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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 BENGALURU EDITION 2026

Bengaluru’s
transportation and logistics tech industry,
in focus.

The companies, capital and talent shaping transportation and logistics tech in Bengaluru. Find the leaders. Understand the segments. See where the activity is.

Explore in Radar Read the key signals
Snapshot: Funding in USD
Illustrated cover for Transportation and Logistics Tech Industry Landscape of Bengaluru
IN
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Transportation and Logistics Tech illustration
Companies tracked 552Transportation and Logistics Tech ecosystem in Bengaluru Disclosed funding $8.17B152 companies · all recorded rounds Companies hiring 72With open roles at the snapshot Tracked open roles 1436 employers posted in the preceding 30 days
MEET THE COMPANIES

Explore Bengaluru’s transportation and logistics tech leaders

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

Expand panel +
Explore the full landscape
Transportation and Logistics Tech company highlights in Bengaluru, snapshot 2 September 2026
Company
Ola Cabsolacabs.com$4.49B—727Financial figure available in RadarView in Radar
Rapidorapido.bike$798.05M—649Financial figure available in RadarView in Radar
BlackBuckblackbuck.com$376.8M—1,675—
Zoomcarzoomcar.com$273.5M—1,116$8.04MFYFY2025 filing
Ekartekartlogistics.in$255.79M—7—
Shadowfaxshadowfax.in$246.79M—3,280Financial figure available in RadarView in Radar
Porterporter.in$197.86M6 roles2,085Financial figure available in RadarView in Radar
Vogovogo.in$165.09M—1—
e2E Railetoerail.com—5 roles305$25.79MFYFY2025 filing
Intellicarintellicar.in—4 roles129—
SCLEN.AIsclen.ai—4 roles—$1.29MFYFY2025 filing
WareIQwareiq.com—4 roles46—
Warehouse Nowwarehousenow.in—4 roles123—
Yuluyulu.bike—4 roles236—
Zenplus Fleetzenplusfleet.in—4 roles——
Ati Motorsatimotors.com——155—
DTDCdtdc.in——1,001Financial figure available in RadarView in Radar
DataCorp Trafficdatacorp-traffic.in——1,409—
DriveUdriveu.in——159—
EasyEcomeasyecom.io——90$1.98MFYFY2025 filing
LoadShareloadshare.net——440Financial figure available in RadarView in Radar
Ripplrripplr.in——469Financial figure available in RadarView in Radar
Routematicroutematic.com——440$18.64MFYFY2025 filing
Royal Brothersroyalbrothers.com——213$4.76MFYFY2025 filing
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

Transportation and Logistics Tech industry KPIs in Bengaluru

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

2 September 2026
Hiring participation13.0%

72 of 552 tracked companies have open roles.

Funding participation30.1%

166 of 552 tracked companies have a recorded round.

Top 3 funding share69.4%

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

Median disclosed round$735.29K

Midpoint of 512 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 69.4% of disclosed capital, while 69.9% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Bengaluru transportation and logistics tech has grown

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

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

Bengaluru transportation and logistics tech
$0$546.95M$1.09B$1.64B$2.19B2016: $357.69M20162017: $1.92B20172018: $789.67M20182019: $893.34M20192020: $108.3M20202021: $1.08B20212022: $491.33M20222023: $162.22M20232024: $449.84M20242025: $163.66M2025
View the numbers
Annual transportation and logistics tech funding and company formation in Bengaluru
YearFunding (USD)FoundedRaising
2016$357.69M5453
2017$1.92B3641
2018$789.67M3336
2019$893.34M4248
2020$108.3M3341
2021$1.08B3643
2022$491.33M2646
2023$162.22M3227
2024$449.84M1938
2025$163.66M1018
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Ola Cabs55.0%
  • Rapido9.8%
  • BlackBuck4.6%
  • Other companies30.6%

Funding by stage

577 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel342 59.3%
Series A–B112 19.4%
Series C+ / PE52 9.0%
Grants, debt & other71 12.3%

Recent recorded rounds

Latest recorded rounds · USD
4 rounds

Swipe or scroll horizontally to browse.

Series F05/2026
Rapido $240M

Backed by Prosus and WestBridge Capital and others.

Series A05/2026
ANSCER $4.6M

Backed by Indian Angel Network and Info Edge Ventures.

Series A04/2026
Mojro $2.5M

Backed by Dallas Venture Capital and Indian Angel Network.

Series A03/2026
LetzRyd $4M

Backed by 15th Rock and UNLEASH and others.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series E07/2024
Rapidorapido.bike$200M

Backed by WestBridge Capital and Nexus Venture Partners and others.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

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

Expand panel +
₹ crore · standalone

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

FY2025 · annual statements grouped by reported fiscal year; exact entity periods remain on preview rows · 211 reporting entities from 299 eligible matches.

Revenue in covered accounts₹32,504.3 crore

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

Net profit / loss₹-2,964.3 crore

Combined result for the same cohort.

Aggregate net margin-9.1%

Combined net income ÷ combined revenue.

Median company revenue₹4.3 crore

The middle covered reporting entity.

Profitable entities+44.5%

94 of 211 covered entities.

Top-five concentration+69.5%

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 · 211 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.

211 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
BENGALURU · INDUSTRY COHORTS

How does transportation and logistics tech 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 Bengaluru companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

17 of the 552 companies on this page carry a measured traffic record (3.1%); these are the largest of those, by monthly visits. The median among them is 1,112,786 visits.

CompanyMonthly visitsAuthorityMobile
redBusredbus.in18,739,5798686.5%
Shadowfaxshadowfax.in8,518,4475096.9%
Rapidorapido.bike5,222,7905997.3%
Porterporter.in4,560,9535396%
ClickPostclickpost.ai2,981,8074491.3%
Ekartekartlogistics.in1,680,6054691.5%
Valmovalmo.in1,641,3853193.6%
Trackingotrackingo.in1,434,7622397.5%
YourBusyourbus.in1,112,7862199.6%
Savaarisavaari.com804,4014788%

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

Most-installed apps

154 of these companies (27.9%) publish at least one Android app — 634 apps in all, carrying 571.1M installs between them.

AppInstallsRatingStore category
Rapido: Bike-Taxi, Auto & CabsRapido214.3M4.8Maps & Navigation
redBus Book Bus, Train TicketsredBus116.8M4.7Travel & Local
Porter - Logistics Service AppPorter47.4M4.9Business
Rapido Captain: Drive & EarnRapido41.3M4.3Maps & Navigation
Zoomcar: Car rental for travelZoomcar19.1M3.2Travel & Local
Porter Driver Partner AppPorter12.9M4.6Business
BlackBuckBlackBuck10.9M4.1Auto & Vehicles
GSRTCRadiant Info Systems10.4M4.6Travel & Local
Namma Yatri - Ride Booking AppNamma Yatri9.8M4.9Maps & Navigation
Shadowfax Delivery Partner AppShadowfax9.3M4.1Business

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 (2024Q1–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Road Transport Tech454463.9MRapido: Bike-Taxi, Auto & Cabs 214.3M
Online Travel301155.1MredBus Book Bus, Train Tickets 116.8M
Logistics Tech201107.9MPorter - Logistics Service App 47.4M
Smart Public Transport28419.6MGSRTC 10.4M
E-Commerce Enablers3313.2MShadowfax Delivery Partner App 9.3M
Electric Vehicles269.6MYulu - EVs for Rides & Rentals 8.9M
Local Services54.3MDriveU: Hire Driver for Car 3.2M
Security & Surveillance Technology302MFastag Metro Travel Experience 1.8M

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

Release cadence by quarter

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

2023Q2: 62023Q2: 72023Q22023Q3: 32023Q3: 42023Q32023Q4: 22023Q4: 72023Q42024Q1: 42024Q1: 32024Q12024Q2: 52024Q2: 72024Q22024Q3: 42024Q3: 212024Q32024Q4: 62024Q4: 52024Q42025Q1: 102025Q1: 152025Q12025Q2: 1452025Q2: 562025Q22025Q3: 1212025Q3: 1832025Q32025Q4: 262025Q4: 672025Q42026Q1: 32026Q1: 972026Q1

Darker bars are new releases, lighter bars apps updated. 446 of 634 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Bengaluru transportation and logistics tech market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Enterprise tech382
Logistics tech302
Travel and hospitality tech260
Auto tech245
Enterprise software210
Consumer digital209
Saas154
Shared mobility119
Logistics saas114
Marketplaces112
Gig employers98
B2c e-commerce70

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

382companies
15.7%have hiring activity

60 companies hiring · $2.85B disclosed funding

Explore in Radar

How companies make money

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

Subscription355
Commission on transaction179
Fee-for-service126
E-commerce - service93
Renting / leasing36
E-commerce - product29
Physical commerce24
Advertising15
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
Funding roundsmojro.com ↗

Mojro Technologies, an AI-driven supply chain optimization startup, secured $5.5 million, highlighting the increasing role of AI in enterprise efficiency.

IPO activityetoerail.com ↗

while Physics Wallah, e2E Rail, and ZappFresh made their public debut during the early stage

Mergers & acquisitionscogostech.com ↗

Bengaluru-based COGOS Technologies acquired logistics startup Porter’s FMCG modern trade business for an undisclosed amount.

Funding roundsletzryd.com ↗

LetzRyd, a mobility fleet platform focused on enabling scalable and inclusive urban transport infrastructure, has raised USD 4 million in a new funding round.

Funding roundsnammayatri.in ↗

Ride-hailing firm Namma Yatri raised $4.3 million in a funding round.

IPO activityshadowfax.in ↗

The IPO — a ₹1,907.27 crore issue comprising a ₹1,000 crore fresh issue and ₹907.27 crore offer for sale — was subscribed 2.72x, with exceptional institutional participation at 3.81x in the QIB segment.

IPO activitymtap.in ↗

MTAP Technologies Pvt. Ltd., is setting its sights on an Initial Public Offering (IPO) on the BSE SME / NSE EMERGE platform.

Mergers & acquisitionsletstransport.in ↗

We now have 80%, Bertelsmann Investments CEO Carsten Coesfeld said in an interview published on Tuesday.

Leadership movesgetmyparking.com ↗

Get My Parking (GMP), a global leader in smart parking and mobility software, today announced the appointment of Jasen Singh as Director of Sales, AI PARCS, North America.

Leadership movesmbiz-service.com ↗

Masaharu Kobayashi is set to take charge as the new Managing Director of Moto Business Service India (MBSI)

Full recorded event mix

Top 10 categories among 397 recorded events in the 24-month window.

Funding rounds
98
Earnings
63
Company announcements
61
IPO activity
60
Leadership moves
32
Mergers & acquisitions
25
New products
23
Contracts
11
Capital infusions
10
Regulatory
5
6 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

7 tracked people moves

Jasen Singh

Appointment Director of Sales, AI PARCS, North America

Masaharu Kobayashi

Appointment Managing Director

DTDC ↗
Suraj Sud

Appointment Chief Technology Officer

DTDC ↗
Rishi Sareen

Appointment Chief Operations Officer

Neela Sangameshwar

Appointment Head – Profit & Loss

Zoomcar ↗
Varun Jha

Appointment Chief Marketing Officer and Head of Demand Business

N. Balakrishna

Appointment Chief Financial Officer

Product launches

Products, platforms and features in the recorded window

Shadowfax ↗
Shadowfax 360

Digital Shipping Platform

Rapido ↗
Ownly

Food Delivery App

Rapido ↗
Ownly

Food Delivery Service

redBus ↗
feature that enables customers to book trips on connecting buses

Feature

Zoomcar ↗
Hosting Insights 2025

Product

Contract wins

3 recorded customer wins

DTDC ↗

Customer: Department of PostsLogistics

DTDC ↗

Customer: india postLogistics

Customer: indian railwaysRailway

Workforce actions

1 companies with reported reductions

Ola Cabs ↗

200 rolescost reduction

Regulatory events

6 recorded events

Shadowfax ↗

approved to raise funds through IPOSEBI

BlackBuck ↗

approved for share allotment

Rapido ↗

fined for misleading trade practicesCentral Consumer Protection Authority (CCPA)

Rapido ↗

discontinuation of misleading adsCentral Consumer Protection Authority (CCPA)

Earnings pulse

Reported company results in the recorded window.

11companies
59period observations
43.7%median reported growth

Median across 43 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
Shadowfax→CriticaLog ↗Completed2026-04-17Not stated in snapshot
Wabco Holdings→AssetTrackr ↗Announced2026-04-15Not stated in snapshot
Cogos→Porter’s FMCG modern trade businessAnnounced2026-04-07Not stated in snapshot
bertelsmann investments→LetsTransport ↗Completed2026-02-10Not stated in snapshot
bertelsmann→LetsTransport ↗Announced2026-02-10Not stated in snapshot
prosus→Rapido ↗Announced2026-01-12Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

270 postings in the preceding 12 months. The full 355-posting snapshot covers 74 employers.

Expand panel +

Most advertised job titles

Cab Driver Needed For Zenplus Fleet Management Pvt Ltd.3
Business Development Executive3
Enterprise Sales Manager3
Frontend Developer3
Urgent Hiring For Uber Car Driver Jobs In Hyderabad2
Urgent Hiring For Car Driver Job In Bangalore2
2 internship postings

0 tracked postings mention remote work.

The seniority mix

193 postings specify a level.

unspecified
162
manager
114
senior
40
lead
24
intern
8
entry
7

Skills employers mention

Top skills across 355 tracked postings in the available jobs snapshot.

Communication
34
Logistics
29
Python
27
Driving
24
Excel
20
Sales
18
Stakeholder Management
17
Javascript
17
Sql
17
Java
16
ADVERTISED PAY$8.7K/ year

Median across 48 postings with pay data, expressed in USD.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

591 founders and chief executives across 365 companies.

Expand panel +
11 profiles

Swipe or scroll horizontally to browse.

Education networks

109 profiles with education records.

IIT Kanpur
14
IIT Kharagpur
12
IIT Delhi
12
IIM Bangalore
10
BITS Pilani
9
IIT BHU
7
IIT Madras
7
Indian School of Business
6

Prior employers

30 profiles with prior-work records.

Microsoft
5
Amazon
5
Flipkart
5
Cisco
4
McKinsey
3
Intel
3
Paypal
2
Uber
2

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

NEWS INTELLIGENCE

How this industry appears in the news

11,510 articles in the measured 12-month window.

Expand panel +
11,510articles in the measured year
2,886articles in 2026Q1
64.1%positive tone in the latest complete year

News volume trends

Transportation and Logistics Tech coverage tagged Bengaluru · articles per complete quarter

09671,9332,9003,8662021Q2: 9612021Q22021Q3: 1,1802021Q4: 1,0012022Q1: 1,1042022Q2: 1,3432022Q22022Q3: 1,7082022Q4: 1,8732023Q1: 2,7932023Q2: 2,2002023Q22023Q3: 2,2172023Q4: 2,3442024Q1: 2,5772024Q2: 2,1362024Q22024Q3: 2,8392024Q4: 3,3622025Q1: 3,2832025Q2: 2,3112025Q22025Q3: 3,1992025Q4: 3,0392026Q1: 2,8862026Q1
View quarterly article counts
QuarterArticles
2021Q2961
2021Q31,180
2021Q41,001
2022Q11,104
2022Q21,343
2022Q31,708
2022Q41,873
2023Q12,793
2023Q22,200
2023Q32,217
2023Q42,344
2024Q12,577
2024Q22,136
2024Q32,839
2024Q43,362
2025Q13,283
2025Q22,311
2025Q33,199
2025Q43,039
2026Q12,886

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
2,563 positive · 19 neutral · 753 negative
2022
4,360 positive · 61 neutral · 1,598 negative
2023
6,055 positive · 94 neutral · 3,386 negative
2024
7,706 positive · 113 neutral · 3,078 negative
2025
7,572 positive · 157 neutral · 4,082 negative

Leading coverage topics

Transportation and Logistics Tech coverage tagged Bengaluru · ranked by full-period article count.

Trade Policies And Agreements12,097 articles in the full recorded period
7,000 recent · 3,606 prior
Intercity Bus Services And Schedules11,964 articles in the full recorded period
3,228 recent · 2,129 prior
Transportation Related Crashes And Derailments9,181 articles in the full recorded period
2,044 recent · 2,240 prior
New Product Launches And Innovations8,622 articles in the full recorded period
2,381 recent · 1,995 prior
Aviation Safety Protocols7,392 articles in the full recorded period
4,084 recent · 1,134 prior
Company Expansions And New Market Entries7,288 articles in the full recorded period
2,163 recent · 1,572 prior
Emergency Protocols For Bus And Rail Travel6,908 articles in the full recorded period
1,556 recent · 1,734 prior
Strategic Partnerships And Collaborations6,358 articles in the full recorded period
1,716 recent · 1,429 prior
Bus And Rail Ticket Booking Platforms6,321 articles in the full recorded period
1,857 recent · 1,130 prior
Global Market Entry Strategies6,266 articles in the full recorded period
1,779 recent · 1,386 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

India comparison coverage

KeywordRecentPriorChange
tariff negotiations5,5463,09079%
trade barrier reduction4,0272,07694%
trade facilitation commitments3,4111,589115%
bilateral trade3,0341,67981%
bilateral trade imbalance2,9201,72170%
preferential tariff2,8981,98246%
trade dispute mechanisms2,8061,59476%
free trade deals2,7781,74359%
tariff rate quota2,4771,56658%
bilateral trade terms2,3151,135104%
rail incident8561,550-45%
railroad accident6371,389-54%
train crash6421,276-50%
rail accident prevention5081,112-54%
ipo prospectus205509-60%

Event and signal lenses

India comparison coverage

All complete annual cohorts shown
Rising

Regulatory Risk

193,333 classified articles

tariff negotiations, rail accident prevention, trade barrier reduction

53.5% critical · 33.1% positive
Rising

Funding Momentum

26,900 classified articles

pre-ipo valuation, ipo prospectus, ipo pricing

53.4% critical · 49.7% positive
Rising

Growth

58,676 classified articles

logistics update, logistics bottleneck, logistics adjustment

49.3% critical · 52.5% positive

Transportation and Logistics Tech coverage tagged Bengaluru. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Transportation and Logistics Tech research is working on

6,419 papers in the recorded worldwide scope.

Expand panel +
6,419papers
6,419worldwide comparison pool
206India-affiliated papers

Research orientation

Promising
3,099
Descriptive
1,171
Breakthrough
939
Problem-identifying
813
Comparative
204
Cautionary
181
Critical
12

Contribution mix

Methods-led
3,774
Empirical
1,937
Reviews
351
Position pieces
274
Theoretical
83

Tone counts: 5,520 positive · 624 neutral · 275 negative.

Common problems researchers identify
825 papers · 12.9% of this field
  • Fleet management333 papers
  • Supply chain217 papers
  • Transport engineering108 papers
  • Truck80 papers
  • Service78 papers
  • Supply chain optimization74 papers
  • Supply chain management54 papers
  • Sustainability38 papers

Landmark: Challenges in Scaling Up Biofuels Infrastructure

Cautions
181 papers · 2.8% of this field
  • Fleet management66 papers
  • Supply chain37 papers
  • Transport engineering25 papers
  • Truck22 papers
  • Service21 papers
  • Production14 papers
  • Supply chain optimization13 papers
  • Biofuel12 papers

Landmark: Assessing the impacts of deploying a shared self-driving urban mobility system: An agent-based model applied to the city of Lisbon, Portugal

Opportunities
4,038 papers · 62.9% of this field
  • Fleet management1,231 papers
  • Supply chain1,187 papers
  • Service401 papers
  • Supply chain optimization382 papers
  • Scheduling328 papers
  • Truck313 papers
  • Operations research304 papers
  • Transport engineering292 papers

Landmark: The Two-Echelon Capacitated Vehicle Routing Problem: Models and Math-Based Heuristics

Leading institutions

Northwestern University
872
University of Bologna
792
University of California, Berkeley
691
The University of Texas at Austin
587
Poznań University of Technology
548
Delft University of Technology
521

Leading researchers

Fengqi You
799
Kara M. Kockelman
627
Daniele Vigo
588
Nilay Shah
548
M. Maciejewski
444
Joschka Bischoff
414
Guido Perboli
410
Roberto Tadei
410

Highly cited breakthrough-labelled papers

  • DeepPool: Distributed Model-Free Algorithm for Ride-Sharing Using Deep Reinforcement Learning167 citations
  • Next-Generation Automated Vehicle Location Systems: Positioning at the Lane Level135 citations
  • Multiobjective Robust Possibilistic Programming Approach to Sustainable Bioethanol Supply Chain Design under Multiple Uncertainties134 citations
  • Sustainable Design and Operation of Cellulosic Bioelectricity Supply Chain Networks with Life Cycle Economic, Environmental, and Social Optimization129 citations
  • A Column Generation Algorithm for a Rich Vehicle-Routing Problem125 citations

Common problems researchers identify

764 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Supply Chain Management ChallengesCommon problems researchers identify · 01

Supply Chain Management Challenges

155 papers

20.3% of this theme group

Researchers highlight difficulties in optimizing and securing supply chain operations.

Supply chain (148) · Supply chain optimization (71) · Supply chain management (61) · Supply chain risk management (25)

Supply chain optimization

Supply Chain Optimization, Management and Integration: Emerging Applications

View research history
YearShare index
20221840.8
20231936.3
20242116.2
20252094.9
Fleet Management ComplexityCommon problems researchers identify · 02

Fleet Management Complexity

143 papers

18.7% of this theme group

Studies point to operational and research hurdles in managing vehicle fleets.

Fleet management (118) · Aeronautics (19) · Operations management (23) · Operations research (20)

Making Fleet Management Easier.

Guide for Fleet Management

View research history
YearShare index
2022551.3
2023517.7
2024420.5
2025186.4
Transport Engineering BottlenecksCommon problems researchers identify · 03

Transport Engineering Bottlenecks

136 papers

17.8% of this theme group

Papers discuss inefficiencies in truck and fleet operations within transport engineering.

Fleet management (119) · Transport engineering (68) · Truck (29) · Operations management (23)

EVALUATION OF THE POSSIBILITY OF IMPROVING THE OPERATION OF A TRANSPORT COMPANY IN THE CONTEXT OF THE VEHICLE FLEET MANAGEMENT

Road Transport Management System : fleet management

View research history
YearShare index
2022622.4
2023600.6
2024479.3
2025309.6
Routing and Positioning IssuesCommon problems researchers identify · 04

Routing and Positioning Issues

122 papers

16.0% of this theme group

Works focus on GPS, routing, and tracking problems for public transport.

Global Positioning System (22) · Public transport (18) · Vehicle routing problem (14) · Routing (13)

A Vehicle Tracking Device with Built-in Safety Features for Public Transportation Systems

Positioning needs for public transport

View research history
YearShare index
20221213.3
20231164.9
20241021.6
20251095.4
Truck Fuel Efficiency ConcernsCommon problems researchers identify · 05

Truck Fuel Efficiency Concerns

102 papers

13.4% of this theme group

Research flags high emissions and fuel consumption in heavy‑duty trucking.

Truck (22) · Fuel efficiency (13) · Liquefied natural gas (6) · Diesel fuel (5)

Improvement of environmental compliance of urban transport system through enlarging fleet of gas-engine municipal machinery

Toward Sustainable Trucking: Reducing Emissions and Fuel Consumption

View research history
YearShare index
2022438.9
2023423.9
2024335.3
2025320.3
Electric Fleet Integration BarriersCommon problems researchers identify · 06

Electric Fleet Integration Barriers

56 papers

7.3% of this theme group

Studies examine obstacles to electrifying commercial vehicle fleets.

Electric vehicle (22) · Electrification (15) · Electricity (7) · Fleet management (35)

Potential Users of Electric Mobility in Commercial Transport – Identification and Recommendations

Classification of Electric Vehicle Fleets Considering the Complexity of Fleet Charging Schedules

View research history
YearShare index
2022576.1
2023631.0
2024575.5
2025551.4
Biomass Supply Chain LimitationsCommon problems researchers identify · 07

Biomass Supply Chain Limitations

50 papers

6.5% of this theme group

Papers identify logistical and material challenges in biofuel feedstock supply.

Biomass (26) · Biofuel (24) · Raw material (17) · Supply chain (38)

Integrated biomass supply and logistics: a modeling environment for designing feedstock supply systems for biofuel production.

Modeling of biomass-to-energy supply chain operations: Applications, challenges and research directions

View research history
YearShare index
2022776.5
2023772.6
2024707.2
2025662.2

Cautions

164 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Energy‑Saving Fleet Management RisksCautions · 01

Energy‑Saving Fleet Management Risks

70 papers

42.7% of this theme group

Authors caution about constraints and driver awareness when pursuing fuel‑efficient fleet strategies.

Fleet management (47) · Fuel efficiency (8) · Transport engineering (15) · Operations management (5)

Analysis of Fleet Management and Infrastructure Constraints in On-Demand Urban Air Mobility Operations

How to Use Advanced Fleet Management System to Promote Energy Saving in Transportation: A Survey of Drivers’ Awareness of Fuel-Saving Factor

View research history
YearShare index
2022666.2
2023631.1
2024486.5
2025311.2
Electrified Public Transport Trade‑offsCautions · 02

Electrified Public Transport Trade‑offs

51 papers

31.1% of this theme group

Research warns of performance and charging complexities for electric urban freight and transit.

Public transport (11) · Truck (15) · Electrification (7) · Transport engineering (14)

Performance analysis and fleet requirements of automated demand-responsive transport systems as an urban public transport service

Different Charging Strategies for Electric Vehicle Fleets in Urban Freight Transport

View research history
YearShare index
2022637.3
2023611.1
2024554.8
2025558.5
Supply Chain Optimization PitfallsCautions · 03

Supply Chain Optimization Pitfalls

24 papers

14.6% of this theme group

Studies advise careful use of advanced analytics to avoid new risks in supply chain design.

Supply chain (23) · Supply chain optimization (9) · Supply chain management (6) · Supply chain risk management (3)

Sustainable Supply Chain Management and Optimization

Supply Chain Optimization: Machine Learning Applications in Inventory Management for E-Commerce

View research history
YearShare index
20221840.8
20231936.3
20242116.2
20252094.9
Biofuel Production Cost RisksCautions · 04

Biofuel Production Cost Risks

19 papers

11.6% of this theme group

Papers highlight cost and scale uncertainties in biomass‑to‑fuel processes.

Biofuel (11) · Biomass (7) · Production (9) · Raw material (5)

Cost optimization of biofuel production – The impact of scale, integration, transport and supply chain configurations

Resource efficiency or economy of scale: Biorefinery supply chain configurations for co-gasification of black liquor and pyrolysis liquids

View research history
YearShare index
2022643.9
2023632.3
2024603.0
2025505.2

Opportunities

3,641 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Advanced Supply Chain OptimizationOpportunities · 01

Advanced Supply Chain Optimization

892 papers

24.5% of this theme group

Research explores novel methods to improve supply chain performance and resilience.

Supply chain (838) · Supply chain management (220) · Supply chain optimization (309) · Supply chain risk management (68)

Optimization of the supply chain to improve the on-time performance

Supply Chain Optimization and Logistics

View research history
YearShare index
20221840.8
20231936.3
20242116.2
20252094.9
Vehicle Routing and Service InnovationOpportunities · 02

Vehicle Routing and Service Innovation

641 papers

17.6% of this theme group

Works propose new routing and fleet sizing techniques for dynamic mobility services.

Vehicle routing problem (156) · Routing (84) · Truck (129) · Service (145)

Distributionally Robust Optimization Approaches for a Stochastic Mobile Facility Fleet Sizing, Routing, and Scheduling Problem

Optimizing Vehicle Distributions and Fleet Sizes for Shared Mobility-on-Demand

View research history
YearShare index
2022316.1
2023304.5
2024265.2
2025263.3
Predictive Maintenance for FleetsOpportunities · 03

Predictive Maintenance for Fleets

625 papers

17.2% of this theme group

Studies develop models to anticipate failures and extend vehicle lifespans.

Fleet management (466) · Predictive maintenance (46) · Transport engineering (116) · Preventive maintenance (35)

A Simulation and Optimization Methodology for Reliability of Vehicle Fleets

DEVELOPMENT OF OPTIMIZED MAINTENANCE SYSTEM FOR VEHICLE FLEET

View research history
YearShare index
2022477.5
2023450.8
2024350.4
2025173.6
Aviation Fleet Scheduling AdvancesOpportunities · 04

Aviation Fleet Scheduling Advances

502 papers

13.8% of this theme group

Research introduces integrated approaches for airline fleet assignment and routing.

Operations research (192) · Fleet management (309) · Scheduling (86) · Aviation (36)

An Integrated Approach for Airline Flight Selection and Timing, Fleet Assignment, and Aircraft Routing

A new approach to fleet assignment and aircraft routing problems

View research history
YearShare index
2022363.9
2023329.4
2024199.8
202583.4
Smart Vehicle Tracking SystemsOpportunities · 05

Smart Vehicle Tracking Systems

367 papers

10.1% of this theme group

Papers present IoT‑based solutions for real‑time fleet monitoring.

Global Positioning System (230) · Vehicle tracking system (70) · Tracking system (46) · Automatic vehicle location (49)

Transportation Management System

Smart Transportation Tracking and Management System using IOT

View research history
YearShare index
2022750.1
2023726.5
2024598.2
2025660.4
Electric Fleet Charging OptimizationOpportunities · 06

Electric Fleet Charging Optimization

342 papers

9.4% of this theme group

Works address battery management and infrastructure planning for large electric fleets.

Electric vehicle (110) · Electrification (63) · Battery (40) · Fleet management (161)

Electric bus fleet charging management: A robust optimisation framework addressing battery ageing, time-of-use tariffs, and energy consumpti

Designing Charging Infrastructure for a Fleet of Electric Vehicles Operating in Large Urban Areas

View research history
YearShare index
2022450.6
2023502.5
2024485.5
2025460.4
Sustainable Biomass Supply ChainsOpportunities · 07

Sustainable Biomass Supply Chains

272 papers

7.5% of this theme group

Research focuses on multi‑objective designs for eco‑friendly biofuel production.

Biomass (94) · Biofuel (92) · Supply chain (229) · Supply chain optimization (108)

Multi-Objective Optimization to Support the Design of a Sustainable Supply Chain for the Generation of Biofuels from Forest Waste

Economic, environmental and social optimization of forest-based biomass supply chains for bioenergy and biofuels

View research history
YearShare index
20222360.6
20232443.1
20242566.2
20252484.9

How this field compares with the research baseline

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

Research orientationThis fieldReference sample
Promising48.3%36.8%
Descriptive18.2%18.0%
Breakthrough14.6%26.3%
Problem-identifying12.7%9.7%
Comparative3.2%3.9%
Cautionary2.8%4.4%
Critical0.2%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 & surveillanceSecurity, privacy and safety evaluation of dynamic and static fleets of drones70.12%1 (14.3%)0.12%
Hardware, e-waste & supply chainIBM Blends Heuristics and Optimization to Plan Its Semiconductor Supply Chain60.11%0 (0.0%)0.11%
Concentration of compute powerOn the Optimization & Equilibrium of Demand in Supply Chain Based on the Value-adding Mechanism of Information Sharing40.07%1 (25.0%)0.07%
Bias & fairnessDynamic Shared Autonomous Vehicle Fleet Operations with Consideration of Fairness20.04%1 (50.0%)0.04%
Carbon & emissions of computeUsing Artificial Intelligence to Reduce Carbon Emissions from the Saudi Commercial Fleet10.02%0 (0.0%)0.02%
Labour & data workGender continues to play a role in fleet salaries10.02%0 (0.0%)0.02%
Energy & datacenter footprint00.0%0 (%)0.0%
Water use00.0%0 (%)0.0%
Safety & misuse00.0%0 (%)0.0%

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

DEMAND, SUPPLY & PLACE

Where demand signals run ahead of mapped supply — Bengaluru

Compare demand signals in Bengaluru’s newsflow with the transportation and logistics tech categories mapped to each signal.

Expand panel +
HOW TO READ THE GAP

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.

COMPARISON PERIOD2025-05-01 to 2026-05-01Against 2024-05-01 to 2025-05-01Explore the signals ↓

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 →

6 Bengaluru demand signals compared with mapped transportation and logistics tech supply
Signal familySignal percentileSupply percentileRelative gapGap (points)Signal share vs prior year
Congestion & traffic friction ↗Access Friction35.00.0+35.0+25.6%
Layoffs & income shocks ↗Spending Pressure57.533.3+24.2+29.7%
Highways & expressways ↗Connectivity Build-Out52.583.3-30.8+16.9%
Industrial parks & warehousing ↗Investment Build-Out25.083.3-58.3—
EV adoption & charging ↗Adoption Shift50.0—No matching category—+1.9%
Rail & metro connectivity ↗Connectivity Build-Out80.0—No matching category—+139.9%

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. Bengaluru is highlighted.

Mentions per 10,000 articles

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.

Hyderabad571.5

EV adoption & charging · Highways & expressways · Congestion & traffic friction

Meerut559.9

Highways & expressways · Rail & metro connectivity · Congestion & traffic friction

Noida319.0

Highways & expressways · Layoffs & income shocks · Congestion & traffic friction

Dehradun281.3

Highways & expressways · Congestion & traffic friction · Rail & metro connectivity

Agra251.4

Highways & expressways · Industrial parks & warehousing · Rail & metro connectivity

Srinagar214.3

Highways & expressways · Rail & metro connectivity · Congestion & traffic friction

Ghaziabad210.3

Highways & expressways · Congestion & traffic friction · Rail & metro connectivity

BengaluruThis page206.5

EV adoption & charging · Highways & expressways · Rail & metro connectivity

Thane205.9

Rail & metro connectivity · Highways & expressways · Congestion & traffic friction

Faridabad202.3

Highways & expressways · Rail & metro connectivity · Congestion & traffic friction

Prayagraj197.3

Highways & expressways · Rail & metro connectivity · Congestion & traffic friction

Gorakhpur191.2

Highways & expressways · Rail & metro connectivity · Congestion & traffic friction

Inside the leading signals

Open any signal for its quarterly history
ACCESS FRICTIONCongestion & traffic friction+35.0percentile-point gap
THE OPERATING HYPOTHESIS

Congestion friction can push footfall toward nearby formats and toward delivery.

16.93mentions per 10,000 articles+25.6%share change vs prior year

Mapped transportation and logistics tech categories

  • Shared Mobility119

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

071320262024Q3: 212024Q32024Q4: 92024Q42025Q1: 132025Q12025Q2: 172025Q22025Q3: 202025Q32025Q4: 222025Q42026Q1: 132026Q1
View quarterly signal counts
Congestion & traffic friction in Bengaluru coverage
QuarterMentionsPer 10,000 articles
2024Q32821.92
2024Q4149.68
2025Q12013.58
2025Q22317.46
2025Q32920.93
2025Q43122.97
2026Q12513.24

Where this signal concentrates in the comparison geography

Ghaziabad50.1 / 10,000
Vadodara33.8 / 10,000
Muzaffarpur30.6 / 10,000
SPENDING PRESSURELayoffs & income shocks+24.2percentile-point gap
THE OPERATING HYPOTHESIS

Layoff cycles can pull discretionary spend back toward value offerings.

30.7mentions per 10,000 articles+29.7%share change vs prior year

Mapped transportation and logistics tech categories

  • Shared Mobility119
  • Gig Employers98

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

091827372024Q3: 202024Q32024Q4: 172024Q42025Q1: 212025Q12025Q2: 272025Q22025Q3: 312025Q32025Q4: 312025Q42026Q1: 252026Q1
View quarterly signal counts
Layoffs & income shocks in Bengaluru coverage
QuarterMentionsPer 10,000 articles
2024Q32620.36
2024Q42617.98
2025Q13221.73
2025Q23627.32
2025Q34431.76
2025Q44231.12
2026Q14925.95

Where this signal concentrates in the comparison geography

Noida39.6 / 10,000
Bengaluru30.7 / 10,000
CONNECTIVITY BUILD-OUTHighways & expressways-30.8percentile-point gap
THE OPERATING HYPOTHESIS

Corridor build-out can collapse travel time, widening every catchment.

53.44mentions per 10,000 articles+16.9%share change vs prior year

Mapped transportation and logistics tech categories

  • Logistics Tech302
  • Logistics Saas114

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

0214162822024Q3: 662024Q32024Q4: 372024Q42025Q1: 462025Q12025Q2: 312025Q22025Q3: 712025Q32025Q4: 612025Q42026Q1: 502026Q1
View quarterly signal counts
Highways & expressways in Bengaluru coverage
QuarterMentionsPer 10,000 articles
2024Q38566.55
2024Q45437.35
2025Q16846.17
2025Q24231.88
2025Q39971.45
2025Q48361.5
2026Q19550.31

Where this signal concentrates in the comparison geography

Meerut400.4 / 10,000
Dehradun246.9 / 10,000
Noida201.0 / 10,000
INVESTMENT BUILD-OUTIndustrial parks & warehousing-58.3percentile-point gap
THE OPERATING HYPOTHESIS

Parks and warehousing can add the jobs and fulfilment capacity that reach depends on.

12.45mentions per 10,000 articles

Mapped transportation and logistics tech categories

  • Logistics Tech302
  • Logistics Saas114

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

061218242024Q3: 32024Q32024Q4: 62024Q42025Q1: 72025Q12025Q2: 142025Q22025Q3: 202025Q32025Q4: 172025Q42026Q1: 42026Q1
View quarterly signal counts
Industrial parks & warehousing in Bengaluru coverage
QuarterMentionsPer 10,000 articles
2024Q343.13
2024Q496.22
2025Q1117.47
2025Q21914.42
2025Q32920.93
2025Q42317.04
2026Q194.77

Where this signal concentrates in the comparison geography

Visakhapatnam40.4 / 10,000
Agra35.3 / 10,000
Lucknow14.5 / 10,000
ADOPTION SHIFTEV adoption & charging—supply not mapped
THE OPERATING HYPOTHESIS

The EV shift can pull charging, battery and service demand through every fleet.

54.93mentions per 10,000 articles+1.9%share change vs prior year

Mapped transportation and logistics tech categories

This signal has no matching category in the page’s transportation and logistics tech market map, so no supply percentile or gap is assigned.

Quarterly share of Bengaluru coverage

Mentions per 10,000 articles · zero baseline

0254974992024Q3: 602024Q32024Q4: 422024Q42025Q1: 512025Q12025Q2: 602025Q22025Q3: 852025Q32025Q4: 422025Q42026Q1: 312026Q1
View quarterly signal counts
EV adoption & charging in Bengaluru coverage
QuarterMentionsPer 10,000 articles
2024Q37760.28
2024Q46142.19
2025Q17651.61
2025Q28060.72
2025Q311985.88
2025Q45842.97
2026Q16031.77

Where this signal concentrates in the comparison geography

Hyderabad475.4 / 10,000
Pune57.8 / 10,000
Bengaluru54.9 / 10,000
CONNECTIVITY BUILD-OUTRail & metro connectivity—supply not mapped
THE OPERATING HYPOTHESIS

Where rail and metro build out, station-area demand can follow the footfall.

38.01mentions per 10,000 articles+139.9%share change vs prior year

Mapped transportation and logistics tech categories

This signal has no matching category in the page’s transportation and logistics tech market map, so no supply percentile or gap is assigned.

Quarterly share of Bengaluru coverage

Mentions per 10,000 articles · zero baseline

0163249652024Q3: 172024Q32024Q4: 202024Q42025Q1: 102025Q12025Q2: 242025Q22025Q3: 562025Q32025Q4: 262025Q42026Q1: 472026Q1
View quarterly signal counts
Rail & metro connectivity in Bengaluru coverage
QuarterMentionsPer 10,000 articles
2024Q32217.22
2024Q43020.75
2025Q11510.19
2025Q23224.29
2025Q37856.29
2025Q43626.67
2026Q18947.13

Where this signal concentrates in the comparison geography

Meerut128.2 / 10,000
Thane107.6 / 10,000
Prayagraj71.5 / 10,000
RESEARCH & CHANGING CONVERSATIONS

Related research and changing coverage

Bengaluru transportation and logistics tech coverage

Expand panel +
RESEARCH CONTEXT · 2021

A review on barrier and challenges of electric vehicle in India and vehicle to grid optimisation

Transportation Engineering

354 citations in the snapshot

RESEARCH CONTEXT · 2019

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

RESEARCH CONTEXT · 2018

A Review of Electric Vehicle Lifecycle Emissions and Policy Recommendations to Increase EV Penetration in India

Energies

184 citations in the snapshot

RESEARCH CONTEXT · 2018

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

KeywordRecent articlesPrior articlesShare change
electric vehicle lightweighting462944.6%
ultra-fast charging hubs211436.7%
transit agency electrification161221.5%
ev battery technology1291079.9%
scooter specifications2029-37.1%
motor wattage scooters1830-45.3%

Share changes describe coverage in the stated comparison periods, not search demand or market size.

UNDERSTAND THE LANDSCAPE

Transportation and Logistics Tech 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.

KEEP EXPLORING

Put Bengaluru in context

All landscapes ↗

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 ↗
Coming soon