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 ISRAEL EDITION 2026

Israel’s
ai industry,
in focus.

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

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

An industry ecosystem,
measured in context.

AI illustration
MEET THE COMPANIES

Explore Israel’s ai leaders

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

Expand panel +
AI company highlights in Israel, snapshot 2 September 2026
Company
AI21 Labsai21.com$626.5M—200Financial figure available in RadarView in Radar
Gonggong.io$581M—1,511—
Mobileyemobileye.com$530M—3,500—
Hailohailo.ai$339.44M—200—
Torqtorq.io$330M—125—
Lightrickslightricks.com$305M3 roles556—
exodigoexodigo.com$271M—94—
Pixellotpixellot.tv$253.3M—207—
Buildotsbuildots.com—5 roles3Financial figure available in RadarView in Radar
AccessiBeaccessibe.com—2 roles180—
Cauracaura.ai—2 roles——
Firmusfirmus.ai—1 roles2—
IdentifAIidentifai-genetics.com—1 roles12—
Qbiqqbiq.ai—1 roles43—
Tastewisetastewise.io—1 roles75—
AnyClipanyclip.com——228—
Copyleakscopyleaks.com——40—
Facetunefacetuneapp.com————
Fetcherrfetcherr.io——45—
Imagenimagen-ai.com——75—
LTX Studioltx.studio————
Orca AIorca-ai.io——50—
Package.AIpackage.ai——20—
Qodoqodo.ai————
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 Israel

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

2 September 2026
Hiring participation4.7%

22 of 470 tracked companies have open roles.

Funding participation37.0%

174 of 470 tracked companies have a recorded round.

Top 3 funding share20.9%

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

Median disclosed round$10M

Midpoint of 369 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 20.9% of disclosed capital, while 63.0% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Israel 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

Israel ai
$0$375.41M$750.82M$1.13B$1.5B2016: $49.06M20162017: $138.41M20172018: $469.14M20182019: $430.86M20192020: $865.66M20202021: $1.32B20212022: $1.26B20222023: $675.26M20232024: $834.43M20242025: $1.21B2025
View the numbers
Annual ai funding and company formation in Israel
YearFunding (USD)FoundedRaising
2016$49.06M3011
2017$138.41M3818
2018$469.14M3935
2019$430.86M4732
2020$865.66M3934
2021$1.32B4843
2022$1.26B3652
2023$675.26M3428
2024$834.43M2334
2025$1.21B2229
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • AI21 Labs7.5%
  • Gong7.0%
  • Mobileye6.4%
  • Other companies79.1%

Funding by stage

425 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel130 30.6%
Series A–B199 46.8%
Series C+ / PE44 10.4%
Grants, debt & other52 12.2%

Recent recorded rounds

Latest recorded rounds · USD
7 rounds

Swipe or scroll horizontally to browse.

Series A04/2026
Cybord $7M

Backed by Capri Ventures.

Series B03/2026
Qodo $70M

Backed by Qumra Capital and Maor Investments and others.

Series A03/2026
Onyx $35M

Backed by Conviction and Cyberstarts.

Seed03/2026
Niv Ai $12M

Backed by Glilot Capital Partners and Grove Ventures and others.

Seed03/2026
Onit $11M

Backed by Hetz Ventures and Brightmind.

Seed03/2026
Onyx $5M

Backed by Conviction and Cyberstarts.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series E05/2021
Gonggong.io$250M

Backed by Franklin Templeton Investments and Coatue and others.

Series D08/2020
Gonggong.io$200M

Backed by Coatue and Index Ventures and others.

Series D01/2026
Torqtorq.io$140M

Backed by Merlin Ventures and Evolution Equity Partners and others.

Series C06/2021
Hailohailo.ai$136M

Backed by Asi Shmeltzer and Rakefet Russak-Aminoach and others.

Series C04/2024
Hailohailo.ai$120M

Backed by Automotive Equipment & Vehicles and Comasco 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 Israel; this is a checked implementation boundary, not evidence that filings are absent.; No reviewed exact national-ID connector has yet been qualified for Israel; this is a checked implementation boundary, not evidence that filings are absent.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

18 of the 470 companies on this page carry a measured traffic record (3.8%); these are the largest of those, by monthly visits. The median among them is 705,631 visits.

CompanyMonthly visitsAuthorityMobile
Copyleakscopyleaks.com4,784,4416112.9%
Symbolabsymbolab.com4,130,5378221.4%
Gonggong.io2,483,137465.8%
Wikiwandwikiwand.com2,369,7445631.4%
TTSReaderttsreader.com1,437,4505045.8%
LTX Studioltx.studio1,048,6654736.7%
Facetunefacetuneapp.com1,018,3444893.3%
Bright Databrightdata.com959,1824717.7%
Imagenimagen-ai.com919,9394660.3%
Lightrickslightricks.com491,3233853.6%

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

Most-installed apps

36 of these companies (7.7%) publish at least one Android app — 62 apps in all, carrying 225.1M 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 (2023Q3–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Artificial Intelligence57223.5MFacetune: Hair, Photo Editor 89.7M
Online Photos3182MMotionleap by Lightricks 72.9M
Video Creation Tools4105.2MLightleap by Lightricks 19.5M
Generative Ai495.7MD-ID: AI Video Generator 3.3M
Higher Education Tech326MSymbolab: AI Math Solver 24.7M
Customer Service Software103.6MTechSee Instant Mirroring 277.8K
Chatbots33.3MPACKAGE.AI Driver App 9.2K
Continued Learning31.8MHebrew Bible Study Translation 1.3M

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.

2022Q4: 22022Q4: 02022Q42023Q2: 42023Q2: 12023Q22023Q3: 12023Q3: 02023Q32023Q4: 12023Q4: 12023Q42024Q1: 52024Q1: 12024Q12024Q2: 32024Q2: 22024Q22024Q4: 12024Q4: 02024Q42025Q1: 22025Q1: 02025Q12025Q3: 12025Q3: 72025Q32025Q4: 22025Q4: 82025Q42026Q1: 32026Q1: 112026Q1

Darker bars are new releases, lighter bars apps updated. 60 of 62 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Israel 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 tech342
Enterprise software252
Saas191
Deep tech189
Consumer digital70
Native ai in software development61
Ai-native computer vision54
Native ai in healthcare50
Healthtech42
Native ai in cybersecurity37
Fintech36
Native ai in financial services36

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

342companies
6.1%have hiring activity

21 companies hiring · $7.83B disclosed funding

Explore in Radar

How companies make money

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

Subscription435
Fee-for-service15
E-commerce - product9
Physical commerce8
Advertising8
E-commerce - service7
Licensing3
Commission on transaction2
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 & acquisitionsshelfietech.com ↗

Shelfie-Tech Ltd. also holds an option to acquire an additional 15% stake in ASPECT for $1 million, exercisable through December 31, 2030.

Funding roundsfirmus.ai ↗

In November last year, the neocloud said it had raised AU$500m ($351 million) for Project Southgate.

Mergers & acquisitionsai21.com ↗

The Information reported that AI cloud provider Nebius is in talks to buy Israeli-based AI startup AI21 Labs, which makes natural language processing models.

Funding roundsqodo.ai ↗

Qodo, the AI code review and governance platform trusted by Walmart, NVIDIA, Red Hat, Box, Intuit, Ford Motors, and Monday.com, today announced $70 million in Series B funding, bringing total capital raised to $120 million.

Mergers & acquisitionstraceloop.com ↗

ServiceNow’s acquisition of Traceloop strengthens its AI-driven automation strategy by integrating LLM observability and monitoring capabilities into its Workflow Data Fabric platform.

Mergers & acquisitionsmobileye.com ↗

The share issuance stems from Mobileye’s acquisition of Mentee Robotics Ltd.

Mergers & acquisitionsrailvision.io ↗

Rail Vision confirmed the completion of its previously announced transaction to acquire a 51% ownership interest in Quantum Transportation.

Leadership movesneureality.ai ↗

NeuReality has appointed former Amazon and Maersk executive Rotem Hershko as a Strategic Adviser

Leadership movesgong.io ↗

Gong, the leading Revenue AI company, announced the appointment of Joe FitzGerald as Chief Legal Officer.

Full recorded event mix

Top 10 categories among 277 recorded events in the 24-month window.

Funding rounds
75
Leadership moves
43
New products
41
Mergers & acquisitions
32
Earnings
31
Company announcements
14
Contracts
14
Capital infusions
9
Asset acquisitions
6
Layoffs
5
6 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

2 companies with recorded IPO activity

Firmus ↗

IPO · Australian Stock Exchange1 reports

Mobileye ↗

IPO2 reports

Leadership moves

12 tracked people moves

NeuReality ↗
Shalini Agarwal

Appointment Market Strategy Support

NeuReality ↗
Rotem Hershko

Appointment Strategic Adviser

NeuReality ↗
Hiren Majmudar

Appointment President

Gong ↗
Joe FitzGerald

Appointment Chief Legal Officer

Gong ↗
Simon Frey

Appointment Chief Customer Officer

ThetaRay ↗
Brad Levy

Appointment Chief Executive Officer

ThetaRay ↗
Peter Reynolds

Resignation Advisory position

deepdub ↗
Kevin Reilly

Appointment Board Member

Product launches

Products, platforms and features in the recorded window

Gong ↗
Gong Enable

Revenue enablement solution

Gong ↗
Mission Andromeda

Revenue AI Launch

AnyClip ↗
Vertical+

AI-driven video product

Contract wins

12 recorded customer wins

Firmus ↗

Customer: Benmax and Maas Group (ASX:MGH)Technology

Firmus ↗

Customer: Global hyperscale customerTechnology

Getmunch ↗

Customer: Bakery79PR & Communications

Buildots ↗

Customer: juneau construction companyConstruction

Mobileye ↗

Customer: udelvAutonomous Vehicles

RailVision ↗

Customer: Mining

Workforce actions

4 companies with reported reductions

Mobileye ↗

5.0% rolesbusiness downturn

Lightricks ↗

15.0% rolesAI development

D-ID ↗

Scale not stated roles

Trigo ↗

50 roles

Regulatory events

1 recorded events

Run:AI ↗

approvedEU competition watchdog

Earnings pulse

Reported company results in the recorded window.

8companies
36period observations
4.0%median reported growth

Median across 19 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
ShelfieTech→Aspect Information Systems Ltd.Announced2026-05-04$2.3M
Daimler→Hailo ↗Completed2026-04-14Not stated in snapshot
Nebius Group→AI21 Labs ↗Rumored2026-04-10Not stated in snapshot
Nebilus Group N.V.→AI21 Labs ↗Rumored2026-04-10Not stated in snapshot
servicenow→Traceloop ↗Announced2026-03-05Not stated in snapshot
Mobileye→mentee2026-02-06Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

0 postings in the preceding 12 months. The full 3-posting snapshot covers 2 employers.

Expand panel +

Most advertised job titles

No repeated job title is supported by this snapshot.

0 internship postings

0 tracked postings mention remote work.

Skills employers mention

Top skills across 3 tracked postings in the available jobs snapshot.

Machine Learning
3
Python
3
Deep Learning
2
Digital Signal Processing
2
Hifi X
2
Dsp
2
Ceva
2
C++
2
Neural Networks Inference
2
Assembly Programming
2
THE PEOPLE BUILDING THE FIELD

Founders and leaders

403 founders and chief executives across 230 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

152 profiles with education records.

Tel Aviv University
89
Technion Israel Institute Technology
24
The Hebrew University of Jerusalem
15
Technion - Israel Institute of Technology
12
Bar-Ilan University
12
Ben-Gurion University of The Negev
5
Massachusetts Institute of Technology
4
Wharton School
3

Prior employers

19 profiles with prior-work records.

Microsoft
5
Intel
5
Google
4
McKinsey
2
Cisco
1
Facebook
1
Apple
1
Paypal
1

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

NEWS INTELLIGENCE

How this industry appears in the news

337,799 articles in the measured 12-month window.

Expand panel +
337,799articles in the measured year
104,915articles in 2026Q1
21.8%positive tone in the latest complete year

News volume trends

AI coverage across Israel · articles per complete quarter

044,78889,576134,365179,1532021Q2: 36,7452021Q22021Q3: 26,3342021Q4: 23,1432022Q1: 24,0602022Q2: 22,4292022Q22022Q3: 22,1362022Q4: 24,1892023Q1: 27,5072023Q2: 26,3412023Q22023Q3: 25,8482023Q4: 155,7852024Q1: 89,7642024Q2: 94,5012024Q22024Q3: 75,3242024Q4: 87,4812025Q1: 74,4112025Q2: 82,9812025Q22025Q3: 76,6172025Q4: 45,7832026Q1: 104,9152026Q1
View quarterly article counts
QuarterArticles
2021Q236,745
2021Q326,334
2021Q423,143
2022Q124,060
2022Q222,429
2022Q322,136
2022Q424,189
2023Q127,507
2023Q226,341
2023Q325,848
2023Q4155,785
2024Q189,764
2024Q294,501
2024Q375,324
2024Q487,481
2025Q174,411
2025Q282,981
2025Q376,617
2025Q445,783
2026Q1104,915

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
38,034 positive · 1,898 neutral · 50,789 negative
2022
44,690 positive · 2,139 neutral · 45,862 negative
2023
60,373 positive · 4,028 neutral · 170,643 negative
2024
68,606 positive · 5,504 neutral · 272,423 negative
2025
60,808 positive · 4,888 neutral · 213,657 negative

Leading coverage topics

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

International Political Relations111,190 articles in the full recorded period
49,544 recent · 27,386 prior
Security And Defense Policies65,926 articles in the full recorded period
35,193 recent · 14,104 prior
Human Rights Advocacy Reports42,972 articles in the full recorded period
12,756 recent · 13,537 prior
Naval And Aerial Combat Operations37,480 articles in the full recorded period
14,915 recent · 9,424 prior
International Relations And Diplomacy35,173 articles in the full recorded period
16,670 recent · 7,470 prior
Military Technology Advancements30,541 articles in the full recorded period
16,467 recent · 5,188 prior
Non Combatant Casualties And Collateral Damage26,675 articles in the full recorded period
7,454 recent · 7,823 prior
Genocide And Ethnic Cleansing26,500 articles in the full recorded period
7,709 recent · 6,618 prior
Political Asylum And Refugee Policies26,421 articles in the full recorded period
8,365 recent · 8,977 prior
Cybersecurity And Cyber Warfare26,090 articles in the full recorded period
14,773 recent · 4,234 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

AI coverage across Israel

KeywordRecentPriorChange
diplomatic strategies5,8782,757113%
national security strategy5,7811,416308%
foreign policy analysis5,3302,315130%
multilateral diplomacy4,3551,703156%
geopolitical alliances4,3452,31388%
diplomatic engagements3,3151,224171%
nuclear proliferation3,277608439%
oil price volatility2,7981,341109%
humanitarian corridors1,9181,32745%
diplomatic protocol1,884783141%
ceasefire violations1,9043,733-49%
hostage negotiations1,0192,618-61%
school bombings1,1371,812-37%
campus police2831,391-80%
campus safety2971,363-78%

Event and signal lenses

AI coverage across Israel

All complete annual cohorts shown
Rising

Regulatory Risk

380,799 classified articles

aerial bombardments, accidental bombings, diplomatic strategies

80.8% critical · 9.5% positive
Rising

Funding Momentum

43,869 classified articles

higher education funding, school funding battles, currency intervention policies

66.6% critical · 27.3% positive
Rising

Growth

41,236 classified articles

earnings report, oil price volatility, quarterly financials

44.7% critical · 39.3% positive

AI coverage across Israel. 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

Researchers discuss limitations in scaling cloud and edge infrastructures and the impact on data rates and resource management.

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
Benchmarking Representation LearningCommon problems researchers identify · 02

Benchmarking Representation Learning

1,403 papers

23.4% of this theme group

Papers examine how to evaluate and compare representation methods for language models and pattern‑recognition tasks.

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

Works identify threats to cloud platforms, data protection gaps, and proposed defensive 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 how AI systems intersect with human intelligence, corporate governance, and potential societal risks.

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 Reliability IssuesCommon problems researchers identify · 05

Integrated Circuit Reliability Issues

614 papers

10.2% of this theme group

Research focuses on performance limits, variability, and reliability concerns of CMOS and transistor technologies.

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 address challenges businesses face when adopting cloud, industry‑4.0, and digital‑economy initiatives.

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 strategies for efficient energy use in micro‑ and multi‑microgrid systems.

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 Language ModelsCautions · 01

Robustness of Language Models

572 papers

28.1% of this theme group

Authors caution about overfitting, evaluation bias, and reproducibility when benchmarking pattern‑recognition models.

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 LimitsCautions · 02

Cloud and Virtualization Performance Limits

289 papers

14.2% of this theme group

Works highlight latency, resource contention, and scalability concerns in distributed and virtualized cloud environments.

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 AI’s role in learning, mental‑health research, and the need for critical assessment.

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

Research points out systematic errors in cloud representation within climate and aerosol simulation models.

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 DesignCautions · 05

Process Variability in Circuit Design

253 papers

12.4% of this theme group

Papers examine how manufacturing variations and radiation affect transistor behavior and 3‑D integrated circuits.

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 Financial RisksCautions · 06

Cloud Adoption Financial Risks

207 papers

10.2% of this theme group

Analyses discuss cost, governance, and data‑management risks linked to large‑scale cloud and big‑data deployments.

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 survey weaknesses in cloud encryption, threat vectors, and recommended control frameworks.

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 for Vision TasksOpportunities · 01

Robust Representation for Vision Tasks

2,062 papers

34.4% of this theme group

Research advances convolutional networks and robust feature learning for medical imaging and federated learning scenarios.

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 ScalabilityOpportunities · 02

AI‑Driven Cloud Scalability

1,274 papers

21.2% of this theme group

Papers propose machine‑learning methods for dynamic resource allocation, scheduling, and IoT integration in cloud systems.

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
Smart Chip and Sensor DesignOpportunities · 03

Smart Chip and Sensor Design

813 papers

13.6% of this theme group

Studies develop lightweight on‑chip sensors and analog optimization techniques to improve circuit performance under variation.

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 Data TransferOpportunities · 04

Secure Cloud Data Transfer

629 papers

10.5% of this theme group

Works combine cryptography and deep‑learning intrusion detection to enhance confidentiality and integrity of cloud communications.

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
Intelligent Microgrid Energy ManagementOpportunities · 05

Intelligent Microgrid Energy Management

479 papers

8.0% of this theme group

Research introduces IoT‑enabled control frameworks for optimizing energy flow in smart‑grid and microgrid environments.

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 Enhancement TechniquesOpportunities · 06

Point‑Cloud Enhancement Techniques

453 papers

7.5% of this theme group

Papers present augmentation and neural‑network methods to improve classification and analysis of lidar and satellite point clouds.

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 explore secure data sharing, sensor aggregation, and performance gains at the network edge for IoT devices.

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%26.6%
Descriptive17.2%17.6%
Promising16.0%36.9%
Problem-identifying5.6%9.7%
Comparative3.0%3.8%
Cautionary2.9%4.6%
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 Israel

Published patent filings in the recorded source window.

Expand panel +
6,452filings 2016–2025
2,285assignees
1,037peak annual filings

Filing momentum

02985968941,1932016: 11820162017: 2062018: 24520182019: 4452020: 64920202021: 8282022: 1,02920222023: 9442024: 1,03720242025: 9512025

Who files the most

IBM
355
Mobileye Vision
276
Applied Materials Israel
215
Aurora LABS
211
UNIV Ramot
198
Biosense Webster Israel
158
YEDA RES & DEV
153
Cortica
150
GEOGRAPHIC FOOTPRINT

Where companies are based

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

Expand panel +
8 cards

Swipe or scroll horizontally to browse.

UNDERSTAND THE LANDSCAPE

AI in Israel: 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