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

An industry ecosystem,
measured in context.
MEET THE COMPANIESExplore Delhi’s auto tech leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Expand panel +
Explore Delhi’s auto tech 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 Tech industry KPIs in Delhi
A few useful ratios bring the size of this ecosystem into perspective.
39 of 464 tracked companies have open roles.
62 of 464 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 149 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 86.4% of disclosed capital, while 86.6% of tracked companies have no recorded funding round.
Explore the segments →CAPITAL & COMPANY FORMATIONHow Delhi auto tech has grown
Recorded company formation and disclosed funding across the complete annual series shown.
Expand panel +
How Delhi auto tech 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 | $2.04M | 38 | 7 |
| 2017 | $7.33M | 28 | 8 |
| 2018 | $10.21M | 38 | 11 |
| 2019 | $20.56M | 49 | 13 |
| 2020 | $11.44M | 33 | 10 |
| 2021 | $35.95M | 38 | 13 |
| 2022 | $159.17M | 38 | 16 |
| 2023 | $89.33M | 29 | 13 |
| 2024 | $100.53M | 10 | 16 |
| 2025 | $1.15B | 7 | 10 |
Funding concentration
Share of all disclosed company funding.
- Erisha E Mobility58.6%
- Euler Motors17.6%
- Battery Smart10.2%
- Other companies13.6%
Funding by stage
182 recorded rounds since 2016
Investors appearing most often
Recorded participation in auto tech company rounds since 2016.
- 01Blume Venture 15 rounds
- 02LetsVenture 12 rounds
- 03Alteria Capital 10 rounds
- 04British International Investment 7 rounds
- 05Athera 6 rounds
- 06Trifecta Capital 6 rounds
- 07Mufin Green Finance 5 rounds
- 08Green Frontier Capital 5 rounds
- 09Piper Serica 5 rounds
- 010Jaideep Mehta 5 rounds
Recent recorded rounds
Latest recorded rounds · USDBacked by Mirova.
Backed by Lightrock and Hero MotoCorp and others.
Backed by BlackSoil and Trifecta Capital and others.
Largest and notable recorded rounds
Each card is one recorded roundParticipating investors were not recorded in this snapshot.
Backed by Hero MotoCorp and British International Investment and others.
Backed by GIC and QRG Investments and Holdings and others.
Backed by Lightrock and Hero MotoCorp and others.
Backed by MUFG and Blume Venture and others.
Backed by Tiger Global Management and Blume Venture and others.
Backed by LeapFrog Investments and MUFG and others.
Backed by Tiger Global Management and Orios Venture Partners and others.
Backed by Piramal Group and British International Investment and others.
Participating investors were not recorded in this snapshot.
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 · 127 reporting entities from 172 eligible matches.
Sum of reporting-entity revenue; not Delhi market sales.
Combined result for the same cohort.
Combined net income ÷ combined revenue.
The middle covered reporting entity.
66 of 127 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 · 127 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 |
|---|---|---|---|---|---|
| Servoteh ↗L31200HR2004PLC136025 | ₹587.3 crore | ₹33.5 crore | +5.7% | — | ₹384.5 crore |
| WTI ↗L63090DL2009PLC189594 | ₹525.9 crore | ₹22.1 crore | +4.2% | — | ₹334.8 crore |
| Euler Motors ↗U72900DL2015PTC275513 | ₹191.5 crore | ₹-203.3 crore | -106.2% | — | ₹400.2 crore |
| KOMAKI ELECTRIC VEHICLE DIVISON ↗U34100DL1987PTC029855 | ₹153.4 crore | ₹5.0 crore | +3.3% | — | ₹55.1 crore |
| Carzonrent ↗U71110DL2000PTC189230 | ₹132.8 crore | ₹1.6 crore | +1.2% | — | ₹60.4 crore |
| Thukral Electric Bikes ↗U35911DL2014PTC273183 | ₹125.2 crore | ₹1.6 crore | +1.2% | — | ₹21.9 crore |
| Pitzo ↗U74140DL2015PTC284538 | ₹122.8 crore | ₹6.1 crore | +4.9% | — | ₹38.5 crore |
| SmartE ↗U74140DL2014PTC272084 | ₹0.9 crore | ₹0.1 crore | +6.8% | — | ₹6.8 crore |
Explore full company accounts and filings.
Explore a reporting entity
Choose “View accounts” to inspect an available company preview.
How does auto tech 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 Delhi companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
Busiest websites
8 of the 464 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 182,027 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| Car Lelocarlelo.com | 3,290,397 | 46 | 98.7% |
| Vida Worldvidaworld.com | 1,207,589 | 42 | 92.5% |
| 99rpm99rpm.com | 308,691 | 18 | 83.5% |
| Safexbikessafexbikes.com | 184,506 | 30 | 91.8% |
| SAMILsamil.in | 179,548 | 48 | 85.8% |
| Running Statusrunningstatus.in | 157,482 | 43 | 91.2% |
| Trucks and Busestrucksbuses.com | 151,860 | 33 | 91.7% |
| GoBikesgobikes.co.in | 59,493 | 29 | 95.7% |
Visits and authority are third-party web estimates, not company-reported figures.
Most-installed apps
87 of these companies (18.8%) publish at least one Android app — 168 apps in all, carrying 100.6M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| CarInfo - RTO Vehicle Info AppCarInfo | 84.9M | 4.6 | Maps & Navigation |
| Maruti Suzuki True ValueMaruti Suzuki True Value | 5.8M | — | Auto & Vehicles |
| MyChoize Self Drive Car RentalMyChoize | 1.6M | 3.7 | Travel & Local |
| Delhi-NCR MetroDelhi-NCR Metro | 1.4M | 4 | Maps & Navigation |
| Myles - Self Drive Car RentalMyles | 954.7K | — | Travel & Local |
| MySAMILSAMIL | 796.9K | — | Business |
| Gozo Cabs - Travel all IndiaGozocabs | 704.2K | 4.1 | Travel & Local |
| DTC Bus RoutesDTCBusRoutes | 661.1K | — | Maps & Navigation |
| LetstrackLetstrak | 627K | 4.1 | Social |
| Taxi SanchalakTaxisanchalak | 336.1K | — | Travel & Local |
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 (2023Q3–2026Q2).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| Auto E-Commerce & Content | 26 | 92.3M | CarInfo - RTO Vehicle Info App 84.9M | |
| Road Transport Tech | 86 | 7.4M | MyChoize Self Drive Car Rental 1.6M | |
| Auto Retail & Aftersales | 19 | 7M | Maruti Suzuki True Value 5.8M | |
| Online Travel | 9 | 5M | Delhi-NCR Metro 1.4M | |
| Smart Public Transport | 2 | 1.4M | YoMetro Route Finder 55.1K | |
| Logistics Tech | 33 | 1.1M | Letstrack 627K | |
| Security & Surveillance Technology | 18 | 953.8K | Onelap 274.7K | |
| Electric Vehicles | 40 | 921K | Battery Smart - Driver 283.7K |
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. 86 of 168 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.
INSIDE THE INDUSTRYThe Delhi auto tech market map
Explore the segments behind the headline numbers.
Expand panel +
The Delhi auto tech 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.
Consumer digital
The largest measured segment in this report snapshot.
26 companies hiring · $1.36B 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.
Expand panel +
Who is listing, hiring leaders, launching and winning work
Recorded corporate activity linked to companies in this landscape.
Recent corporate headlines 9 dated reports
With its $65 million Series B round and $29 million extended Series B round, Battery Smart has raised about $192 million in funding thus far.
Crossroads Gold Corp. is pleased to announce that it has entered into a definitive agreement dated April 23, 2026 to acquire 100% of the issued and outstanding shares of Rox-ex Pty Ltd.
Last month, electric commercial vehicle maker Euler Motors also raised ₹437.5 Cr in a round led by Lightrock, with participation from existing investors Hero MotoCorp and Blume Ventures.
Six Sense Mobility Consumer > Road Transport Tech Delhi $4.8M Seed Piper Serica
IAN Group backs Chargeup in INR 22 Cr funding round.
CARS24 has acquired vehicle information and management platform CarInfo to strengthen its vehicle ownership services beyond buying and selling cars.
The $1-billion investment in Erisha E Mobility, the electric vehicle arm of Rana Group, by a UAE-based investor, was the biggest driver of startup funding in Delhi-NCR, which accounted for 18% of total financing seen in India in the first nine months of 2025.
Similarly, in October, mobility startup Tsuyo Manufacturing raised $4.5 million in a round led by Avaana Capital, signaling growing investor confidence in India’s next-generation manufacturing ecosystem.
EV Motors India has partnered DLF, Delta Electronics and ABB India for establishing and expand its charging network in the country.
Full recorded event mix
Top 10 categories among 192 recorded events in the 24-month window.
IPO pipeline
4 companies with recorded IPO activity
Direct Listing · TSXV1 reports
IPO · NSE SME1 reports
IPO1 reports
IPO · BME Growth segment of BME MTF Equity2 reports
Leadership moves
2 tracked people moves
Appointment Senior Vice President – Finance
Promotion Associate Vice President, Marketing
Product launches
Products, platforms and features in the recorded window
Electric commercial vehicle
Charging and maintenance service
electric three-wheeler
Autonomous electric cargo three‑wheeler
e-scooter
Automotive Retail
Contract wins
7 recorded customer wins
Customer: Interim Resolution Professional overseeing Gensol Engineering’s insolvency proceedingsTransportation
Customer: tvs motor companyElectric mobility
Customer: Pickkup.ioTransport/Logistics
Customer: Madhya Pradesh Urja Vikas Nigam LtdRenewable Energy
Customer: Indian Railways\' Waltair Division of the East Coast Railway zoneRenewable Energy
Customer: eastman auto & power limitedElectric Vehicles
Regulatory events
5 recorded events
approved for single-window clearance to set up facilityKarnataka government
approved for establishing a 20-acre facilityGovernment of Karnataka
approved for establishment of facilityState-Level Single Window Clearance Committee
approved for listingBME (Spanish Stock Exchanges and Markets)
Mergers and acquisitions
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| Crossroads→Rox-ex Pty Ltd. | Announced | 2026-04-23 | Not stated in snapshot |
| cars24→CarInfo ↗ | Completed | 2026-03-11 | Not stated in snapshot |
| SAMIL→AutoElectric | Announced | 2025-12-31 | Not stated in snapshot |
| C.E. Info Systems Limited→Gtropy ↗ | Announced | 2025-08-08 | Not stated in snapshot |
| hero motocorp→Euler Motors ↗ | Announced | 2025-03-21 | Not stated in snapshot |
| moeving→Euler Motors ↗ | Announced | 2025-01-17 | Not stated in snapshot |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
PEOPLE & OPPORTUNITYThe talent market
Recorded hiring and workforce signals from the available source snapshot.
Expand panel +
The talent market
Recorded hiring and workforce signals from the available source snapshot.
Most advertised job titles
No repeated job title is supported by this snapshot.
0 tracked postings mention remote work.
Companies hiring
Large employers
| Company | Employees |
|---|---|
| WTI ↗ | 589 |
| Euler Motors ↗ | 461 |
| Battery Smart ↗ | 419 |
| Mini-Metro ↗ | 249 |
| Inverted Energy ↗ | 158 |
| Servoteh ↗ | 126 |
| Chargeup ↗ | 116 |
| RevFin ↗ | 112 |
THE PEOPLE BUILDING THE FIELDFounders and leaders
356 founders and chief executives across 245 companies.
Expand panel +
Founders and leaders
356 founders and chief executives across 245 companies.
Saurav Kumar
Euler Motors ↗Ex-Cube26, Yahoo, MOAT · Delhi College of Engineering 2009, Cornell University MEng 2011
Pulkit Khurana
Battery Smart ↗Ex-Shuttl, Opera Solutions · IIT Kanpur BTech 2012
Sameer Aggarwal
RevFin ↗RevFin Capital, ex-Oakam, HSBC. Guru Gobind Singh Indraprastha University BTech 2004, IIT Kharagpur 2006
Goldie Srivastava
SmartE ↗Connecting Environmental Professionals Toronto, ex-United Technologies, Adobe, IBM. University of Mumbai BSc 1999
Dev Arora
Alt Mobility ↗Ex-Co-Founder OV Energy, Qlicket, GMR Group. NIT Kurukshetra BTech
Yogender Verma
Carzonrent ↗Carzonrent, ex-Gobolt, ex-Eduvision Retail Technologies Fastudent Com, Netaji subhas institute of technology, 2004
Vedant Khanna
Mooving ↗Ex-Emuron. University of Illinois Urbana-Champaign BE 2018, Indian School of Business MBA 2025
Rajeev Tiwari
Evera Cabs ↗Co-Founder Prakriti E-Mobility, Nisarg Ispat, MOONWALK INFRAPROJECTS, Vyom Power, MONNET ISPAT AND ENERGY, MONARCH INTERNATIONAL.
Anubhav Sharma
Baaz ↗Ex-AFR · IIT Delhi BE 2018
Varun Goenka
Chargeup ↗E-chargeup Solutions, Charge-up, ex-CEO Atlanta Energy. Gauhati University BCom 2005
Pankaj Chopra
Urja Mobility ↗Ex-Usha Financial Services, Greaves Cotton, MTS, Samsung Electronics.
Sumit Roy
Six Sense Mobility ↗Indian Institute of Technology, Delhi Executive Management in Entrepreneurship Development 2021
Education networks
51 profiles with education records.
Prior employers
4 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
NEWS INTELLIGENCEHow this industry appears in the news
12,650 articles in the measured 12-month window.
Expand panel +
How this industry appears in the news
12,650 articles in the measured 12-month window.
News volume trends
Auto Tech coverage tagged Delhi · articles per complete quarter
View quarterly article counts
| Quarter | Articles |
|---|---|
| 2021Q2 | 1,404 |
| 2021Q3 | 1,744 |
| 2021Q4 | 1,535 |
| 2022Q1 | 1,765 |
| 2022Q2 | 1,999 |
| 2022Q3 | 2,315 |
| 2022Q4 | 2,190 |
| 2023Q1 | 2,865 |
| 2023Q2 | 2,249 |
| 2023Q3 | 2,028 |
| 2023Q4 | 2,131 |
| 2024Q1 | 2,290 |
| 2024Q2 | 2,013 |
| 2024Q3 | 2,334 |
| 2024Q4 | 2,004 |
| 2025Q1 | 3,030 |
| 2025Q2 | 1,810 |
| 2025Q3 | 5,277 |
| 2025Q4 | 2,881 |
| 2026Q1 | 2,307 |
Article volume measures coverage, not market sales.
Tone of coverage over time
Most-covered companies
Company share of voice
477 recorded company events across 21 companies; percentages use that event total.
Leading coverage topics
Auto Tech coverage tagged Delhi · 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 | 1,109 | 268 | 314% |
| hyundai usa dealers | 768 | 119 | 545% |
| hyundai dealerships | 763 | 86 | 787% |
| suzuki fuel economy | 710 | 65 | 992% |
| suzuki fuel-saving | 709 | 64 | 1008% |
| suzuki eco technologies | 709 | 71 | 899% |
| suzuki emissions reduction | 704 | 56 | 1157% |
| suzuki green innovations | 702 | 62 | 1032% |
| suzuki eco mode | 701 | 60 | 1068% |
| suzuki mileage ratings | 697 | 52 | 1240% |
| honda forums | 132 | 2,606 | -95% |
| stock indices | 783 | 1,197 | -35% |
| test cricket | 387 | 853 | -55% |
| ipo prospectus | 249 | 818 | -70% |
| honda service intervals | 0 | 757 | -100% |
Event and signal lenses
India comparison coverage
Regulatory Risk
127,204 classified articlesstock performance, stock indices, ev powertrain advancements
46.3% critical · 40.6% positiveFunding Momentum
23,501 classified articlespre-ipo valuation, ipo prospectus, ipo pricing
50.5% critical · 55.4% positiveGrowth
59,401 classified articlesautomotive segment growth, vehicle sales forecasts, ev powertrain advancements
42.9% critical · 52.9% positiveAuto Tech coverage tagged Delhi. Topic labels describe recorded classifications and can include broad context.
RESEARCH SIGNALSWhat Auto Tech research is working on
1,085 papers in the recorded india scope.
Expand panel +
What Auto Tech 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 risks
68 papers51.5% of this theme group
Researchers highlight vulnerabilities in autonomous vehicle systems, focusing on cyber‑security and data privacy challenges.
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
Studies examine how digital technologies reshape education, inclusion, and societal power structures.
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 · 03Governmental and sectoral negotiation issues
17 papers12.9% of this theme group
Works discuss difficulties in public‑sector negotiations and policy scope within cultural and regional 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 · 04Social risk and sampling concerns
13 papers9.8% of this theme group
Papers point out methodological challenges in sampling and replicating social risk studies across education sectors.
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
Authors caution that limited driver attention and human‑computer interaction can compromise safety of 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 trajectory optimization
169 papers23.0% of this theme group
Research proposes advanced control theory and vehicle‑dynamics models to improve autonomous driving safety 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
Studies develop convolutional networks for robust lane, obstacle, and traffic‑sign recognition in autonomous vehicles.
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 and blockchain communication
149 papers20.2% of this theme group
Works explore deep‑learning and blockchain methods to protect connected vehicle networks and data exchange.
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 focus on fast, accurate object detection using YOLO‑style models for on‑board perception.
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 learning to enable adaptive lane‑keeping, overtaking, and collision‑avoidance behaviors.
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 technologies
57 papers7.7% of this theme group
Studies improve ADAS components 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 health‑related AI
50 papers6.8% of this theme group
Works employ oversampling and pattern‑recognition techniques to address class imbalance in medical diagnosis models.
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% | 37.6% |
| Problem-identifying | 11.8% | 9.9% |
| Descriptive | 11.6% | 17.2% |
| Comparative | 4.2% | 3.8% |
| Cautionary | 1.4% | 4.5% |
| 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 & surveillanceAI to V2X Privacy and Security Issues in Autonomous Vehicles: Survey | 4 | 0.39% | 2 (50.0%) | 0.2% |
| Safety & misuseEVAA—Exchange Vanishing Adversarial Attack on LiDAR Point Clouds in Autonomous Vehicles | 2 | 0.19% | 0 (0.0%) | 0.24% |
| 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%) | 0.01% |
| 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 (%) | 0.02% |
| Concentration of compute power | 0 | 0.0% | 0 (%) | 0.0% |
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 — Delhi
Compare demand signals in Delhi’s newsflow with the auto tech categories mapped to each signal.
Expand panel +
Where demand signals run ahead of mapped supply — Delhi
Compare demand signals in Delhi’s newsflow with the auto tech 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 |
|---|---|---|---|---|---|
| Congestion & traffic friction ↗Access Friction | 45.0 | 16.7 | +28.3 | +42.9% | |
| Layoffs & income shocks ↗Spending Pressure | 25.0 | 16.7 | +8.3 | — | |
| Highways & expressways ↗Connectivity Build-Out | 62.5 | 66.7 | -4.2 | +30.0% | |
| EV adoption & charging ↗Adoption Shift | 90.0 | 100.0 | -10.0 | +70.7% | |
| Rail & metro connectivity ↗Connectivity Build-Out | 30.0 | — | No matching category | — | +14.2% |
| Airports & air links ↗Connectivity Build-Out | 47.5 | — | No matching category | — | +43.9% |
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. Delhi is highlighted.
Each city’s reading is a share of its own coverage. Rows cover all of India for this page's signal families; Delhi is marked.
EV adoption & charging · Highways & expressways · Congestion & traffic friction
Highways & expressways · Rail & metro connectivity · Congestion & traffic friction
Highways & expressways · Airports & air links · Layoffs & income shocks
Highways & expressways · Congestion & traffic friction · Rail & metro connectivity
Highways & expressways · Rail & metro connectivity · Airports & air links
Highways & expressways · Rail & metro connectivity · Airports & air links
Highways & expressways · Congestion & traffic friction · Rail & metro connectivity
Rail & metro connectivity · Highways & expressways · Congestion & traffic friction
EV adoption & charging · Highways & expressways · Rail & metro connectivity
Highways & expressways · EV adoption & charging · Rail & metro connectivity
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 historyACCESS FRICTIONCongestion & traffic friction+28.3percentile-point gap
Congestion friction can push footfall toward nearby formats and toward delivery.
Mapped auto tech categories
- Shared Mobility76
Companies can appear in multiple categories; these counts are not a unique-company total.
Quarterly share of Delhi coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 53 | 15.55 |
| 2024Q4 | 58 | 16.1 |
| 2025Q1 | 37 | 9.69 |
| 2025Q2 | 19 | 8.27 |
| 2025Q3 | 59 | 17.31 |
| 2025Q4 | 56 | 17.83 |
| 2026Q1 | 64 | 22.51 |
Where this signal concentrates in the comparison geography
SPENDING PRESSURELayoffs & income shocks+8.3percentile-point gap
Layoff cycles can pull discretionary spend back toward value offerings.
Mapped auto tech categories
- Shared Mobility76
Companies can appear in multiple categories; these counts are not a unique-company total.
Quarterly share of Delhi coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 12 | 3.52 |
| 2024Q4 | 9 | 2.5 |
| 2025Q1 | 8 | 2.1 |
| 2025Q2 | 22 | 9.58 |
| 2025Q3 | 15 | 4.4 |
| 2025Q4 | 17 | 5.41 |
| 2026Q1 | 19 | 6.68 |
Where this signal concentrates in the comparison geography
CONNECTIVITY BUILD-OUTHighways & expressways-4.2percentile-point gap
Corridor build-out can collapse travel time, widening every catchment.
Mapped auto tech categories
- Green Transport172
Companies can appear in multiple categories; these counts are not a unique-company total.
Quarterly share of Delhi coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 264 | 77.44 |
| 2024Q4 | 265 | 73.54 |
| 2025Q1 | 226 | 59.19 |
| 2025Q2 | 171 | 74.46 |
| 2025Q3 | 328 | 96.21 |
| 2025Q4 | 189 | 60.18 |
| 2026Q1 | 267 | 93.9 |
Where this signal concentrates in the comparison geography
ADOPTION SHIFTEV adoption & charging-10.0percentile-point gap
The EV shift can pull charging, battery and service demand through every fleet.
Mapped auto tech categories
- Green Transport172
- Electric Vehicles163
- Electric Vehicle Charging46
Companies can appear in multiple categories; these counts are not a unique-company total.
Quarterly share of Delhi coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 95 | 27.87 |
| 2024Q4 | 80 | 22.2 |
| 2025Q1 | 89 | 23.31 |
| 2025Q2 | 72 | 31.35 |
| 2025Q3 | 185 | 54.27 |
| 2025Q4 | 45 | 14.33 |
| 2026Q1 | 90 | 31.65 |
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 tech categories
This signal has no matching category in the page’s auto tech market map, so no supply percentile or gap is assigned.
Quarterly share of Delhi coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 89 | 26.11 |
| 2024Q4 | 102 | 28.31 |
| 2025Q1 | 113 | 29.59 |
| 2025Q2 | 42 | 18.29 |
| 2025Q3 | 90 | 26.4 |
| 2025Q4 | 81 | 25.79 |
| 2026Q1 | 112 | 39.39 |
Where this signal concentrates in the comparison geography
CONNECTIVITY BUILD-OUTAirports & air links—supply not mapped
If new terminals and routes pull business and tourist inflow, demand tends to follow the passenger.
Mapped auto tech categories
This signal has no matching category in the page’s auto tech market map, so no supply percentile or gap is assigned.
Quarterly share of Delhi coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 27 | 7.92 |
| 2024Q4 | 26 | 7.22 |
| 2025Q1 | 45 | 11.79 |
| 2025Q2 | 37 | 16.11 |
| 2025Q3 | 37 | 10.85 |
| 2025Q4 | 38 | 12.1 |
| 2026Q1 | 63 | 22.16 |
Where this signal concentrates in the comparison geography
RESEARCH & CHANGING CONVERSATIONSRelated research and changing coverage
Delhi auto tech coverage
Expand panel +
Related research and changing coverage
Delhi auto tech coverage
Development and evaluation of an integrated transportation system: a case study of Delhi
Proceedings of the Institution of Civil Engineers - Transport
19 citations in the snapshot
Logistics Sprawl in Timber Markets and its Impact on Freight Distribution Patterns in Metropolitan City of Delhi, India
Transportation research procedia
19 citations in the snapshot
Assessment of urban freight travel characteristics - A case study of Delhi
Transportation research procedia
18 citations in the snapshot
Co-Benefit Assessment of Active Transportation in Delhi, Estimating the Willingness to Use Nonmotorized Mode and Near-Roadway-Avoided PM2.5 Exposure
International Journal of Environmental Research and Public Health
13 citations in the snapshot
What is growing in this coverage
Delhi coverage of this page's demand families
| Keyword | Recent articles | Prior articles | Share change |
|---|---|---|---|
| charging corridor development | 45 | 9 | 467.7% |
| ev tax credits | 68 | 15 | 414.7% |
| electric bus deployment | 59 | 20 | 235.0% |
| transit agency electrification | 64 | 27 | 169.1% |
| circular economy automotive | 22 | 11 | 127.1% |
| eco-design vehicles | 24 | 13 | 109.6% |
Share changes describe coverage in the stated comparison periods, not search demand or market size.
Auto Tech in Delhi: 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: 2 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 ↗