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 THE NETHERLANDS EDITION 2026

the Netherlands’s
ai industry,
in focus.

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

Snapshot: Funding in USD
Illustrated cover for AI Industry Landscape of the Netherlands
NL
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

AI illustration
MEET THE COMPANIES

Explore the Netherlands’s ai leaders

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

Expand panel +
AI company highlights in the Netherlands, snapshot 3 September 2026
Company
Nebiusnebius.com$3.7B—328—
Axelera AIaxelera.ai$422.95M4 roles130—
Wonderfulwonderful.ai$284M———
CM Telecomcm.com$135.84M—21—
Cradlecradle.bio$102.71M—14—
FRISSfriss.com$88.67M—208—
Innaterainnatera.com$59.84M—58—
Sourcesource.ag$54.53M—94—
BRAINCREATORSbraincreators.com—2 roles36—
Nicolabnicolab.com—2 roles50—
Yasuyasu.cloud—2 roles——
AM-Flowam-flow.com—1 roles37—
BlueGenbluegen.ai—1 roles10—
INNVOLVEinnvolve-it.nl—1 roles72—
Thironathirona.eu—1 roles61—
20Face20face.com——10—
Anyoneanyone.com——75—
CodeSandboxcodesandbox.io——24—
Fizyrfizyr.com——43—
Flow AIflow-ai.com————
Klippaklippa.com——98—
LangWatchlangwatch.ai————
Samoticssamotics.com——104—
ScreenPointscreenpoint-medical.com——58—
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 the Netherlands

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

3 September 2026
Hiring participation5.0%

19 of 382 tracked companies have open roles.

Funding participation23.0%

88 of 382 tracked companies have a recorded round.

Top 3 funding share82.4%

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

Median disclosed round$2.66M

Midpoint of 137 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 82.4% of disclosed capital, while 77.0% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How the Netherlands 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

the Netherlands ai
$0$368.96M$737.93M$1.11B$1.48B2016: $6.29M20162017: $69.29M20172018: $7.14M20182019: $21.9M20192020: $45.39M20202021: $281.27M20212022: $122.51M20222023: $141.66M20232024: $934.34M20242025: $1.29B2025
View the numbers
Annual ai funding and company formation in the Netherlands
YearFunding (USD)FoundedRaising
2016$6.29M223
2017$69.29M138
2018$7.14M265
2019$21.9M2812
2020$45.39M2913
2021$281.27M2415
2022$122.51M2113
2023$141.66M5311
2024$934.34M4514
2025$1.29B3423
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Nebius69.2%
  • Axelera AI7.9%
  • Wonderful5.3%
  • Other companies17.6%

Funding by stage

177 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel83 46.9%
Series A–B48 27.1%
Series C+ / PE3 1.7%
Grants, debt & other43 24.3%

Recent recorded rounds

Latest recorded rounds · USD
5 rounds

Swipe or scroll horizontally to browse.

Series C04/2026
ScreenPoint $13.99M

Backed by Insight Partners and Siemens Healthineers.

Series B03/2026
Wonderful $150M

Backed by Insight Partners and Index Ventures and others.

Seed03/2026
Waving $2.98M

Backed by Caesar and SIVentures and others.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series B07/2021
FRISSfriss.com$65M

Backed by Accel-KKR and Aquiline Capital Partners.

Series A06/2022
Peptonepeptone.io$40M

Backed by Bessemer Venture Partners and F-Prime Capital 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 Netherlands; this is a checked implementation boundary, not evidence that filings are absent.; No reviewed exact national-ID connector has yet been qualified for Netherlands; this is a checked implementation boundary, not evidence that filings are absent.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Most-installed apps

17 of these companies (4.4%) publish at least one Android app — 25 apps in all, carrying 845.9K installs between them.

AppInstallsRatingStore category
AI Skin Scanner & Mole checkerSkinive578.3K4.1Medical
VOYP - Voice Over Your PhoneVOYP96.7K3.5Communication
SumadiSumadi44.1K—Education
SkiniveMD: for medical doctorsSkinive38.7K—Health & Fitness
LudimosLudimos28.8K—Sports
Doxis SpendControlKlippa26.8K—Business
FastIDFastID9.9K—Productivity
Healsens: health&mood trackerHealsens8K—Health & Fitness
Sermon MakerVerble4.6K—Productivity
Norma DriverSoftec2.6K—Tools

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

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2023Q1–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Artificial Intelligence23836.1KAI Skin Scanner & Mole checker 578.3K
Image Recognition7698.2KSumadi 44.1K
Computer Vision7688.4KSkiniveMD: for medical doctors 38.7K
Cybersecurity5671.1KFastID 9.9K
Regtech4626.9KVIEW 10
Healthcare It5626.8KHealsens: health&mood tracker 8K
Finance & Accounting Tech428.5KDoxis SpendControl 26.8K
Online Travel227.1KKlippa IDP Solutions 381

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: 02023Q12024Q1: 12024Q1: 02024Q12024Q3: 12024Q3: 02024Q32025Q4: 22025Q4: 22025Q42026Q1: 12026Q1: 92026Q1

Darker bars are new releases, lighter bars apps updated. 20 of 25 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The the Netherlands 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 tech276
Enterprise software202
Saas185
Deep tech147
Consumer digital58
Native ai in software development39
Native ai in marketing34
Healthtech30
Native ai in healthcare30
Fintech30
Native ai in financial services28
Ai-native computer vision28

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

276companies
5.8%have hiring activity

16 companies hiring · $1.36B disclosed funding

Explore in Radar

How companies make money

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

Subscription338
Fee-for-service28
Commission on transaction24
Advertising17
E-commerce - service16
E-commerce - product10
Physical commerce6
Licensing5
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 5 dated reports
Mergers & acquisitionsnebius.com ↗

On May 1, 2026, Nebius Group N.V. (“Nebius”), Empire Acquisition Corp 1, Inc., a wholly owned subsidiary of Nebius (“Merger Sub 1”) and Empire Acquisition Corp 2, Inc., a wholly owned subsidiary of Nebius (“Merger Sub 2”) entered into an agreement and plan of merger (the “Merger Agreement”) with MagicByte, Inc. (d/b/a Eigen AI Labs) (the “Target”)

Funding roundsaxelera.ai ↗

Eindhoven-based Axelera AI develops purpose-built AI hardware acceleration technology for computer vision and generative AI applications.

Funding roundshulo.ai ↗

HULO, a Leeuwarden, Netherlands-based watertech startup that uses AI to detect leaks in water infrastructures, has raised €2.3 million in Seed funding.

Contractsinnatera.com ↗

Innatera has appointed Intralink, an international business development consultancy, to introduce Innatera's ultra-low-power AI technologies to Asia.

Full recorded event mix

Top 9 categories among 160 recorded events in the 24-month window.

Funding rounds
53
Company announcements
31
Contracts
27
Earnings
26
Leadership moves
8
Capital infusions
6
IPO activity
4
Mergers & acquisitions
4
New products
1
3 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

1 companies with recorded IPO activity

Nebius ↗

IPO · NASDAQ4 reports

Leadership moves

2 tracked people moves

Nebius ↗
Dan Lawrence

Appointment Senior Vice President and General Manager for the Americas

Nebius ↗
John Haarer

Appointment General Manager for Asia-Pacific and Japan

Contract wins

6 recorded customer wins

Nebius ↗

Customer: metaTechnology

Nebius ↗

Customer: Meta PlatformsAI compute

Axelera AI ↗

Customer: sac groupEdge AI

Earnings pulse

Reported company results in the recorded window.

1companies
42period observations
355.0%median reported growth

Median across 12 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
Nebius→MagicByte, Inc. (d/b/a Eigen AI Labs)Announced2026-05-01$98.0M
Nebius→TavilyAnnounced2026-02-11$275.0M
Nebius→alphaaiAnnounced2026-02-09Not stated in snapshot
ser group→Klippa ↗Announced2025-03-25Not stated in snapshot
abb→Samotics ↗Announced2022-09-28Not stated in snapshot
fenergo→Sentinels ↗Announced2022-05-02Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

14 postings in the preceding 12 months. The full 110-posting snapshot covers 64 employers.

Expand panel +

Most advertised job titles

Machine Learning Engineer4
Phd Position Machine Learning For Robust Perception Of Radar Images2
Data Engineer Team Data Science2
Machine Learning Researcher2
Traineeship Data Science & Ai2
Vacature In Den Bosch: Data Science/Engineering/Machine Learning Talent Gezocht!2
1 internship postings

4 tracked postings mention remote work.

The seniority mix

16 postings specify a level.

unspecified
94
senior
7
intern
5
lead
3
manager
1

Skills employers mention

Top skills across 110 tracked postings in the available jobs snapshot.

Machine Learning
31
Python
27
Data Science
24
Sql
13
Artificial Intelligence
11
Cloud
9
Network Security
7
Software Security
7
Blockchain
7
.Net
7
THE PEOPLE BUILDING THE FIELD

Founders and leaders

241 founders and chief executives across 147 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

32 profiles with education records.

University of Amsterdam
9
Massachusetts Institute of Technology
3
University of Manchester
2
Harvard University
2
Columbia University
2
Columbia Business School
2
University of Groningen
1
Universidad Politécnica de Madrid
1

Prior employers

11 profiles with prior-work records.

Google
2
Uber
2
Cisco
1
Microsoft
1
Intel
1
Bain
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

24,701 articles in the measured 12-month window.

Expand panel +
24,701articles in the measured year
7,367articles in 2026Q1
84.4%positive tone in the latest complete year

News volume trends

AI coverage across Netherlands · articles per complete quarter

02,1184,2366,3548,4722021Q2: 2,4672021Q22021Q3: 2,5232021Q4: 2,2482022Q1: 2,8172022Q2: 2,7962022Q22022Q3: 2,4502022Q4: 2,7832023Q1: 3,0082023Q2: 3,8152023Q22023Q3: 3,0572023Q4: 3,6092024Q1: 3,8912024Q2: 4,4182024Q22024Q3: 4,7642024Q4: 4,7172025Q1: 7,2342025Q2: 5,4422025Q22025Q3: 5,8522025Q4: 5,8622026Q1: 7,3672026Q1
View quarterly article counts
QuarterArticles
2021Q22,467
2021Q32,523
2021Q42,248
2022Q12,817
2022Q22,796
2022Q32,450
2022Q42,783
2023Q13,008
2023Q23,815
2023Q33,057
2023Q43,609
2024Q13,891
2024Q24,418
2024Q34,764
2024Q44,717
2025Q17,234
2025Q25,442
2025Q35,852
2025Q45,862
2026Q17,367

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
6,492 positive · 61 neutral · 1,241 negative
2022
9,173 positive · 76 neutral · 1,592 negative
2023
11,542 positive · 94 neutral · 1,839 negative
2024
15,126 positive · 96 neutral · 2,558 negative
2025
20,556 positive · 123 neutral · 3,685 negative

Leading coverage topics

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

New Product Launches And Innovations2,825 articles in the full recorded period
899 recent · 618 prior
Technology Adoption And Digital Transformation2,746 articles in the full recorded period
860 recent · 606 prior
Strategic Partnerships And Collaborations2,474 articles in the full recorded period
815 recent · 534 prior
Digital Transformation In Operations1,604 articles in the full recorded period
834 recent · 369 prior
Supply Chain Management Practices1,401 articles in the full recorded period
610 recent · 315 prior
Accounting And Financial Management Software1,309 articles in the full recorded period
548 recent · 352 prior
Industry Awards And Recognition Announcements1,201 articles in the full recorded period
303 recent · 316 prior
Enterprise Resource Planning (Erp) Solutions850 articles in the full recorded period
338 recent · 206 prior
Executive Leadership Changes And Appointments841 articles in the full recorded period
261 recent · 206 prior
Budgeting And Financial Forecasting Tools748 articles in the full recorded period
309 recent · 223 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

AI coverage across Netherlands

KeywordRecentPriorChange
financial control software37220383%
financial accounting software36825246%
financial reporting tools27615479%
accounts payable automation22215345%
warehouse management software19213245%
financial scenario planning1669378%
financial forecasting systems16470134%
supply chain erp1479850%
strategic implementation14061130%
inventory control systems1358069%
clean energy initiatives856-86%
economic slowdown653-89%
energy transition policies2149-57%
multi-currency642-86%
borderless commerce141-98%

Event and signal lenses

AI coverage across Netherlands

All complete annual cohorts shown
Rising

Regulatory Risk

20,096 classified articles

financial accounting software, accounting management systems, financial control software

38.5% critical · 52.9% positive
Rising

Funding Momentum

6,178 classified articles

neural network ventures, ai infrastructure financing, investment deal

36.5% critical · 67.4% positive
Rising

Growth

9,712 classified articles

quarterly financials, financial accounting software, earnings report

33.5% critical · 62.5% positive

AI coverage across Netherlands. 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.

Scalable Cloud and Edge ChallengesCommon problems researchers identify · 01

Scalable Cloud and Edge Challenges

1,443 papers

24.1% of this theme group

Papers discuss limitations in scaling cloud and edge infrastructures and handling high data rates.

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
Representation and Benchmarking IssuesCommon problems researchers identify · 02

Representation and Benchmarking Issues

1,403 papers

23.4% of this theme group

Works examine difficulties in learning robust representations and evaluating models with reliable benchmarks.

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
Cloud Security VulnerabilitiesCommon problems researchers identify · 03

Cloud Security Vulnerabilities

869 papers

14.5% of this theme group

Research highlights threats to data and services in cloud environments and gaps in protection mechanisms.

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
AI Applications and Governance RisksCommon problems researchers identify · 04

AI Applications and Governance Risks

809 papers

13.5% of this theme group

Studies explore societal and governance implications of deploying AI across diverse domains.

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 Design LimitsCommon problems researchers identify · 05

Integrated Circuit Design Limits

614 papers

10.2% of this theme group

Articles address reliability, performance, and variability challenges in modern semiconductor circuits.

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 ObstaclesCommon problems researchers identify · 06

Digital Transformation Obstacles

454 papers

7.6% of this theme group

Analyses focus on hurdles faced by organizations adopting cloud‑based digital economies and Industry 4.0.

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 in MicrogridsCommon problems researchers identify · 07

Energy Management in Microgrids

408 papers

6.8% of this theme group

Papers investigate optimization and control problems for efficient energy use in distributed grids.

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.

Robustness of Pattern and Language ModelsCautions · 01

Robustness of Pattern and Language Models

572 papers

28.1% of this theme group

Research warns about overfitting, evaluation bias, and stability concerns in modern learning systems.

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 and Virtualization Performance RisksCautions · 02

Cloud and Virtualization Performance Risks

289 papers

14.2% of this theme group

Works caution about latency, resource contention, and reliability issues in virtualized cloud services.

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
AI Impact on Education and PsychologyCautions · 03

AI Impact on Education and Psychology

281 papers

13.8% of this theme group

Studies raise concerns about ethical, methodological, and societal effects of AI in learning and mental health.

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
Atmospheric Modeling Cloud BiasesCautions · 04

Atmospheric Modeling Cloud Biases

270 papers

13.3% of this theme group

Papers highlight systematic errors in climate and aerosol simulations due to cloud representation.

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
Process Variability in Circuit FabricationCautions · 05

Process Variability in Circuit Fabrication

253 papers

12.4% of this theme group

Research points to manufacturing tolerances and radiation effects that threaten circuit reliability.

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 Adoption and Data GovernanceCautions · 06

Cloud Adoption and Data Governance

207 papers

10.2% of this theme group

Analyses discuss privacy, compliance, and management challenges as enterprises move to cloud platforms.

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
Encryption and Cloud Security GapsCautions · 07

Encryption and Cloud Security Gaps

165 papers

8.1% of this theme group

Works emphasize weaknesses in current encryption schemes and threat vectors targeting cloud data.

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.

Robust Representation Learning AdvancesOpportunities · 01

Robust Representation Learning Advances

2,062 papers

34.4% of this theme group

Papers propose new architectures and training methods to improve model robustness and feature quality.

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
AI‑Driven Cloud Scalability SolutionsOpportunities · 02

AI‑Driven Cloud Scalability Solutions

1,274 papers

21.2% of this theme group

Research showcases machine‑learning techniques for dynamic resource allocation, scheduling, and IoT integration.

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
Next‑Generation Integrated Circuit DesignsOpportunities · 03

Next‑Generation Integrated Circuit Designs

813 papers

13.6% of this theme group

Studies present innovative on‑chip sensors and optimization methods for resilient, low‑power hardware.

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
Secure Cloud Encryption and IDSOpportunities · 04

Secure Cloud Encryption and IDS

629 papers

10.5% of this theme group

Works develop hybrid cryptography and intelligent intrusion detection to protect cloud workloads.

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
Smart Grid Energy ManagementOpportunities · 05

Smart Grid Energy Management

479 papers

8.0% of this theme group

Papers explore IoT‑enabled systems for optimizing microgrid operation and integrating renewable sources.

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 Processing EnhancementsOpportunities · 06

Point‑Cloud Processing Enhancements

453 papers

7.5% of this theme group

Research introduces augmentation and deep‑learning techniques for more accurate 3‑D object classification.

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
Edge Computing for Mobile DataOpportunities · 07

Edge Computing for Mobile Data

290 papers

4.8% of this theme group

Studies present methods for secure, efficient data handling and sensor integration at the network edge.

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%26.3%
Descriptive17.2%17.6%
Promising16.0%36.8%
Problem-identifying5.6%10.1%
Comparative3.0%3.9%
Cautionary2.9%4.5%
Critical2.9%0.9%

Concerns receiving less research attention

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

Concern / example 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 the Netherlands

Published patent filings in the recorded source window.

Expand panel +
5,701filings 2016–2025
623assignees
937peak annual filings

Filing momentum

02695398081,0782016: 9020162017: 1072018: 20220182019: 3982020: 63820202021: 7792022: 79020222023: 8402024: 93720242025: 9202025

Who files the most

Koninklijke Philips NV
1,953
ASML Netherlands
810
Services Petroliers Schlumberger
664
Schlumberger
580
Geoquest Systems
549
HERE Global
413
Schlumberger CA
318
NXP
209
GEOGRAPHIC FOOTPRINT

Where companies are based

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

Expand panel +
8 cards

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UNDERSTAND THE LANDSCAPE

AI in the Netherlands: 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 ↗
Coming soon