 | 29 | 44.6% |
| ultra-fast charging hubs | 21 | 14 | 36.7% |
| transit agency electrification | 16 | 12 | 21.5% |
| ev battery technology | 129 | 107 | 9.9% |
| scooter specifications | 20 | 29 | -37.1% |
| motor wattage scooters | 18 | 30 | -45.3% |
Share changes describe coverage in the stated comparison periods, not search demand or market size.
Auto in Bengaluru: 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 ↗