Industry landscapes
Industry report

Funding and advertised pay are reported in USD; filed accounts retain their stated source currency and basis.

Exchange-rate basis

Indicative conversions use ECB reference rates dated 2026-09-14, applied consistently across all periods. They are not historical exchange rates. Indian rupees may use crore (1 crore = 10 million); other currencies use K, M and B. CSV downloads, source documents and quoted news headlines retain their original currencies.

THE SWITZERLAND EDITION 2026

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

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

Snapshot: Funding in USD
Illustrated cover for Transportation and Logistics Tech Industry Landscape of Switzerland
CH
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Transportation and Logistics Tech illustration
MEET THE COMPANIES

Explore Switzerland’s transportation and logistics tech leaders

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

Expand panel +
Transportation and Logistics Tech company highlights in Switzerland, snapshot 3 September 2026
Company
Carvolutioncarvolution.com$298.95M2 roles84—
SkyCellskycell.ch$270M—151—
Verityverity.net$76.09M—126—
Nexxiotnexxiot.com$74.83M—115—
MapsWithMemaps.me$50.9M—13—
Assaiaassaia.com$26.6M—46—
Avriosavrios.com$26.29M—75—
Teralyticsteralytics.net$17.5M—60—
Swiss-ASswiss-as.com—6 roles348—
Swisslogswisslog.com—6 roles14,000—
CARIFYcarify.com—4 roles28—
Kardex Groupkardex.com—4 roles2,205Financial figure available in RadarView in Radar
LimeFlightlimeflight.com—3 roles——
MyBikePlanmybikeplan.ch—3 roles——
autoSenseautosense.ch—2 roles43—
All Traffic Camsalltrafficcams.com————
Asendiaasendiausa.com——319—
Cargoocargoo.com——98—
General Magicgeneralmagic.com————
Mobilitymobility.ch————
PrestoParkprestopark.com————
SITAsita.aero——6,775Financial figure available in RadarView in Radar
Schweizer Electronicschweizer-electronic.com——116—
ch-aviationch-aviation.com——66—
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 ↗

Company discovery

Recorded evidence only

Explore 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 ↗
THE KEY SIGNALS

Transportation and Logistics Tech industry KPIs in Switzerland

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

3 September 2026
Hiring participation5.5%

20 of 365 tracked companies have open roles.

Funding participation9.9%

36 of 365 tracked companies have a recorded round.

Top 3 funding share72.0%

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

Median disclosed round$6.26M

Midpoint of 48 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 72.0% of disclosed capital, while 90.1% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Switzerland 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

Switzerland transportation and logistics tech
$0$98.08M$196.15M$294.23M$392.31M2016: $1.63M20162017: $6.26M20172018: $32.66M20182019: $95.43M20192020: $77.62M20202021: $127.55M20212022: $27.3M20222023: $134.84M20232024: $344.13M20242025: $45.04M2025
View the numbers
Annual transportation and logistics tech funding and company formation in Switzerland
YearFunding (USD)FoundedRaising
2016$1.63M162
2017$6.26M231
2018$32.66M224
2019$95.43M159
2020$77.62M175
2021$127.55M175
2022$27.3M134
2023$134.84M104
2024$344.13M53
2025$45.04M04
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Carvolution33.4%
  • SkyCell30.1%
  • Verity8.5%
  • Other companies28.0%

Funding by stage

81 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel30 37.0%
Series A–B22 27.2%
Series C+ / PE7 8.6%
Grants, debt & other22 27.2%

Recent recorded rounds

Latest recorded rounds · USD
0 rounds

Swipe or scroll horizontally to browse.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series A06/2018
Verityverity.net$18M

Backed by Fontinalis Partners and Airbus Ventures and others.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Expand panel +

Annual accounts availability

No reviewed exact national-ID connector has yet been qualified for Switzerland; this is a checked implementation boundary, not evidence that filings are absent.; No reviewed exact national-ID connector has yet been qualified for Switzerland; this is a checked implementation boundary, not evidence that filings are absent.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

How the Switzerland companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

7 of the 365 companies on this page carry a measured traffic record (1.9%); these are the largest of those, by monthly visits. The median among them is 157,257 visits.

CompanyMonthly visitsAuthorityMobile
Asendiaasendiausa.com2,206,5103679.2%
Mobilitymobility.ch235,5273978.6%
SITAsita.aero178,1124342.8%
ch-aviationch-aviation.com157,2574840.7%
Parkingparking.ch105,4394555.7%
PrestoParkprestopark.com69,4983189.5%
Notimenotime.ch1200%

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

Most-installed apps

94 of these companies (25.8%) publish at least one Android app — 157 apps in all, carrying 101.3M installs between them.

AppInstallsRatingStore category
MAPS.ME: Offline maps GPS NavMapsWithMe96.7M4.1Travel & Local
FAIRTIQFAIRTIQ1.5M4.3Maps & Navigation
PrestoParkPrestoPark672.4K1.8Auto & Vehicles
Swiss TrafficSwiss Traffic529K5Auto & Vehicles
Air Navigation ProAir Navigation510.4K3.7Maps & Navigation
URBI: your mobility solutionUrbi223.2K3.4Maps & Navigation
UNIP – simply park and enjoyUNIP153.9K—Travel & Local
Ulysse Speedometer ProBinarytoys Lab118.7K3.7Auto & Vehicles
Mobility CarsharingMobility114.8K4.5Travel & Local
autoconneqtautoSense64.1K—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 (2023Q4–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Road Transport Tech78100.5MMAPS.ME: Offline maps GPS Nav 96.7M
Online Travel396.8MMobility Carsharing 114.8K
Smart Public Transport51.6MFAIRTIQ 1.5M
Aviation It15592.5KAir Navigation Pro 510.4K
Logistics Tech74179.3Kautoconneqt 64.1K
Electric Vehicles8103.1KPick-e-Bike 43.6K
Connected Vehicles779.9KchargeON 13.2K
Enterprise Resource Planning528.3KWorldTracer BDS 22.5K

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.

2023Q1: 22023Q1: 12023Q12023Q2: 42023Q2: 02023Q22023Q3: 22023Q3: 72023Q32023Q4: 62023Q4: 22023Q42024Q1: 42024Q1: 22024Q12024Q2: 52024Q2: 02024Q22024Q4: 12024Q4: 62024Q42025Q1: 52025Q1: 22025Q12025Q2: 42025Q2: 62025Q22025Q3: 42025Q3: 212025Q32025Q4: 12025Q4: 162025Q42026Q1: 22026Q1: 232026Q1

Darker bars are new releases, lighter bars apps updated. 126 of 157 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Switzerland 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 tech184
Consumer digital107
Enterprise software105
Saas80
Shared mobility46
Logistics saas45
Marketplaces42
Gig employers40
Travel and hospitality saas33
Online rental29
Industry 4.021
Green transport20

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

184companies
7.6%have hiring activity

14 companies hiring · $543.18M disclosed funding

Explore in Radar

How companies make money

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

Subscription242
Commission on transaction135
E-commerce - service78
Fee-for-service71
E-commerce - product30
Physical commerce26
Advertising24
Renting / leasing16
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 9 dated reports
Mergers & acquisitionsstorabble.com ↗

storabble, a European self-storage inventory aggregator, has acquired German valet-storage company on-storage, including its brand assets, logistics-management systems and technology platform.

Funding roundsgeneralmagic.com ↗

closed an oversubscribed $7.2 mn seed round to accelerate deployment of SMS-based AI agents designed for insurance operations.

Funding roundsassaia.com ↗

Assaia, the Zurich-based aviation technology company, has raised $26.6 million in an oversubscribed Series B funding round led by Armira Growth, with participation from existing investors.

Mergers & acquisitionskardex.com ↗

Kardex has acquired a controlling majority stake in Rocket Solution GmbH to strengthen its strategic partnership.

Funding roundstethys-robotics.ch ↗

The Swiss deep-tech startup, spun out of ETH Zurich in 2021, has recently secured €3.5 million in pre-seed funding. The round was led by Redstone, with investments from Alpine VC, Euregio+, Zürcher Kantonalbank, the ETH Foundation, Kickfund, and Venture Kick.

Mergers & acquisitionsannanow.com ↗

Swiss-based technology company Annanow is excited to announce the strategic investment by entrepreneur Adrian Kreter who fully acquired the company in December, 2024.

Mergers & acquisitionsswisslog.com ↗

Swisslog has purchased Accalon, a leading manufacturer of conveyor systems and stacker cranes for warehouses and distribution centers, for an undisclosed sum.

Mergers & acquisitionssita.aero ↗

SITA, the airline-owned tech provider for much of the air travel industry, in June acquired Asistm as part of a goal to expand its operations-as-a-service business.

Earningsschweizer-electronic.com ↗

According to preliminary figures, SCHWEIZER achieved revenue of EUR 173.1 million in the 2025 financial year (previous year: EUR 144.5 million).

Full recorded event mix

Top 10 categories among 117 recorded events in the 24-month window.

Leadership moves
22
Earnings
22
Company announcements
18
New products
16
Contracts
16
Mergers & acquisitions
8
Funding rounds
6
Capital infusions
5
Board Updates
3
Job creation
1
3 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

3 tracked people moves

Thomas Gottwald

Departure Previously Chief Technology Officer

SITA ↗
Nathalie Altwegg

Appointment Senior Vice President of its Airports business segment

Swisslog ↗
Stefan Mahler

Appointment Previously Managing Director and Sales Director for Switzerland

Product launches

Products, platforms and features in the recorded window

SkyCell ↗
1500X container

Hybrid air‑freight container

Assaia ↗
AI aircraft turnaround management system

Air traffic management / AI

SITA ↗
OptiClimb

Flight optimisation solution

SITA ↗
SITA eWAS

Flight optimisation solution

Contract wins

12 recorded customer wins

Swisslog ↗

Customer: magnavaleCold storage

Swisslog ↗

Customer: satair

Customer: WEG Electric CorpWarehouse & Logistics

SITA ↗

Customer: Abu Dhabi Airports - Abu Dhabi International Airport

SITA ↗

Customer: philippine airlinesAviation

Customer: MAHLE Aftermarket

Earnings pulse

Reported company results in the recorded window.

3companies
19period observations
10.7%median reported growth

Median across 22 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
Storabble→on-storageAnnounced2026-02-26Not stated in snapshot
Kardex Group→rocket solutionAnnounced2025-12-01Not stated in snapshot
Adrian Kreter→Annanow ↗Announced2025-04-08Not stated in snapshot
SITA→ccmCompleted2025-03-31Not stated in snapshot
SITA→ccmCompleted2025-03-31Not stated in snapshot
Swisslog→Corob GroupAnnounced2025-02-14Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

225 postings in the preceding 12 months. The full 725-posting snapshot covers 270 employers.

Expand panel +

Most advertised job titles

Lead Consultant Sap Supply Chain & Logistics Solutions (W/M/D)30
Logistics Coordinator30
Global Logistics Manager15
Transportation Manager13
Logistics Specialist13
Contract Logistics Customer Service Warehousing11
1 internship postings

0 tracked postings mention remote work.

The seniority mix

338 postings specify a level.

unspecified
387
manager
126
lead
103
senior
69
intern
23
entry
17

Skills employers mention

Top skills across 725 tracked postings in the available jobs snapshot.

Logistics
1
Project Management
1
Technical Documentation
1
Systemengineering
1
THE PEOPLE BUILDING THE FIELD

Founders and leaders

179 founders and chief executives across 127 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

17 profiles with education records.

ETH Zurich
2
INSEAD
2
Massachusetts Institute of Technology
2
University of St.Gallen
2
University of Zurich
2
IMD Business School
1
University of Waterloo
1
The University of Edinburgh
1

Prior employers

1 profiles with prior-work records.

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

NEWS INTELLIGENCE

How this industry appears in the news

283,634 articles in the measured 12-month window.

Expand panel +
283,634articles in the measured year
33,696articles in 2026Q1
28.2%positive tone in the latest complete year

News volume trends

Transportation and Logistics Tech coverage across Switzerland · articles per complete quarter

057,601115,201172,802230,4022021Q2: 23,8892021Q22021Q3: 24,2652021Q4: 19,7832022Q1: 24,2072022Q2: 23,8462022Q22022Q3: 22,2632022Q4: 30,3612023Q1: 29,4572023Q2: 28,9012023Q22023Q3: 24,1452023Q4: 22,1012024Q1: 31,3102024Q2: 31,4372024Q22024Q3: 29,7262024Q4: 26,9442025Q1: 46,0082025Q2: 28,4622025Q22025Q3: 200,3502025Q4: 21,4172026Q1: 33,6962026Q1
View quarterly article counts
QuarterArticles
2021Q223,889
2021Q324,265
2021Q419,783
2022Q124,207
2022Q223,846
2022Q322,263
2022Q430,361
2023Q129,457
2023Q228,901
2023Q324,145
2023Q422,101
2024Q131,310
2024Q231,437
2024Q329,726
2024Q426,944
2025Q146,008
2025Q228,462
2025Q3200,350
2025Q421,417
2026Q133,696

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
42,850 positive · 4,370 neutral · 24,607 negative
2022
61,639 positive · 5,760 neutral · 33,096 negative
2023
63,987 positive · 4,877 neutral · 35,570 negative
2024
76,825 positive · 5,163 neutral · 37,245 negative
2025
83,537 positive · 5,563 neutral · 206,814 negative

Leading coverage topics

Transportation and Logistics Tech coverage across Switzerland · ranked by full-period article count.

International Sports Competitions19,112 articles in the full recorded period
4,066 recent · 4,312 prior
Olympic Games Coverage11,311 articles in the full recorded period
2,686 recent · 2,512 prior
International Political Relations10,798 articles in the full recorded period
2,775 recent · 2,442 prior
Soccer Women'S Leagues And Competitions10,349 articles in the full recorded period
0 recent · 0 prior
Sports Coaching Strategies8,289 articles in the full recorded period
7,484 recent · 214 prior
Youth Sports Development Programs8,207 articles in the full recorded period
7,426 recent · 215 prior
Winter Sports Coverage7,113 articles in the full recorded period
1,887 recent · 1,633 prior
Cryptocurrency Impact On Forex Markets6,943 articles in the full recorded period
1,819 recent · 1,481 prior
Trade Policies And Agreements6,504 articles in the full recorded period
3,726 recent · 1,537 prior
Championship Event Highlights6,208 articles in the full recorded period
1,395 recent · 1,506 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Transportation and Logistics Tech coverage across Switzerland

KeywordRecentPriorChange
tariff negotiations2,830956196%
free trade deals1,592485228%
trade dispute mechanisms1,517376303%
bilateral trade1,313335292%
diplomatic strategies64232796%
trade barrier reduction628230173%
preferential tariff623271130%
multilateral diplomacy611249145%
trade facilitation commitments548170222%
multilateral trade pact542172215%
europa league161899-82%
quarterfinals232675-66%
final match141639-78%
final match recaps252551-54%
multilateral accords164269-39%

Event and signal lenses

Transportation and Logistics Tech coverage across Switzerland

All complete annual cohorts shown
Rising

Regulatory Risk

144,205 classified articles

tariff negotiations, free trade deals, trade dispute mechanisms

40.9% critical · 30.9% positive
Rising

Funding Momentum

26,603 classified articles

currency intervention policies, inflation reports fx, quarterfinals

37.9% critical · 43.7% positive
Rising

Growth

40,177 classified articles

gdp growth forex, inflation reports fx, currency intervention policies

32.0% critical · 47.6% positive

Transportation and Logistics Tech coverage across Switzerland. 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
—India-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 diverse 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 operations and fleet oversight.

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 limitations and vehicle routing problems in 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 conventional 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 ObstaclesCommon problems researchers identify · 07

Biomass Supply Chain Obstacles

50 papers

6.5% of this theme group

Papers identify logistical and material challenges in biofuel production.

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 fleets.

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
Electrification and Urban Freight RisksCautions · 02

Electrification and Urban Freight Risks

51 papers

31.1% of this theme group

Research warns of performance and charging strategy issues for electric urban transport.

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 LimitsCautions · 03

Supply Chain Optimization Limits

24 papers

14.6% of this theme group

Studies note potential pitfalls when applying advanced analytics to supply chain management.

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 Trade‑offsCautions · 04

Biofuel Production Trade‑offs

19 papers

11.6% of this theme group

Works discuss cost and scale challenges in biomass‑based fuel supply chains.

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

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Advanced Supply Chain OptimizationOpportunities · 01

Advanced Supply Chain Optimization

892 papers

24.5% of this theme group

Opportunities focus on improving performance and risk handling across supply networks.

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 DesignOpportunities · 02

Vehicle Routing and Service Design

641 papers

17.6% of this theme group

Research explores robust routing, sizing, and scheduling for diverse transport 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

Papers propose data‑driven methods to enhance reliability and reduce downtime.

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 Assignment InnovationsOpportunities · 04

Aviation Fleet Assignment Innovations

502 papers

13.8% of this theme group

Studies develop integrated models for aircraft scheduling, routing, and fleet allocation.

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

Research highlights IoT‑enabled GPS 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 Vehicle Fleet Charging StrategiesOpportunities · 06

Electric Vehicle Fleet Charging Strategies

342 papers

9.4% of this theme group

Works address optimal charging infrastructure and battery management for urban EV 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

Papers present multi‑objective designs for eco‑friendly biofuel production from forest waste.

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%37.2%
Descriptive18.2%17.4%
Breakthrough14.6%26.5%
Problem-identifying12.7%9.3%
Comparative3.2%4.1%
Cautionary2.8%4.4%
Critical0.2%1.1%

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.

GEOGRAPHIC FOOTPRINT

Where companies are based

Company counts, hiring and disclosed funding across the recorded hubs.

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8 cards

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UNDERSTAND THE LANDSCAPE

Transportation and Logistics Tech in Switzerland: 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 ↗
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