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
ai industry,
in focus.

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

Snapshot: Funding in USD
Illustrated cover for AI Industry Landscape of Switzerland
CH
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

AI illustration
MEET THE COMPANIES

Explore Switzerland’s ai leaders

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

Expand panel +
AI company highlights in Switzerland, snapshot 2 September 2026
Company
Kandoukandou.ai$550.82M
Scanditscandit.com$273.1M477
Sophia Geneticssophiagenetics.com$248.81M6 roles3
NeuralConceptneuralconcept.com$136.98M42
Daedaleandaedalean.ai$72.57M123
Toloka Aitoloka.ai$72M581
Prove AIproveai.com$61.09M
BLP Digitalblp.digital$52.79M
CynLrcynlr.com7 roles58Financial figure available in RadarView in Radar
MachinaLabsmachinalabs.net5 roles
ALMANAKalmanak.co3 roles18
Agigoagigo.ai3 roles
Lumiphaselumiphase.com3 roles46
Retinai Medicalretinai.com3 roles41
Hi-D Imaginghidimaging.com2 roles7
Advertimaadvertima.com29
Aivideocutaivideocut.com
Assaiaassaia.com46
Billionsbillions.network
Cerrioncerrion.com10
Eleven Dynamics11dynamics.com14
Lakeralakera.ai7
Morgenmorgen.so5
Picterrapicterra.ch30
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
THE KEY SIGNALS

AI industry KPIs in Switzerland

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

2 September 2026
Hiring participation5.5%

25 of 455 tracked companies have open roles.

Funding participation18.5%

84 of 455 tracked companies have a recorded round.

Top 3 funding share52.5%

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

Median disclosed round$2.8M

Midpoint of 163 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 52.5% of disclosed capital, while 81.5% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Switzerland ai 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 ai
$0$116.21M$232.43M$348.64M$464.85M2016: $15.17M20162017: $46.22M20172018: $48.14M20182019: $198.18M20192020: $346.05M20202021: $125.79M20212022: $312.8M20222023: $128.54M20232024: $92.62M20242025: $407.77M2025
View the numbers
Annual ai funding and company formation in Switzerland
YearFunding (USD)FoundedRaising
2016$15.17M214
2017$46.22M305
2018$48.14M317
2019$198.18M1915
2020$346.05M2616
2021$125.79M3022
2022$312.8M3420
2023$128.54M4812
2024$92.62M6911
2025$407.77M7422
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Kandou27.0%
  • Scandit13.4%
  • Sophia Genetics12.2%
  • Other companies47.5%

Funding by stage

208 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel95 45.7%
Series A–B52 25.0%
Series C+ / PE13 6.2%
Grants, debt & other48 23.1%

Recent recorded rounds

Latest recorded rounds · USD
6 rounds

Swipe or scroll horizontally to browse.

Seed05/2026
Moonlight AI $3.3M

Backed by Lotus One Investment and VP Venture Partners and others.

Series E03/2026
Kandou $225M

Backed by Maverick Silicon and SoftBank Group and others.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series E03/2026
Kandoukandou.ai$225M

Backed by Maverick Silicon and SoftBank Group and others.

Series C11/2020
Kandoukandou.ai$92.3M

Backed by Bessemer Venture Partners and Climb Ventures and others.

Series D12/2021
Kandoukandou.ai$75M

Backed by Bessemer Venture Partners and DC Investment Partners.

Series D08/2023
Kandoukandou.ai$72.3M

Participating investors were not recorded in this snapshot.

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 455 companies on this page carry a measured traffic record (1.5%); these are the largest of those, by monthly visits. The median among them is 206,912 visits.

CompanyMonthly visitsAuthorityMobile
Toloka Aitoloka.ai3,079,8504539.1%
samplabsamplab.com439,6313325.6%
Scanditscandit.com233,6414671.8%
Lakeralakera.ai206,9124051.2%
Pikzelspikzels.com132,5263121.3%
Voices AIgetvoices.ai129,6532765.4%
Permissionpermission.ai27,0243247.7%

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

Most-installed apps

22 of these companies (4.8%) publish at least one Android app — 33 apps in all, carrying 41.6M installs between them.

Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2023Q1–2026Q1).

SegmentAppsInstallsLeading appRelease trend
Artificial Intelligence2540.7MToloka: Earn online 25.9M
Ai Infrastructure326MToloka Annotators 55.8K
Generative Ai414MVoices AI: Voice Changer 11.3M
Customer Service Software22.7MTypewise Custom Keyboard 2.7M
Cybersecurity111.2MScandit SDK Showcase 821.8K
Image Recognition9894.4KScandit Healthcare 24.4K
Computer Vision9889.4KScandit Express 12.1K
Augmented Reality8888KScandit Keyboard Wedge 9.9K

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: 12023Q1: 02023Q12023Q3: 32023Q3: 02023Q32023Q4: 12023Q4: 12023Q42024Q1: 12024Q1: 32024Q12024Q3: 12024Q3: 02024Q32024Q4: 12024Q4: 02024Q42025Q2: 52025Q2: 12025Q22025Q3: 12025Q3: 02025Q32025Q4: 12025Q4: 22025Q42026Q1: 22026Q1: 102026Q1

Darker bars are new releases, lighter bars apps updated. 32 of 33 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 ai market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Enterprise tech336
Enterprise software254
Saas233
Deep tech160
Consumer digital85
Native ai in healthcare37
Fintech37
Healthtech29
Native ai in financial services29
Ai-native computer vision28
Native ai in software development28
Native ai in marketing20

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

336companies
7.1%have hiring activity

24 companies hiring · $2.03B disclosed funding

Explore in Radar

How companies make money

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

Subscription418
Fee-for-service25
Commission on transaction16
Advertising9
E-commerce - service8
E-commerce - product7
Licensing3
Physical commerce3
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Mergers & acquisitionslakera.ai ↗

These moves build on the Q4 2025 acquisition of Lakera AI for $190 million net cash.

Funding roundsneuralconcept.com ↗

Neural Concept has secured $100 million in Series C funding to expand its AI-native engineering design platform.

Mergers & acquisitionsdaedalean.ai ↗

Destinus , a private European aerospace company, completed the acquisition of Daedalean AI , a pioneer in safety-critical, certifiable AI avionics software, for $225m.

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.

Funding roundscerrion.com ↗

Cerrion, a Zurich, Switzerland-based AI video agent platform, has raised $18 million in Series A funding.

Funding roundsdeepjudge.ai ↗

Zurich-based DeepJudge, which says it helps legal teams with AI-powered search, raised $41.2 million last week at a $300 million valuation.

Funding roundsveezoo.com ↗

Veezoo, a Swiss Agentic Analytics company that empowers users to make decisions with confidence using data, announced a €5 million Series A funding to accelerate its expansion in Europe and the United States.

Funding roundsalmanak.co ↗

Public token sales represented only $30.7 million across seven projects, including Lombard's $6.75 million and Almanak's dual raises totaling nearly $11 million.

Funding roundsurbandatalab.ch ↗

UrbanDataLab Raises $1.8Mil. in Series A Funding to Advance AI Biomarker Discovery Platform

Full recorded event mix

Top 8 categories among 74 recorded events in the 24-month window.

Funding rounds
28
Earnings
14
Leadership moves
9
Mergers & acquisitions
8
Company announcements
6
Capital infusions
4
New products
4
Contracts
1
2 activity cards

Swipe or scroll horizontally to browse.

Product launches

Products, platforms and features in the recorded window

Typewise ↗
AI Supervisor Engine

Product

Assaia ↗
AI aircraft turnaround management system

Air traffic management / AI

Earnings pulse

Reported company results in the recorded window.

1companies
14period observations
18.5%median reported growth

Median across 14 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
check point software technologiesLakera ↗Announced2026-02-13$190.0M
destinusDaedalean ↗Completed2026-01-06$225.0M
ValorySummit Coal Limited Partnership and Summit Coal Inc.Announced2025-02-11$14.2M
UniqueSygoCompleted2024-09-30Not stated in snapshot
abbSevensense ↗Announced2024-01-18Not stated in snapshot
totalenergiesPredictive Layer ↗Completed2023-12-14Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

71 postings in the preceding 12 months. The full 379-posting snapshot covers 12 employers.

Expand panel +

Most advertised job titles

Customer Care Specialist151
Senior Marketing Manager (Deutschschweiz)30
Senior 3D Generalist12
Head Of Brand & Communications10
Senior Cloud Animation System Engineer Avatar Ai10
Regulatory Affairs (Ivdr) Manager / Sr Manager8
0 internship postings

0 tracked postings mention remote work.

The seniority mix

147 postings specify a level.

unspecified
232
senior
88
lead
31
manager
18
intern
10

Skills employers mention

Top skills across 379 tracked postings in the available jobs snapshot.

Python
3
Diffusion
2
Llms
2
Deep Learning
2
Pytorch
2
Prompt Injection
1
Vision/Video
1
Flow Based Image Generation
1
Inference Pipeline
1
Generative Modeling
1
ADVERTISED PAY$80.1K/ year

Median across 62 postings with pay data, expressed in USD.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

342 founders and chief executives across 178 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

36 profiles with education records.

University of Cambridge
5
ETH Zurich
4
Imperial College London
4
Massachusetts Institute of Technology
3
INSEAD
3
University of St.Gallen
3
Carnegie Mellon University
2
University College London
2

Prior employers

16 profiles with prior-work records.

Google
9
Microsoft
2
eBay
1
Bain
1
Cisco
1
McKinsey
1
Boston Consulting Group
1

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

NEWS INTELLIGENCE

How this industry appears in the news

27,187 articles in the measured 12-month window.

Expand panel +
27,187articles in the measured year
10,874articles in 2026Q1
75.9%positive tone in the latest complete year

News volume trends

AI coverage across Switzerland · articles per complete quarter

03,1266,2539,37912,5052021Q2: 3,3092021Q22021Q3: 2,7732021Q4: 2,6542022Q1: 3,2322022Q2: 3,3562022Q22022Q3: 2,5712022Q4: 3,3332023Q1: 4,1442023Q2: 7,1392023Q22023Q3: 3,6622023Q4: 3,8922024Q1: 5,9402024Q2: 5,2642024Q22024Q3: 4,5862024Q4: 5,1462025Q1: 9,8362025Q2: 5,4142025Q22025Q3: 5,6272025Q4: 5,2002026Q1: 10,8742026Q1
View quarterly article counts
QuarterArticles
2021Q23,309
2021Q32,773
2021Q42,654
2022Q13,232
2022Q23,356
2022Q32,571
2022Q43,333
2023Q14,144
2023Q27,139
2023Q33,662
2023Q43,892
2024Q15,940
2024Q25,264
2024Q34,586
2024Q45,146
2025Q19,836
2025Q25,414
2025Q35,627
2025Q45,200
2026Q110,874

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
6,472 positive · 160 neutral · 2,727 negative
2022
9,039 positive · 222 neutral · 3,209 negative
2023
11,750 positive · 228 neutral · 6,844 negative
2024
16,087 positive · 299 neutral · 4,530 negative
2025
19,778 positive · 374 neutral · 5,903 negative

Leading coverage topics

AI coverage across Switzerland · ranked by full-period article count.

Nationalism And Sovereignty Debates3,568 articles in the full recorded period
100 recent · 32 prior
Political Think Tank Research3,492 articles in the full recorded period
56 recent · 35 prior
Political Biographies And Memoirs3,489 articles in the full recorded period
48 recent · 19 prior
Political Philosophy Discussions3,484 articles in the full recorded period
42 recent · 26 prior
Political Theory And Ideology Analysis3,466 articles in the full recorded period
40 recent · 18 prior
Comparative Government Studies3,447 articles in the full recorded period
39 recent · 10 prior
International Political Relations2,524 articles in the full recorded period
422 recent · 335 prior
Cryptocurrency Impact On Forex Markets1,834 articles in the full recorded period
689 recent · 374 prior
Political Satire And Commentary1,497 articles in the full recorded period
94 recent · 78 prior
Political Campaign Strategies1,350 articles in the full recorded period
28 recent · 40 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

AI coverage across Switzerland

KeywordRecentPriorChange
tariff negotiations32991262%
responsible ai22314950%
ai regulation compliance18212546%
trade dispute mechanisms16620730%
free trade deals12336242%
multilateral diplomacy11341176%
decentralized forex11038189%
bilateral trade10217500%
diplomatic strategies9239136%
stablecoin fx impact8620330%
fx trading bots2746-41%
neural network ventures2944-34%

Event and signal lenses

AI coverage across Switzerland

All complete annual cohorts shown
Rising

Regulatory Risk

30,141 classified articles

ai regulation compliance, responsible ai, ai research

50.5% critical · 40.2% positive
Rising

Funding Momentum

7,566 classified articles

neural network ventures, ai infrastructure financing, ai chip investments

47.1% critical · 55.8% positive
Rising

Growth

11,725 classified articles

earnings report, quarterly financials, financial report

42.2% critical · 49.4% positive

AI coverage across Switzerland. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What AI research is working on

37,758 papers in the recorded worldwide scope.

Expand panel +
37,758papers
37,758worldwide comparison pool
India-affiliated papers

Research orientation

Breakthrough
19,794
Descriptive
6,479
Promising
6,058
Problem-identifying
2,131
Comparative
1,119
Cautionary
1,100
Critical
1,077

Contribution mix

Methods-led
22,175
Empirical
9,051
Theoretical
2,831
Reviews
2,576
Position pieces
1,125

Tone counts: 34,296 positive · 2,499 neutral · 963 negative.

Common problems researchers identify
3,208 papers · 8.5% of this field
  • Generative grammar185 papers
  • Benchmark136 papers
  • Cognition134 papers
  • Applications of artificial intelligence106 papers
  • Natural98 papers
  • Corporate governance90 papers
  • Software deployment78 papers
  • Consciousness78 papers

Landmark: Reflecting on reflexive thematic analysis

Cautions
1,100 papers · 2.9% of this field
  • Generative grammar78 papers
  • Robustness56 papers
  • Benchmark52 papers
  • Applications of artificial intelligence42 papers
  • Reliability41 papers
  • Cognition37 papers
  • Pattern recognition37 papers
  • Language model35 papers

Landmark: A Survey on Transfer Learning

Opportunities
25,852 papers · 68.5% of this field
  • Pattern recognition1,555 papers
  • Robustness1,413 papers
  • Benchmark1,411 papers
  • Convolutional neural network967 papers
  • Scalability940 papers
  • Representation901 papers
  • Reinforcement learning846 papers
  • Segmentation834 papers

Landmark: Deep Residual Learning for Image Recognition

Leading institutions

Google
852,969
University of California, Berkeley
417,458
Meta
388,739
Microsoft Research
371,211
Stanford University
333,419
University of Toronto
281,644

Leading researchers

Kaiming He
499,175
Jian Sun
371,660
Shaoqing Ren
328,758
Ross Girshick
293,525
Xiangyu Zhang
267,982
Geoffrey E. Hinton
182,308
Ilya Sutskever
170,441
Alex Krizhevsky
141,812

Highly cited breakthrough-labelled papers

  • ImageNet classification with deep convolutional neural networks75,550 citations
  • Very Deep Convolutional Networks for Large-Scale Image Recognition75,407 citations
  • MizAR 60 for Mizar 5074,517 citations
  • Scikit-learn: Machine Learning in Python63,388 citations
  • ImageNet: A large-scale hierarchical image database60,625 citations

Common problems researchers identify

6,748 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Cloud Computing / Edge ComputingCommon problems researchers identify · 01

Cloud Computing / Edge Computing

1,443 papers

24.1% of this theme group

Cloud computing (1,335) · Edge computing (119) · Enhanced Data Rates for GSM Evolution (99) · Scalability (137)

Cloud Computing: Issues and Challenges

Cloud Computing Resource Scheduling and a Survey of Its Evolutionary Approaches

View research history
YearShare index
2022127.0
2023132.4
2024117.6
2025230.9
Benchmark / RepresentationCommon problems researchers identify · 02

Benchmark / Representation

1,403 papers

23.4% of this theme group

Benchmark (68) · Representation (38) · Language model (24) · Pattern recognition (28)

Representation Learning: A Review and New Perspectives

Machine Learning Interpretability: A Survey on Methods and Metrics

View research history
YearShare index
202221.9
202329.4
202421.0
202528.0
Computer Security / Cloud Computing SecurityCommon problems researchers identify · 03

Computer Security / Cloud Computing Security

869 papers

14.5% of this theme group

Computer security (285) · Cloud computing security (257) · Cloud computing (713) · Data security (56)

An analysis of security issues for cloud computing

Cloud computing security threats and responses

View research history
YearShare index
2022497.6
2023506.5
2024542.9
2025412.8
Applications Of Artificial Intelligence / Human IntelligenceCommon problems researchers identify · 04

Applications Of Artificial Intelligence / Human Intelligence

809 papers

13.5% of this theme group

Applications of artificial intelligence (104) · Human intelligence (31) · Generative grammar (62) · Corporate governance (55)

DEVELOPMENT OF ARTIFICIAL INTELLIGENCE AND ITS RISKS: TECHNOLOGICAL PROGRESS AND THE FUTURE OF HUMANITY

Artificial intelligence agents and agentic AI systems: Architectures, capabilities, applications, challenges, and future directions

View research history
YearShare index
202239.2
202360.6
202491.4
2025201.5
Integrated Circuit / Electronic CircuitCommon problems researchers identify · 05

Integrated Circuit / Electronic Circuit

614 papers

10.2% of this theme group

Integrated circuit (127) · Electronic circuit (81) · Transistor (47) · CMOS (40)

Quantitatively analyzing the performance of integrated circuits and their reliability

Analog/Mixed-Signal Circuit Synthesis Enabled by the Advancements of Circuit Architectures and Machine Learning Algorithms

View research history
YearShare index
202246.3
202345.7
202436.2
202536.8
Digital Transformation / Cloud ComputingCommon problems researchers identify · 06

Digital Transformation / Cloud Computing

454 papers

7.6% of this theme group

Digital transformation (156) · Cloud computing (310) · Digital economy (44) · Industry 4.0 (42)

Digital Transformation in Business: Opportunities and Challenges

Digital Transformation in a Modern Organization: Opportunities and Challenges

View research history
YearShare index
202259.5
202367.4
202489.4
2025136.8
Energy Management / Energy Management SystemCommon problems researchers identify · 07

Energy Management / Energy Management System

408 papers

6.8% of this theme group

Energy management (79) · Energy management system (39) · Heat pump (38) · Energy (43)

Energy management in microgrid and multi‐microgrid

Intelligent Energy Management System of a Microgrid Using Optimization Techniques

View research history
YearShare index
202215.8
202317.1
202418.3
202521.8

Cautions

2,037 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Pattern Recognition / Language ModelCautions · 01

Pattern Recognition / Language Model

572 papers

28.1% of this theme group

Pattern recognition (26) · Language model (20) · Benchmark (32) · Robustness (34)

Making better M <scp>axent</scp> models of species distributions: complexity, overfitting and evaluation

Causal Representation Learning on High-Dimensional Data: Benchmarks, Reproducibility, and Evaluation Metrics

View research history
YearShare index
202219.1
202327.1
202418.6
202526.1
Cloud Computing / Operating SystemCautions · 02

Cloud Computing / Operating System

289 papers

14.2% of this theme group

Cloud computing (225) · Operating system (44) · Distributed computing (22) · Virtualization (20)

Performance Analysis of Cloud Computing Services for Many-Tasks Scientific Computing

Optimizing low latency public cloud systems: Strategies for network, compute and storage efficiency

View research history
YearShare index
2022438.3
2023417.3
2024413.0
2025282.3
Applications Of Artificial Intelligence / Generative GrammarCautions · 03

Applications Of Artificial Intelligence / Generative Grammar

281 papers

13.8% of this theme group

Applications of artificial intelligence (39) · Generative grammar (52) · Transformative learning (22) · MEDLINE (17)

Artificial Intelligence toward Sustainable Impact Accelerator through Education, Research, and Advocacy: Critical Assessments

Artificial intelligence (AI) in psychology: a commentary on AI’s emerging role and the ensuing conversation.

View research history
YearShare index
202243.9
202373.5
2024114.3
2025242.2
Aerosol / Atmospheric SciencesCautions · 04

Aerosol / Atmospheric Sciences

270 papers

13.3% of this theme group

Aerosol (57) · Atmospheric sciences (49) · Meteorology (41) · Satellite (47)

Exposing Global Cloud Biases in the Community Atmosphere Model (CAM) Using Satellite Observations and Their Corresponding Instrument Simulat

Challenges in global climate models to represent cloud response to aerosols: insights from volcanic eruptions

View research history
YearShare index
2022133.3
2023131.6
2024122.1
202594.9
Electronic Circuit / Integrated CircuitCautions · 05

Electronic Circuit / Integrated Circuit

253 papers

12.4% of this theme group

Electronic circuit (40) · Integrated circuit (33) · Transistor (23) · CMOS (22)

Evaluating the Impact of Process Variability and Radiation Effects on Different Transistor Arrangements

The Impact of Process Variations on the Thermo-Mechanical Behavior of 3D Integrated Circuits

View research history
YearShare index
202246.3
202345.7
202436.2
202536.8
Cloud Computing / Digital TransformationCautions · 06

Cloud Computing / Digital Transformation

207 papers

10.2% of this theme group

Cloud computing (173) · Digital transformation (37) · Information technology (21) · Big data (27)

The impact of cloud computing technology on cloud accounting adoption and financial management of businesses

Evolution, impact, and future of cloud computing

View research history
YearShare index
2022201.8
2023208.7
2024241.6
2025388.5
Cloud Computing / Computer SecurityCautions · 07

Cloud Computing / Computer Security

165 papers

8.1% of this theme group

Cloud computing (111) · Computer security (34) · Cloud computing security (34) · Encryption (22)

Secure cloud computing: Benefits, risks and controls

A survey of risks, threats and vulnerabilities in cloud computing

View research history
YearShare index
2022502.8
2023510.6
2024540.9
2025414.2

Opportunities

54,123 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Pattern Recognition / Convolutional Neural NetworkOpportunities · 01

Pattern Recognition / Convolutional Neural Network

2,062 papers

34.4% of this theme group

Pattern recognition (165) · Convolutional neural network (122) · Representation (86) · Robustness (126)

Accelerating Deep Learning Inference for Brain Tumor Segmentation: A Review of Architectures, Frameworks, and Clinical Translation

FedLAGC: Towards High Performance System-Heterogeneous Federated Learning via Layer-Adaptive Submodel Extraction and Gradient Correction

View research history
YearShare index
2022171.2
2023162.8
2024111.8
2025189.7
Cloud Computing / ScalabilityOpportunities · 02

Cloud Computing / Scalability

1,274 papers

21.2% of this theme group

Cloud computing (1,056) · Scalability (206) · Scheduling (105) · Internet of Things (94)

AI-DRIVEN CLOUD COMPUTING: MACHINE LEARNING MODELS FOR DYNAMIC RESOURCE ALLOCATION, TASK SCHEDULING, AND PERFORMANCE OPTIMIZATION

Integrating Artificial Intelligence with Cloud Platforms to Optimize Performance, Scalability, and Reliability in Distributed Computing Syst

View research history
YearShare index
2022184.6
2023190.6
2024207.0
2025345.7
Integrated Circuit / Electronic CircuitOpportunities · 03

Integrated Circuit / Electronic Circuit

813 papers

13.6% of this theme group

Integrated circuit (118) · Electronic circuit (107) · CMOS (91) · Chip (71)

Design of On-Chip Lightweight Sensors for Effective Detection of Recycled ICs

Hierarchical Analog/Mixed-Signal Circuit Optimization Under Process Variations and Tuning

View research history
YearShare index
202251.2
202349.3
202438.5
202536.6
Encryption / Cloud ComputingOpportunities · 04

Encryption / Cloud Computing

629 papers

10.5% of this theme group

Encryption (135) · Cloud computing (462) · Computer security (87) · Intrusion detection system (62)

A Secure and Intelligent Data Transfer System for Cloud Environments using Hybrid Cryptography and Deep Learning-based Intrusion Detection

MULTI-LAYERED AUTHENTICATION AND ENCRYPTION FOR CLOUD SAFETY

View research history
YearShare index
2022507.6
2023515.5
2024548.3
2025436.1
Energy Management / Energy Management SystemOpportunities · 05

Energy Management / Energy Management System

479 papers

8.0% of this theme group

Energy management (188) · Energy management system (111) · Microgrid (70) · Smart grid (70)

Design and Implementation of a Microgrid Energy Management System

Study of Energy Management System and IOT Integration in Smart Grid

View research history
YearShare index
202229.8
202330.5
202429.3
202528.9
Point Cloud / Cloud ComputingOpportunities · 06

Point Cloud / Cloud Computing

453 papers

7.5% of this theme group

Point cloud (188) · Cloud computing (301) · Lidar (34) · Satellite (39)

PointAugment: An Auto-Augmentation Framework for Point Cloud Classification

Enhanced Point Cloud Object Classification using Convolutional Neural Networks and Bearing Angle Image

View research history
YearShare index
202283.5
202386.5
202480.7
202573.6
Enhanced Data Rates For Gsm Evolution / Edge ComputingOpportunities · 07

Enhanced Data Rates For Gsm Evolution / Edge Computing

290 papers

4.8% of this theme group

Enhanced Data Rates for GSM Evolution (154) · Edge computing (120) · Edge device (52) · Mobile edge computing (30)

Secure Data Sharing and Searching at the Edge of Cloud-Assisted Internet of Things

Implementasi Edge Computing untuk Optimalisasi Pengumpulan Data Sensor pada Smart Building

View research history
YearShare index
202262.6
202362.2
202463.3
202585.4

How this field compares with the research baseline

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

Research orientationThis fieldReference sample
Breakthrough52.4%26.7%
Descriptive17.2%17.1%
Promising16.0%37.2%
Problem-identifying5.6%9.5%
Comparative3.0%3.9%
Cautionary2.9%4.5%
Critical2.9%1.0%

Concerns receiving less research attention

Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.

Concern / example paperPapersShareRaised as a problemWorldwide share
Privacy & surveillanceFake News Detection on Social Media1,9312.59%409 (21.2%)2.59%
Energy & datacenter footprintHarnessing Green IT: Principles and Practices8091.09%113 (14.0%)1.09%
Safety & misuseSurvey of Hallucination in Natural Language Generation2180.29%39 (17.9%)0.29%
Water useAccelerating thermal simulations of 3D ICs with liquid cooling using neural networks1220.16%12 (9.8%)0.16%
Bias & fairnessDouble/debiased machine learning for treatment and structural parameters690.09%17 (24.6%)0.09%
Carbon & emissions of computeMeasuring the Carbon Intensity of AI in Cloud Instances590.08%10 (16.9%)0.08%
Concentration of compute powerGeopolitical ecologies of cloud capitalism: Territorial restructuring and the making of national computing power in the 270.04%9 (33.3%)0.04%
Hardware, e-waste & supply chainDigital Detox: Reducing E-Waste Through Sustainable Technology Practices230.03%4 (17.4%)0.03%
Labour & data workRobots and Jobs: Evidence from US Labor Markets220.03%10 (45.5%)0.03%

Research orientation and citation rankings describe the covered collection. Its recorded publication dates do not support an overall publication-volume trend.

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

INNOVATION SIGNALS

Who files AI patents in Switzerland

Published patent filings in the recorded source window.

Expand panel +
4,694filings 2016–2025
922assignees
930peak annual filings

Filing momentum

02675358021,0702016: 8420162017: 1292018: 16720182019: 2362020: 38420202021: 5352022: 72720222023: 6902024: 81220242025: 9302025

Who files the most

ABB Schweiz
487
Hoffmann LA Roche
288
Yandex Europe
233
ST Microelectronics INT NV
217
Terra Quantum
171
Disney Entpr
152
Smith & Nephew Orthopaedics
151
Smith & Nephew
151
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

AI 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: 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