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 NEW YORK CITY EDITION 2026

New York City’s
internet of things - industry applications industry,
in focus.

The companies, capital and talent shaping internet of things - industry applications in New York City. Find the leaders. Understand the segments. See where the activity is.

Snapshot: Funding in USD
Illustrated cover for Internet of Things - Industry Applications Landscape of New York City
US
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Internet of Things - Industry Applications illustration
MEET THE COMPANIES

Explore New York City’s internet of things - industry applications leaders

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

Expand panel +
Internet of Things - Industry Applications company highlights in New York City, snapshot 4 September 2026
Company
Pelotononepeloton.com$2B7,144$2.49BFYFY2025 filing
Netralitynetrality.com$780M124
Auguryaugury.com$369.19M4Financial figure available in RadarView in Radar
Aqaraaqara.com$156.47M1,000
Latchlatch.com$152.78M430$70.12MFYFY2025 filing
Intersection$150M
Nanitnanit.com$116.6M2 roles111
CoachCarecoachcare.com$112.2M45
Ajax Systemsajax.systems7 roles2,500
Runwiserunwise.com6 roles48
ButterflyMXbutterflymx.com5 roles235
Enertivenertiv.com3 roles18
Faciliofacilio.com3 roles137Financial figure available in RadarView in Radar
Barsysthebarsys.com2 roles
Edgededged.us1 roles
Amperonamperon.co55
Andiumandium.com40
CreakyJointscreakyjoints.org
IBSibs.inc26Financial figure available in RadarView in Radar
Inshurinshur.com136Financial figure available in RadarView in Radar
Somatixsomatix.com27
Space Connecthayo.io
Trackitracki.com
Veeaveea.com55
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

Internet of Things - Industry Applications industry KPIs in New York City

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

4 September 2026
Hiring participation5.2%

14 of 271 tracked companies have open roles.

Funding participation41.0%

111 of 271 tracked companies have a recorded round.

Top 3 funding share56.9%

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

Median disclosed round$5M

Midpoint of 211 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 56.9% of disclosed capital, while 59.0% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How New York City internet of things - industry applications 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

New York City internet of things - industry applications
$0$458.36M$916.72M$1.38B$1.83B2016: $41.34M20162017: $902.93M20172018: $795.68M20182019: $330.49M20192020: $229.47M20202021: $1.61B20212022: $183.25M20222023: $540.91M20232024: $216.5M20242025: $302.86M2025
View the numbers
Annual internet of things - industry applications funding and company formation in New York City
YearFunding (USD)FoundedRaising
2016$41.34M2217
2017$902.93M2727
2018$795.68M2424
2019$330.49M1421
2020$229.47M1617
2021$1.61B820
2022$183.25M817
2023$540.91M315
2024$216.5M412
2025$302.86M314
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Peloton36.2%
  • Netrality14.1%
  • Augury6.7%
  • Other companies43.1%

Funding by stage

263 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel105 39.9%
Series A–B113 43.0%
Series C+ / PE20 7.6%
Grants, debt & other25 9.5%

Recent recorded rounds

Latest recorded rounds · USD
2 rounds

Swipe or scroll horizontally to browse.

Seed04/2026
Antioch $8.5M

Backed by Category Ventures and A Star and others.

Series A03/2026
Stream $23M

Backed by Adjacent and Kindred Ventures.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series E10/2021
Auguryaugury.com$180M

Backed by Baker Hughes and Schneider Electric and others.

Series B10/2021
Aqaraaqara.com$156.47M

Backed by Shenzhen Capital Group and Joy Capital and others.

Series C11/2017
Intersection$150M

Backed by Graham Holdings Co and ArrowMark Partners and others.

Series B08/2018
Latchlatch.com$70M

Backed by Brookfield Asset Management and Lux Capital and others.

Series B08/2019
Latchlatch.com$56M

Backed by Avenir Growth Capital and Brookfield Asset Management and others.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

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

Expand panel +
USD · millions · consolidated

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

FY2025 · company accounts; aggregate reporting threshold not met · 3 reporting entities from 4 eligible matches.

Revenue in covered accounts

Sum of reporting-entity revenue; not New York City market sales.

Net profit / loss

Combined result for the same cohort.

Aggregate net margin

Combined net income ÷ combined revenue.

Median company revenue

The middle covered reporting entity.

Profitable entities

None of 3 covered entities.

Top-five concentration

Share of covered revenue from the five largest entities.

Annual account trend

Reported cohort totals by year; coverage is stated for every period.

Bar height shows revenue. Changes in coverage can affect totals.

Profitability has two perspectives

FY2025 · 3 reporting entities

Open the company accounts

Up to eight fixed company previews show financial amounts. Search and sort the wider company list, then continue in Radar.

3 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
NEW YORK CITY · INDUSTRY COHORTS

How does internet of things - industry applications compare?

Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.

IndustryCovered / eligibleRevenue totalMedian revenueNet profit / lossAggregate marginProfitable shareOverlap

Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.

Coverage, calculations & financial sources

Filed annual accounts for exact designated national identifiers. Every aggregate and peer pair uses one fiscal year, source currency and reporting basis; periods, coverage and overlap are explicit; 2026 partials are excluded.

The same up to eight reporting entities remain open across years, filters and sorts. Other company figures are available in Radar.

Source currencies and accounting bases stay separate. Missing accounts are excluded rather than treated as zero. Exact reporting periods appear on company previews. Annual totals can change with coverage and do not measure growth of a fixed company cohort.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

9 of the 271 companies on this page carry a measured traffic record (3.3%); these are the largest of those, by monthly visits. The median among them is 193,815 visits.

CompanyMonthly visitsAuthorityMobile
Pelotononepeloton.com3,306,7406961.5%
Nanitnanit.com624,1834681.7%
Trackitracki.com387,8443684.9%
Uniqodeuniqode.com226,3374449.3%
Inshurinshur.com193,8153783.7%
Fitryfi.com125,5283885.5%
Oovaoova.life77,4704175.7%
Driver Technologiesdrivertechnologies.com44,6772898.5%
iTouch Wearablesitouchwearables.com42,6243478.6%

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

Most-installed apps

53 of these companies (19.6%) publish at least one Android app — 119 apps in all, carrying 22.2M 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
Smart Homes3518.8MCable TV Remote Control 4.3M
Facility Management Tech3012.2MAjax Security System 3M
Energy Efficiency Tech278MSimples Controle Remoto Oi TV 1.4M
Security & Surveillance Technology135.4MButterflyMX 818K
Fitness & Wellness Tech85.3MPeloton - Fitness & Workouts 3.7M
Sensors34.1MAqara Home 763.4K
Wearable Technology373.1MiTOUCH Wearables 1M
Disease Self Management261.7MDrTrust 360 - Health Companion 798.4K

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: 32022Q4: 02022Q42023Q1: 32023Q1: 02023Q12023Q2: 52023Q2: 12023Q22023Q3: 42023Q3: 02023Q32023Q4: 22023Q4: 22023Q42024Q1: 12024Q1: 32024Q12024Q2: 12024Q2: 02024Q22024Q3: 42024Q3: 42024Q32024Q4: 12024Q4: 72024Q42025Q2: 62025Q2: 52025Q22025Q3: 52025Q3: 72025Q32026Q1: 62026Q1: 192026Q1

Darker bars are new releases, lighter bars apps updated. 118 of 119 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The New York City internet of things - industry applications market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Enterprise tech157
Consumer digital155
Consumer internet of things141
Iot in healthcare76
Healthtech74
Iot in retail52
Medical devices52
Saas46
Enterprise software45
Chronic disease management36
At home diagnostics35
Non-invasive health monitoring devices34

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

157companies
5.7%have hiring activity

9 companies hiring · $2.92B disclosed funding

Explore in Radar

How companies make money

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

Subscription184
E-commerce - product60
Physical commerce50
Fee-for-service19
Commission on transaction14
E-commerce - service7
Advertising6
Sponsorship2
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Funding roundswearshade.com ↗

New York-based Shade develops a private AI-driven file explorer that visually searches and previews terabytes of files.

Funding roundsesperbionics.com ↗

One of the standout healthtech deals was Esper Bionics, which secured $5 million in a round led by YZR Capital.

Funding roundsibs.inc ↗

Intelligent Bio Solutions (INBS) stock dove on Friday after the biotechnology company announced a private placement with institutional investors. This $10 million private placement includes units with 2,298,850 shares of INBS stock, Series K-1 warrants to purchase another 2,298,850 shares, and Series K-2 warrants to purchase an additional 2,298,850 shares.

Funding roundsnanit.com ↗

Nanit has raised $50 million in a growth capital round led by Springcoast Partners, with participation from Upfront Ventures and JVP.

Funding roundsmirror.co ↗

Mirror has raised US$2.5 million in pre‑seed funding in a round co‑led by SVV and Atlantic Bridge, with participation from strategic angel investors.

Funding roundsandium.com ↗

The new funds are expected to help Andium enhance its sensor platform for monitoring off-grid facilities in sectors like energy, enabling more efficient and safe management of field sites.

Funding roundsamperon.co ↗

Amperon, a leading provider of AI-powered energy forecasting and analytics solutions, today announced a strategic investment from Acario, the corporate venture capital and innovation division of Tokyo Gas Co., Ltd. (“Tokyo Gas”).

Funding roundsinshur.com ↗

With Trinity Capital’s support, we’re accelerating our US footprint, expanding key partnerships, and advancing our position in the future of insurance for autonomous mobility – all whilst laser-focused on profitability.

Funding roundsrunwise.com ↗

Runwise—the leading smart operating system for buildings—today announced a $55M Series B financing round.

Mergers & acquisitionsveea.com ↗

Veea a pioneer in edge computing and AI-driven solutions, announced today that it has acquired substantially all of the technology of Crowdkeep, Inc., a Delaware corporation (“Crowdkeep”) for shares of Veea’s common stock and other consideration.

Full recorded event mix

Top 10 categories among 189 recorded events in the 24-month window.

Earnings
56
Leadership moves
37
Funding rounds
33
Company announcements
20
New products
17
Mergers & acquisitions
12
Capital infusions
7
Lawsuit
3
Layoffs
3
IPO activity
1
5 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

2 companies with recorded IPO activity

Peloton ↗

IPO1 reports

IBS ↗

Follow-on Offering · NASDAQ1 reports

Leadership moves

9 tracked people moves

Abdoulaye DABO

Appointment Senior Partnership and Strategy Manager

Inshur ↗
Christopher Aragon

Appointment Head of US Sales and Operations

Paul Loveridge

Appointment Executive Vice President

Peloton ↗
Lauren Weinberg

Departure Previously Chief Marketing Officer

Peloton ↗
Francis Shanahan

Appointment Chief Technology Officer

Peloton ↗
Megan Imbres

Appointment Chief Marketing Officer

Augury ↗
Saar Yoskovitz

Appointment Executive Chairman

Augury ↗
Elan Greenberg

Appointment Chief Executive Officer

Product launches

Products, platforms and features in the recorded window

National Mobile Registry (NMR) platform

Platform

eSIM platform

Platform

Peloton ↗
five new machines

Machines

Peloton ↗
Commercial Unit

Commercial Equipment

Aqara ↗
Smart Lock B50

Home Security

Inshur ↗
Period Z

Insurance

Workforce actions

2 companies with reported reductions

Peloton ↗

11.0% rolescost cutting

Somatix ↗

25 rolescost reduction

Litigation

2 tracked suits

Company
Milwaukee-based Mayville Engineering Co. v peloton

breach of supply agreementCivil · Settled

Company
mayville engineering company v peloton

civil lawsuit settlementCivil · Settled

Earnings pulse

Reported company results in the recorded window.

4companies
64period observations
13.0%median reported growth

Median across 58 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
VeeacrowdkeepAnnounced2026-01-07Not stated in snapshot
Winkphoenix managed networksAnnounced2025-04-02Not stated in snapshot
CoachCarevitaltechAnnounced2025-03-11Not stated in snapshot
SomatixgenesysAnnounced2025-02-14Not stated in snapshot
SomatixMerlinPharmaceutical Corp.Completed2025-02-14$12.8M
Hana Biologics Inc.Somatix ↗Announced2025-02-14Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

759 postings in the preceding 12 months. The full 906-posting snapshot covers 39 employers.

Expand panel +

Most advertised job titles

Account Manager22
Interior Designer12
Sales Account Executive8
Customer Success Manager8
Warehouse Associate7
Senior Client Success Manager6
0 internship postings

15 tracked postings mention remote work.

The seniority mix

530 postings specify a level.

manager
439
unspecified
376
senior
59
lead
17
intern
13
entry
2

Skills employers mention

Top skills across 906 tracked postings in the available jobs snapshot.

Actblue
46
Excel
41
Ngp
39
Van
35
Hubspot
22
Wordpress
21
Google Suite
19
Salesforce
19
Votebuilder
18
Google Sheets
18
ADVERTISED PAY$72.0K/ year

Median across 244 postings with pay data, expressed in USD.

Salary by seniority

manager$80.0K/ year149 postings

Advertised posting medians do not describe all employees or roles.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

222 founders and chief executives across 144 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

47 profiles with education records.

University of Pennsylvania
7
Columbia University
7
Cornell University
5
Wharton School
3
Harvard University
3
The Wharton School
3
New York University
3
Columbia Business School
3

Prior employers

13 profiles with prior-work records.

Zoho
4
Microsoft
2
Goldman Sachs
2
Salesforce
1
Intel
1
Morgan Stanley
1
Amazon
1
Facebook
1

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

NEWS INTELLIGENCE

How this industry appears in the news

5,504 articles in the measured 12-month window.

Expand panel +
5,504articles in the measured year
1,478articles in 2026Q1
74.0%positive tone in the latest complete year

News volume trends

Internet of Things - Industry Applications coverage tagged New York City · articles per complete quarter

05091,0181,5272,0372021Q2: 7262021Q22021Q3: 8722021Q4: 8792022Q1: 1,0722022Q2: 9152022Q22022Q3: 9932022Q4: 1,1292023Q1: 1,1752023Q2: 1,4352023Q22023Q3: 1,2982023Q4: 1,2462024Q1: 1,4632024Q2: 1,3702024Q22024Q3: 1,1662024Q4: 1,5512025Q1: 1,7092025Q2: 1,2012025Q22025Q3: 1,7712025Q4: 1,1382026Q1: 1,4782026Q1
View quarterly article counts
QuarterArticles
2021Q2726
2021Q3872
2021Q4879
2022Q11,072
2022Q2915
2022Q3993
2022Q41,129
2023Q11,175
2023Q21,435
2023Q31,298
2023Q41,246
2024Q11,463
2024Q21,370
2024Q31,166
2024Q41,551
2025Q11,709
2025Q21,201
2025Q31,771
2025Q41,138
2026Q11,478

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
1,944 positive · 13 neutral · 704 negative
2022
3,076 positive · 17 neutral · 1,011 negative
2023
3,992 positive · 29 neutral · 1,129 negative
2024
3,943 positive · 31 neutral · 1,555 negative
2025
4,299 positive · 31 neutral · 1,481 negative

Leading coverage topics

Internet of Things - Industry Applications coverage tagged New York City · ranked by full-period article count.

Artificial Intelligence Advancements32,181 articles in the full recorded period
12,544 recent · 8,935 prior
New Product Launches And Innovations29,048 articles in the full recorded period
8,104 recent · 6,594 prior
Technology Adoption And Digital Transformation23,826 articles in the full recorded period
6,603 recent · 5,645 prior
Strategic Partnerships And Collaborations21,610 articles in the full recorded period
6,081 recent · 4,911 prior
Electric Vehicle (Ev) Technology18,387 articles in the full recorded period
3,813 recent · 4,154 prior
Automotive Industry Market Trends15,533 articles in the full recorded period
2,810 recent · 3,920 prior
Electric Vehicle Charging Infrastructure13,563 articles in the full recorded period
2,676 recent · 2,961 prior
Semiconductor Industry Updates13,539 articles in the full recorded period
5,147 recent · 3,401 prior
Latest Gadgets And Consumer Electronics12,557 articles in the full recorded period
3,473 recent · 2,524 prior
Tech Policy And Government Regulations11,070 articles in the full recorded period
2,993 recent · 2,974 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

United States comparison coverage

KeywordRecentPriorChange
cloud infrastructure1,65094375%
ai copyright issues817380115%
green data centers80150858%
new gadgets69446450%
ai liability668230190%
h-1b visa52549971%
ip litigation505451022%
job cuts494227118%
workforce reduction480190153%
restructuring layoff470185154%
drone defense587982-40%
tariff negotiations548944-42%
faa drone rules401899-55%
drone airspace rules391883-56%
political reporting244748-67%

Event and signal lenses

United States comparison coverage

All complete annual cohorts shown
Rising

Regulatory Risk

292,708 classified articles

ai regulation compliance, responsible ai, ai research

54.3% critical · 40.1% positive
Rising

Funding Momentum

61,811 classified articles

ai infrastructure financing, neural network ventures, ai chip investments

46.7% critical · 56.4% positive
Rising

Growth

148,666 classified articles

vehicle sales forecasts, automotive segment growth, automotive industry reports

38.8% critical · 49.3% positive

Internet of Things - Industry Applications coverage tagged New York City. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Internet of Things - Industry Applications research is working on

5,209 papers in the recorded india scope.

Expand panel +
5,209papers
53,452worldwide comparison pool
5,209India-affiliated papers

Research orientation

Breakthrough
2,511
Promising
1,433
Problem-identifying
608
Descriptive
389
Comparative
126
Cautionary
122
Critical
20

Contribution mix

Methods-led
3,593
Reviews
730
Empirical
596
Position pieces
244
Theoretical
46

Tone counts: 4,905 positive · 51 neutral · 253 negative.

Common problems researchers identify
628 papers · 12.1% of this field
  • Internet of Things304 papers
  • Computer security122 papers
  • Cloud computing66 papers
  • Wireless sensor network66 papers
  • Smart city49 papers
  • Big data48 papers
  • Software deployment48 papers
  • Computer network37 papers

Landmark: Internet of Things in Industries: A Survey

Cautions
122 papers · 2.3% of this field
  • Internet of Things45 papers
  • Computer security15 papers
  • Cloud computing12 papers
  • Software deployment7 papers
  • Intrusion detection system7 papers
  • Wireless7 papers
  • Blockchain6 papers
  • Computer network6 papers

Landmark: DDoS in the IoT: Mirai and Other Botnets

Opportunities
3,944 papers · 75.7% of this field
  • Internet of Things1,376 papers
  • Wireless sensor network753 papers
  • Wireless438 papers
  • Scalability372 papers
  • Cloud computing275 papers
  • Software deployment267 papers
  • Computer security237 papers
  • Computer network235 papers

Landmark: Fog computing and its role in the internet of things

Leading institutions

Georgia Institute of Technology
17,309
University of California, Berkeley
12,939
Cisco Systems
10,717
University of Washington
10,438
Carnegie Mellon University
9,819
Western Michigan University
9,666

Leading researchers

Mohsen Guizani
12,396
Ala Al‐Fuqaha
12,169
Mehdi Mohammadi
9,118
Moussa Ayyash
8,393
Mohammed Aledhari
8,137
Li Da Xu
7,449
Taewoo Nam
6,339
Rodolfo Milito
6,219

Highly cited breakthrough-labelled papers

  • XORs in the Air: Practical Wireless Network Coding2,264 citations
  • De-anonymizing Social Networks1,317 citations
  • Mobile Unmanned Aerial Vehicles (UAVs) for Energy-Efficient Internet of Things Communications1,089 citations
  • TinyECC: A Configurable Library for Elliptic Curve Cryptography in Wireless Sensor Networks921 citations
  • Minimizing age of information in vehicular networks898 citations

Common problems researchers identify

589 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Interoperability and Data ManagementCommon problems researchers identify · 01

Interoperability and Data Management

136 papers

23.1% of this theme group

Researchers highlight difficulties linking IoT devices with cloud platforms and handling large data streams.

Internet of Things (119) · Cloud computing (24) · Interoperability (13) · Big data (18)

Industrial Internet of Things: Challenges, Opportunities, and Directions

Health Monitoring and Management Using Internet-of-Things (IoT) Sensing with Cloud-Based Processing: Opportunities and Challenges

View research history
YearShare index
20221354.9
20231319.1
20241235.7
20251423.2
IoT Security VulnerabilitiesCommon problems researchers identify · 02

IoT Security Vulnerabilities

117 papers

19.9% of this theme group

Papers point out persistent threats and design gaps that expose IoT systems to attacks.

Internet of Things (94) · Computer security (56) · Intrusion detection system (13) · Vulnerability (9)

A Survey of Machine and Deep Learning Methods for Internet of Things (IoT) Security

Security of IoT systems: Design challenges and opportunities

View research history
YearShare index
20221458.0
20231486.8
20241381.6
2025747.7
Edge Devices and WearablesCommon problems researchers identify · 03

Edge Devices and Wearables

107 papers

18.2% of this theme group

Studies discuss constraints of drones, wearables, and edge computing for reliable operation.

Cloud computing (18) · Wearable computer (10) · Drone (7) · Wearable technology (7)

Mobile crowdsensing: current state and future challenges

Machine Learning at the Network Edge: A Survey

View research history
YearShare index
20221301.5
20231274.3
20241191.0
20251353.4
Wireless Sensor Network ReliabilityCommon problems researchers identify · 04

Wireless Sensor Network Reliability

89 papers

15.1% of this theme group

Works examine fragile communication and key distribution challenges in sensor networks.

Wireless sensor network (58) · Computer network (32) · Wireless (28) · Key distribution in wireless sensor networks (13)

A Survey of Intrusion Detection Systems in Wireless Sensor Networks

Security in wireless sensor networks

View research history
YearShare index
20222038.9
20231899.8
20241439.0
20251142.5
Privacy and Data ProtectionCommon problems researchers identify · 05

Privacy and Data Protection

65 papers

11.0% of this theme group

Authors raise concerns about personal data exposure and privacy breaches in IoT deployments.

Internet privacy (34) · Information privacy (19) · Computer security (41) · Internet of Things (42)

A Comprehensive Study of Security of Internet-of-Things

The Effect of IoT New Features on Security and Privacy: New Threats, Existing Solutions, and Challenges Yet to Be Solved

View research history
YearShare index
20221571.6
20231590.9
20241471.9
2025742.4
Smart City Implementation GapsCommon problems researchers identify · 06

Smart City Implementation Gaps

51 papers

8.7% of this theme group

Research identifies missing components and policy hurdles that limit sustainable smart‑city outcomes.

Smart city (33) · Big data (11) · Sustainability (6) · Government (5)

Understanding Smart Cities: An Integrative Framework

What makes a city smart? Identifying core components and proposing an integrative and comprehensive conceptualization

View research history
YearShare index
2022405.0
2023417.3
2024391.9
2025544.2
Blockchain Integration IssuesCommon problems researchers identify · 07

Blockchain Integration Issues

24 papers

4.1% of this theme group

Papers note technical and scalability obstacles when applying blockchain to IoT supply chains.

Blockchain (18) · Computer security (13) · Internet of Things (17) · Supply chain (4)

Applications of Blockchains in the Internet of Things: A Comprehensive Survey

Blockchain Applications for Industry 4.0 and Industrial IoT: A Review

View research history
YearShare index
20221570.3
20231606.2
20241540.1
20251048.0

Cautions

116 papers · 4 recurring themes
4 cards

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Healthcare IoT RisksCautions · 01

Healthcare IoT Risks

36 papers

31.0% of this theme group

Studies urge careful assessment of safety and reliability when deploying IoT in medical settings.

Internet of Things (23) · Health care (7) · Cloud computing (8) · Emerging technologies (4)

Assuring assistance to healthcare and medicine: Internet of Things, Artificial Intelligence, and Artificial Intelligence of Things

Portable Intrusion Detection in IoT Enabled Smart City Networks: A Comparative Study of Machine Learning Models

View research history
YearShare index
20221333.8
20231308.3
20241253.4
20251402.4
Wireless Interference ConcernsCautions · 02

Wireless Interference Concerns

31 papers

26.7% of this theme group

Research warns of protocol conflicts and malware that degrade wireless sensor network performance.

Wireless (8) · Computer network (6) · Wireless sensor network (8) · Malware (3)

A Comprehensive Analysis of the MAC Unreliability Problem in IEEE 802.15.4 Wireless Sensor Networks

Harmful Coexistence Between 802.15.4 and 802.11: A Measurement-based Study

View research history
YearShare index
20222038.9
20231899.8
20241439.0
20251142.5
Supply Chain Security Trade‑offsCautions · 03

Supply Chain Security Trade‑offs

26 papers

22.4% of this theme group

Authors caution that IoT adoption in logistics introduces new attack surfaces despite efficiency gains.

Internet of Things (20) · Computer security (11) · Supply chain (3) · Blockchain (4)

Examining potential benefits and challenges associated with the Internet of Things integration in supply chains

The Intersection of IoT, Marketing, and Cybersecurity: Advantages and Threats for Business Strategy

View research history
YearShare index
20221570.3
20231606.2
20241540.1
20251048.0
Low‑Cost Air Quality SensorsCautions · 04

Low‑Cost Air Quality Sensors

23 papers

19.8% of this theme group

Works highlight accuracy limits and maintenance needs of inexpensive pollution monitoring devices.

Sustainability (3) · Particulates (3) · Air pollution (3) · Smart city (3)

Community Air Sensor Network (CAIRSENSE) project: evaluation of low-costsensor performance in a suburban environment in the southeastern Uni

Air Pollution Monitoring Using Cost-Effective Devices Enhanced by Machine Learning

View research history
YearShare index
2022131.3
2023168.0
2024182.3
2025262.7

Opportunities

3,754 papers · 7 recurring themes
7 cards

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IoT for Precision AgricultureOpportunities · 01

IoT for Precision Agriculture

1,002 papers

26.7% of this theme group

Research showcases how connected sensors and cloud analytics can optimize farming inputs and yields.

Internet of Things (743) · Embedded system (109) · Cloud computing (98) · Agriculture (42)

Smart Infrastructure: Leveraging IoT and AI for Predictive Maintenance in Urban Facilities

Sustainable Resource Optimization Using IoT and Smart Environmental Monitors in Urban Infrastructure Projects

View research history
YearShare index
20221709.5
20231700.1
20241643.0
20251569.2
Energy‑Aware Sensor NetworksOpportunities · 02

Energy‑Aware Sensor Networks

724 papers

19.3% of this theme group

Papers propose joint data collection and power replenishment methods to extend sensor lifetime.

Wireless sensor network (580) · Wireless (235) · Key distribution in wireless sensor networks (58) · Computer network (157)

Joint Mobile Data Gathering and Energy Provisioning in Wireless Rechargeable Sensor Networks

A Framework of Joint Mobile Energy Replenishment and Data Gathering in Wireless Rechargeable Sensor Networks

View research history
YearShare index
20221421.2
20231312.7
2024978.5
2025939.7
Scalable Smart‑City ServicesOpportunities · 03

Scalable Smart‑City Services

715 papers

19.0% of this theme group

Studies present frameworks for robust, large‑scale deployment of IoT applications in urban environments.

Software deployment (75) · Smart city (45) · Scalability (76) · Robustness (38)

Efficient Multisensor Localization for the Internet of Things: Exploring a New Class of Scalable Localization Algorithms

Environment-Tolerant Trust Opportunity Routing Based on Reinforcement Learning for Internet of Underwater Things

View research history
YearShare index
2022490.7
2023501.2
2024359.5
2025805.4
Advanced Intrusion DetectionOpportunities · 04

Advanced Intrusion Detection

586 papers

15.6% of this theme group

Works develop machine‑learning models to identify anomalies and protect IoT infrastructures.

Internet of Things (413) · Intrusion detection system (147) · Computer security (168) · Anomaly detection (69)

DL‐IDS: a deep learning–based intrusion detection framework for securing IoT

An Explainable Deep Learning Framework for Resilient Intrusion Detection in IoT-Enabled Transportation Networks

View research history
YearShare index
20221498.8
20231526.7
20241420.8
2025830.1
Next‑Generation Wearable SensorsOpportunities · 05

Next‑Generation Wearable Sensors

364 papers

9.7% of this theme group

Research introduces flexible, high‑sensitivity devices for continuous health monitoring.

Wearable computer (94) · Wireless (139) · Wearable technology (37) · Triboelectric effect (21)

A highly sensitive and multiplexed wireless sensing system with skin-like compliance and stretchability for wearable applications

From Wearables to Implantables: Harnessing Sensor Technologies for Continuous Health Monitoring

View research history
YearShare index
20221284.9
20231195.7
2024890.3
2025836.2
Edge Computing for IoTOpportunities · 06

Edge Computing for IoT

185 papers

4.9% of this theme group

Papers explore decentralized processing to reduce latency and improve real‑time decision making.

Edge computing (118) · Enhanced Data Rates for GSM Evolution (118) · Edge device (36) · Cloud computing (63)

Design and Simulation of a Hybrid Smart Grid Energy System Using Edge Computing and IoT-Based Control Architectures

Autonomous AI Systems for Edge Computing and IoT Environments: Enhancing Intelligence at the Edge

View research history
YearShare index
2022323.9
2023324.2
2024283.4
2025346.8
Secure Blockchain IoT FrameworksOpportunities · 07

Secure Blockchain IoT Frameworks

178 papers

4.7% of this theme group

Studies design cryptographic protocols that enhance trust and scalability for connected devices.

Blockchain (106) · Internet of Things (87) · Supply chain (19) · Cryptography (20)

Hybrid Blockchain Framework for Secure and Scalable Internet of Things (IoT) Networks (HB-IoT): A Novel Approach

A Secure Framework for Authenticating and Controlling Access to IoT Devices Integrated with Blockchain

View research history
YearShare index
2022625.3
2023666.3
2024734.8
2025726.1

How this field compares with the research baseline

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

Research orientationThis fieldReference sample
Breakthrough48.2%26.2%
Promising27.5%37.3%
Problem-identifying11.7%9.5%
Descriptive7.5%17.7%
Comparative2.4%3.9%
Cautionary2.3%4.5%
Critical0.4%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 & surveillanceA Survey on Security and Privacy Issues in Internet-of-Things3757.61%111 (29.6%)6.25%
Energy & datacenter footprintEnergy-Efficient Fog Computing for 6G-Enabled Massive IoT: Recent Trends and Future Opportunities330.67%2 (6.1%)0.59%
Safety & misuseIntelligent Network Traffic Anomaly Detection Using ML Algorithms90.18%1 (11.1%)0.11%
Hardware, e-waste & supply chainRobotic Solutions for Sustainable Harvesting Using AI and IoT for Reducing Labor and Resource Waste in Farming40.08%0 (0.0%)0.11%
Carbon & emissions of computeSustainable AI: Energy-Efficient Algorithms for Edge Computing in IoT Networks20.04%0 (0.0%)0.02%
Water use00.0%0 (%)0.01%
Labour & data work00.0%0 (%)0.0%
Bias & fairness00.0%0 (%)0.04%
Concentration of compute power00.0%0 (%)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: United States. This may be broader than the company geography.

UNDERSTAND THE LANDSCAPE

Internet of Things - Industry Applications in New York City: 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: 4 September 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
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