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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 HYDERABAD EDITION 2026

Hyderabad’s
ai industry,
in focus.

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

Explore in Radar Read the key signals
Snapshot: Funding in USD
Illustrated cover for AI Industry Landscape of Hyderabad
IN
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

AI illustration
Companies tracked 185AI ecosystem in Hyderabad Disclosed funding $45.07M22 companies · all recorded rounds Companies hiring 30With open roles at the snapshot Tracked open roles 4910 employers posted in the preceding 30 days
MEET THE COMPANIES

Explore Hyderabad’s ai leaders

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

Expand panel +
Explore the full landscape
AI company highlights in Hyderabad, snapshot 4 August 2026
Company
Bluecopabluecopa.com$11.6M—34Financial figure available in RadarView in Radar
Enmovilenmovil.ai$9.77M—131$2.45MFYFY2025 filing
ZestIotzestiot.com$7.83M2 roles83$929.9KFYFY2025 filing
Perceptyneperceptyne.com$4.31M—17Financial figure available in RadarView in Radar
Zötokzotok.ai$2.87M——$151.04KFYFY2025 filing
Multiplier AImultiplierai.co$2.08M4 roles—$1.41MFYFY2025 filing
Pulsegenpulsegen.io$1.4M———
SignalXsignalx.ai$800K—18$297.82KFYFY2025 filing
Eternal Roboticseternalrobotics.com—6 roles34$441.15KFYFY2025 filing
TechVedikatechvision.plus—3 roles—$3.71MFYFY2025 filing
Avinya NeuroTechavinyaneurotech.com—2 roles——
Eizeneizen.ai—2 roles——
InSilicoMindsinsilicominds.com—2 roles——
MonkDBmonkdb.com—2 roles——
HEU Technologiesheu.ai———$117.04KFYFY2025 filing
Promptoraaipromptora.com——26Financial figure available in RadarView in Radar
Pushpakpushpak.ai——12—
TensorGotensorgo.com——20—
numel solutionsnumel.in——15—
19 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 Hyderabad

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

4 August 2026
Hiring participation16.2%

30 of 185 tracked companies have open roles.

Funding participation16.8%

31 of 185 tracked companies have a recorded round.

Top 3 funding share64.8%

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

Median disclosed round$294.73K

Midpoint of 54 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 64.8% of disclosed capital, while 83.2% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Hyderabad 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

Hyderabad ai
$0$4.09M$8.18M$12.26M$16.35M2016: $637.77K20162017: $2.28M20172018: $837.24K20182019: $2.27M20192020: $1.06M20202021: $2.12M20212022: $2.84M20222023: $7.94M20232024: $10.65M20242025: $14.34M2025
View the numbers
Annual ai funding and company formation in Hyderabad
YearFunding (USD)FoundedRaising
2016$637.77K112
2017$2.28M74
2018$837.24K103
2019$2.27M137
2020$1.06M124
2021$2.12M95
2022$2.84M173
2023$7.94M217
2024$10.65M358
2025$14.34M384
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Bluecopa25.7%
  • Enmovil21.7%
  • ZestIot17.4%
  • Other companies35.2%

Funding by stage

67 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel57 85.1%
Series A–B4 6.0%
Series C+ / PE0 0.0%
Grants, debt & other6 9.0%

Recent recorded rounds

Latest recorded rounds · USD
2 rounds

Swipe or scroll horizontally to browse.

Angel03/2026
Kyvex —

Backed by Vaibhav Arora.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

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 +
₹ crore · standalone

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 · annual statements grouped by reported fiscal year; exact entity periods remain on preview rows · 60 reporting entities from 81 eligible matches.

Revenue in covered accounts₹429.5 crore

Sum of reporting-entity revenue; not Hyderabad market sales.

Net profit / loss₹-35.2 crore

Combined result for the same cohort.

Aggregate net margin-8.2%

Combined net income ÷ combined revenue.

Median company revenue₹0.6 crore

The middle covered reporting entity.

Profitable entities+30.0%

18 of 60 covered entities.

Top-five concentration+76.1%

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 · 60 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.

60 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
HYDERABAD · INDUSTRY COHORTS

How does ai 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 Hyderabad 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 (9.2%) publish at least one Android app — 18 apps in all, carrying 1.1M installs between them.

AppInstallsRatingStore category
TruthIn Smart Product ScannerTruthIn1.1M4.3Health & Fitness
Darsa WorkplaceDarsa18.2K—Business
AviLeapZestIot9.2K—Travel & Local
Yira.aiYira1.8K—Health & Fitness
Swaasa ValidationSalcit Technologies1.8K—Medical
Kenyt.AIKenyt903—Business
Jolii - AI Language LearningJolii611—Education
Customer - PropfloPropflo169—Business
xnodeXNODE165—Business
DASHPrepLearnWithDASH156—Education

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 (2023Q2–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Artificial Intelligence151.1MTruthIn Smart Product Scanner 1.1M
Computer Vision327.5KDarsa Workplace 18.2K
Healthcare It33.6KYira.ai 1.8K
Sales Force Automation21.1KKenyt.AI 903
Chatbots21.1Kxnode 165
Ai Infrastructure3126VE - The Intent Company 64
Generative Ai244meetnote.ai 29

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.

INSIDE THE INDUSTRY

The Hyderabad 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 tech156
Enterprise software109
Saas102
Deep tech100
Consumer digital27
Healthtech19
Native ai in healthcare17
Native ai in software development15
Native ai in human resources12
Native ai in marketing12
Hr saas11
Industry 4.011

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

156companies
15.4%have hiring activity

24 companies hiring · $43M disclosed funding

Explore in Radar

How companies make money

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

Subscription162
Fee-for-service13
Advertising10
E-commerce - service7
Commission on transaction5
E-commerce - product3
Licensing3
Physical commerce2
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
Funding roundsbluecopa.com ↗

Fintech startup Bluecopa raised $7.5 million from Analog Partners, Blume Ventures, and Dallas Venture Capital.

Funding roundsenmovil.ai ↗

Anicut Capital and other investors had previously contributed $3.48 million to the Hyderabad-based business.

Funding roundspulsegen.io ↗

Pulse, a Hyderabad, India-based AI startup providing an agentic AI platform, has raised $1.4 million in seed funding.

Funding roundsperceptyne.com ↗

Robotics startup Perceptyne raises $3 mnDeeptech robotics startup Perceptyne has raised $3 million (about Rs 25 crore) in a funding round led by Endiya Partners and Yali Capital.

Contractszestiot.com ↗

flydubai, the Dubai-based airline, has selected ZestIoT to deploy its state-of-the-art Turnaround Management Platform at Dubai International (DXB) and across the airline’s expanding network.

Full recorded event mix

Top 3 categories among 16 recorded events in the 24-month window.

Funding rounds
14
Capital infusions
1
Contracts
1

Contract wins

1 recorded customer wins

ZestIot ↗

Customer: flydubaiAviation

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
servicenow→IntellibotAnnounced2025-07-25Not stated in snapshot
ericsson→nicheaiAnnounced2019-09-16Not stated in snapshot
pegasystems→infruid labsAnnounced2019-02-07Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

2,451 postings in the preceding 12 months. The full 2,723-posting snapshot covers 1,154 employers.

Expand panel +

Most advertised job titles

Data Scientist39
Machine Learning Engineer27
Senior Data Scientist21
Ai/Ml Engineer19
Artificial Intelligence Engineer15
Software Engineer, Senior11
0 internship postings

15 tracked postings mention remote work.

The seniority mix

1,393 postings specify a level.

unspecified
1,330
senior
609
lead
429
manager
280
intern
58
entry
17

Skills employers mention

Top skills across 2,723 tracked postings in the available jobs snapshot.

Machine Learning
1,589
Python
1,579
Artificial Intelligence
782
Data Science
688
Sql
638
Generative Ai
531
Tensorflow
494
Pytorch
488
Nlp
453
Deep Learning
407
ADVERTISED PAY$12.0K/ year

Median across 225 postings with pay data, expressed in USD.

Salary by seniority

senior$11.4K/ year51 postings
lead$30.0K/ year35 postings

Advertised posting medians do not describe all employees or roles.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

203 founders and chief executives across 122 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

43 profiles with education records.

IIT Madras
7
BITS Pilani
7
IIT Bombay
5
Indian School of Business
5
IIT Kharagpur
3
IIT Kanpur
3
IIT Jodhpur
2
IIT Delhi
2

Prior employers

20 profiles with prior-work records.

Microsoft
14
Salesforce
3
Amazon
2
Intel
2
Google
1
Goldman Sachs
1
Apple
1

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

NEWS INTELLIGENCE

How this industry appears in the news

7,328 articles in the measured 12-month window.

Expand panel +
7,328articles in the measured year
1,961articles in 2026Q1
83.6%positive tone in the latest complete year

News volume trends

AI coverage tagged Hyderabad · articles per complete quarter

07561,5122,2683,0242021Q2: 5052021Q22021Q3: 5532021Q4: 5242022Q1: 6772022Q2: 7032022Q22022Q3: 8102022Q4: 1,0982023Q1: 1,0432023Q2: 8902023Q22023Q3: 1,0032023Q4: 1,0082024Q1: 1,0912024Q2: 1,3392024Q22024Q3: 1,7982024Q4: 2,0132025Q1: 2,6302025Q2: 1,4812025Q22025Q3: 1,5962025Q4: 1,6692026Q1: 1,9612026Q1
View quarterly article counts
QuarterArticles
2021Q2505
2021Q3553
2021Q4524
2022Q1677
2022Q2703
2022Q3810
2022Q41,098
2023Q11,043
2023Q2890
2023Q31,003
2023Q41,008
2024Q11,091
2024Q21,339
2024Q31,798
2024Q42,013
2025Q12,630
2025Q21,481
2025Q31,596
2025Q41,669
2026Q11,961

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
1,582 positive · 6 neutral · 250 negative
2022
2,894 positive · 15 neutral · 374 negative
2023
3,379 positive · 35 neutral · 523 negative
2024
5,383 positive · 32 neutral · 815 negative
2025
6,160 positive · 27 neutral · 1,184 negative

Company share of voice

46 recorded company events across 4 companies; percentages use that event total.

Bluecopa ↗bluecopa.com
41.3% 19 events
Perceptyne ↗perceptyne.com
37.0% 17 events
Enmovil ↗enmovil.ai
19.6% 9 events
Pulsegen ↗pulsegen.io
2.2% 1 events

Leading coverage topics

AI coverage tagged Hyderabad · ranked by full-period article count.

New Product Launches And Innovations19,140 articles in the full recorded period
6,752 recent · 5,012 prior
Technology Adoption And Digital Transformation16,485 articles in the full recorded period
5,866 recent · 4,234 prior
Strategic Partnerships And Collaborations16,133 articles in the full recorded period
5,946 recent · 3,935 prior
Latest Gadgets And Consumer Electronics9,989 articles in the full recorded period
2,492 recent · 2,242 prior
Artificial Intelligence Advancements9,305 articles in the full recorded period
4,035 recent · 2,448 prior
Mobile Operating Systems8,783 articles in the full recorded period
2,452 recent · 2,134 prior
Global Market Entry Strategies7,528 articles in the full recorded period
2,678 recent · 1,719 prior
Company Expansions And New Market Entries7,527 articles in the full recorded period
2,946 recent · 1,603 prior
Executive Leadership Changes And Appointments6,011 articles in the full recorded period
2,079 recent · 1,240 prior
5G Network Infrastructure5,030 articles in the full recorded period
931 recent · 844 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

India comparison coverage

KeywordRecentPriorChange
ai research2,3491,30580%
ai hardware2,0341,41843%
ai frameworks1,50381485%
responsible ai1,404649116%
ai regulation compliance1,16864182%
tariff negotiations848384121%
trade finance70350240%
quarterly financials67141263%
emerging tech governance57630589%
financial report53027891%
weather forecast551,504-96%
meteorological prediction441,450-97%
weather update581,283-95%
weather projection33609-95%
temperature readings11602-98%

Event and signal lenses

India comparison coverage

All complete annual cohorts shown
Rising

Regulatory Risk

220,255 classified articles

stock performance, ai regulation compliance, stock indices

61.4% critical · 44.5% positive
Rising

Funding Momentum

45,704 classified articles

pre-ipo valuation, neural network ventures, ai infrastructure financing

56.3% critical · 61.1% positive
Rising

Growth

110,365 classified articles

gdp growth rate, economic output growth, gdp acceleration

52.9% critical · 53.2% positive

AI coverage tagged Hyderabad. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What AI research is working on

1,358 papers in the recorded india scope.

Expand panel +
1,358papers
37,758worldwide comparison pool
1,358India-affiliated papers

Research orientation

Breakthrough
649
Promising
402
Descriptive
114
Problem-identifying
82
Comparative
61
Cautionary
35
Critical
15

Contribution mix

Methods-led
900
Reviews
204
Empirical
181
Theoretical
39
Position pieces
34

Tone counts: 1,304 positive · 20 neutral · 34 negative.

Common problems researchers identify
97 papers · 7.1% of this field
  • Generative grammar9 papers
  • Interpretability6 papers
  • Big data6 papers
  • Workflow6 papers
  • Transparency5 papers
  • Meaning5 papers
  • Trustworthiness5 papers
  • Representation5 papers

Landmark: Delphi methodology in healthcare research: How to decide its appropriateness

Cautions
35 papers · 2.6% of this field
  • Applications of artificial intelligence8 papers
  • Health care5 papers
  • Generative grammar5 papers
  • Digital health4 papers
  • Creativity4 papers
  • CLARITY3 papers
  • Psychological intervention3 papers
  • Automation2 papers

Landmark:

Opportunities
1,051 papers · 77.4% of this field
  • Convolutional neural network130 papers
  • Pattern recognition122 papers
  • Scalability64 papers
  • Random forest54 papers
  • Preprocessor54 papers
  • Robustness51 papers
  • Benchmark50 papers
  • Support vector machine47 papers

Landmark: Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs

Leading institutions

Aravind Eye Hospital
7,252
Sankara Nethralaya
7,252
Dr. C. V. Raman University
6,021
Jadavpur University
5,129
IIT@MIT
4,598
Advanced Centre for Treatment, Research and Education in Cancer
3,471

Leading researchers

Varun Gulshan
7,252
Lily Peng
7,252
Marc Coram
7,252
Martin C. Stumpe
7,252
Derek Wu
7,252
Xin‐She Yang
6,021
Suash Deb
6,021
Swagatam Das
5,129

Highly cited breakthrough-labelled papers

  • Real-time status: How often should one update?2,367 citations
  • Deep Learning Techniques for Automatic MRI Cardiac Multi-Structures Segmentation and Diagnosis: Is the Problem Solved?2,134 citations
  • Biomedical photoacoustic imaging2,130 citations
  • CHEM21 selection guide of classical- and less classical-solvents2,005 citations
  • Effective Heart Disease Prediction Using Hybrid Machine Learning Techniques1,805 citations

Common problems researchers identify

562 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Cloud Security ChallengesCommon problems researchers identify · 01

Cloud Security Challenges

126 papers

22.4% of this theme group

Researchers highlight vulnerabilities and protection gaps in cloud environments and data handling.

Cloud computing security (50) · Cloud computing (120) · Computer security (33) · Data security (13)

Data Security Challenges and Its Solutions in Cloud Computing

Surveying Security Challenges and Solutions in Cloud Computing: A Comprehensive Review

View research history
YearShare index
2022501.8
2023506.9
2024544.8
2025415.1
AI System Design IssuesCommon problems researchers identify · 02

AI System Design Issues

123 papers

21.9% of this theme group

Papers discuss architectural limits, adversarial threats, and integration hurdles for intelligent agents.

Generative grammar (7) · Applications of artificial intelligence (6) · Adversarial system (6) · Very-large-scale integration (4)

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

Artificial Intelligence in Medical Devices: A Holistic Appraisal of Regulatory Paradigms, Design Heuristics and Global Compliance Trajectori

View research history
YearShare index
202257.8
202378.4
2024109.4
2025220.5
Load Balancing DifficultiesCommon problems researchers identify · 03

Load Balancing Difficulties

112 papers

19.9% of this theme group

Works examine inefficiencies and bottlenecks in distributing workloads across cloud platforms.

Cloud computing (107) · Operating system (20) · Workload (6) · Distributed computing (9)

Issues and Challenges of Load Balancing Techniques in Cloud Computing

Load balancing in cloud computing – A hierarchical taxonomical classification

View research history
YearShare index
2022455.2
2023430.2
2024423.2
2025300.9
Digital Transformation ObstaclesCommon problems researchers identify · 04

Digital Transformation Obstacles

66 papers

11.7% of this theme group

Studies identify barriers to adopting cloud and big‑data solutions in business ecosystems.

Digital transformation (23) · Digital economy (10) · Cloud computing (53) · Big data (15)

Digital Transformation in Business: Opportunities and Challenges

Digital Transformation in Commerce

View research history
YearShare index
2022129.2
2023133.1
2024160.3
2025269.5
IoT Interoperability ConcernsCommon problems researchers identify · 05

IoT Interoperability Concerns

61 papers

10.9% of this theme group

Research points to integration and security problems when linking IoT devices with cloud services.

Internet of Things (39) · Cloud computing (43) · Interoperability (9) · Health care (8)

Smart Farming: Internet of Things (IoT)-Based Sustainable Agriculture

Sensing, Controlling, and IoT Infrastructure in Smart Building: A Review

View research history
YearShare index
2022226.8
2023228.9
2024269.7
2025339.7
Sustainable Computing LimitsCommon problems researchers identify · 06

Sustainable Computing Limits

46 papers

8.2% of this theme group

Authors address energy consumption and carbon impact of large‑scale cloud operations.

Green computing (13) · Energy (7) · Carbon footprint (6) · Sustainability (9)

A Systematic Survey on Energy-Efficient Techniques in Sustainable Cloud Computing

Energy Efficiency Techniques in Cloud Computing

View research history
YearShare index
202215.3
202317.5
202418.7
202521.9
Edge‑Cloud Coordination GapsCommon problems researchers identify · 07

Edge‑Cloud Coordination Gaps

28 papers

5.0% of this theme group

Papers explore latency and resource allocation issues when extending cloud to edge devices.

Enhanced Data Rates for GSM Evolution (21) · Edge computing (18) · Edge device (14) · Cloud computing (21)

Machine Learning at the Network Edge: A Survey

Bringing Computation Closer toward the User Network: Is Edge Computing the Solution?

View research history
YearShare index
202263.1
202362.2
202463.7
202586.3

Cautions

108 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Scalability and Security RisksCautions · 01

Scalability and Security Risks

43 papers

39.8% of this theme group

Works caution about scaling cloud systems while maintaining robust security and OS stability.

Cloud computing (42) · Cloud computing security (8) · Operating system (6) · Scalability (6)

Cloud Computing for Internet of Things (IoT): Opportunities and Challenges

Investigating the Significance of Optimization Techniques in Load Balancing in a Cloud Environment

View research history
YearShare index
2022383.1
2023363.6
2024363.9
2025372.0
AI Transparency in HealthcareCautions · 02

AI Transparency in Healthcare

26 papers

24.1% of this theme group

Researchers warn of opacity and ethical concerns when applying AI to medical decision‑making.

Applications of artificial intelligence (7) · Generative grammar (6) · Transformative learning (5) · Transparency (3)

Risks Associated with AI in Healthcare and Life Sciences. Artificial Intelligence in Healthcare and Life Sciences: An Update on the Multifac

Artificial intelligence (AI): using ai to assist in patient assessment, diagnostics, and clinical decision-making

View research history
YearShare index
202243.9
202373.1
2024113.4
2025240.0
Robustness of AI DefensesCautions · 03

Robustness of AI Defenses

24 papers

22.2% of this theme group

Studies highlight vulnerability of AI‑based detection methods to adversarial attacks and hardware constraints.

Robustness (3) · Vulnerability (3) · Very-large-scale integration (2) · Random forest (2)

Applying AI-Based Threat Detection Systems to Secure Distributed Iot Networks and Real-Time Data Transmission in Edge Computing and Cybersec

Federated Learning in Embedded and Edge Systems: Architectures, Algorithms, and Applications

View research history
YearShare index
20229.0
20238.8
20249.8
202511.2
Digital Change Resource StrainCautions · 04

Digital Change Resource Strain

15 papers

13.9% of this theme group

Papers note the pressure on human resources and infrastructure during rapid digital transformation.

Digital transformation (6) · Digital economy (3) · Resource (3) · Cloud computing (9)

Digital Transformation in Libraries: Building the Future of Smart Libraries

Impact of Digital Technology Transformation on Human Resource Management

View research history
YearShare index
202249.8
202357.4
202478.9
2025119.5

Opportunities

5,249 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Scalable Cloud AnalyticsOpportunities · 01

Scalable Cloud Analytics

1,091 papers

20.8% of this theme group

Research showcases methods for handling big data and analytics efficiently on cloud platforms.

Cloud computing (957) · Scalability (239) · Analytics (114) · Big data (94)

Intelligent Load Balancing for AI-Enhanced Edge-Cloud Architectures

Converging Deep Learning and Cloud Computing: A Scalable and Efficient Approach for Modern AI Infrastructure

View research history
YearShare index
2022187.6
2023188.4
2024185.0
2025361.3
Advanced Pattern RecognitionOpportunities · 02

Advanced Pattern Recognition

1,068 papers

20.3% of this theme group

Works present powerful neural and machine‑learning techniques for detecting features and anomalies.

Pattern recognition (125) · Convolutional neural network (153) · Feature extraction (52) · Support vector machine (58)

PREDICTING MACHINE FAILURES AND SYSTEM SECURITY USING MACHINE LEARNING AND DEEP LEARNING ALGORITHMS

Enhanced Intrusion Detection and Prevention System Using Deep Learning and Machine Learning Techniques for Network Security

View research history
YearShare index
2022231.8
2023223.0
2024151.2
2025245.4
Secure Cloud CryptographyOpportunities · 03

Secure Cloud Cryptography

1,002 papers

19.1% of this theme group

Papers propose novel encryption and AI‑driven intrusion detection to protect cloud data.

Encryption (288) · Cloud computing (812) · Cryptography (127) · Computer security (151)

Optimizing Cloud Security with Machine Learning: Predicting and Preventing Vulnerabilities in Distributed Systems

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

View research history
YearShare index
2022509.0
2023512.7
2024545.6
2025419.3
Intelligent IoT AgricultureOpportunities · 04

Intelligent IoT Agriculture

676 papers

12.9% of this theme group

Studies demonstrate smart sensor networks and predictive models for precision farming.

Internet of Things (281) · Cloud computing (455) · Microcontroller (56) · Precision agriculture (45)

Intelligent IoT-Based Water Quality Monitoring and Predictive Analysis Using Machine Learning

Intelligent IoT: Leveraging Data Analysis, Computer Vision, and Machine Learning for Smart Systems

View research history
YearShare index
2022138.2
2023137.9
2024166.7
2025220.0
Optimized Cloud SchedulingOpportunities · 05

Optimized Cloud Scheduling

612 papers

11.7% of this theme group

Research introduces algorithms that improve resource allocation and workload distribution in cloud systems.

Scheduling (234) · Cloud computing (547) · Workload (111) · Load balancing (87)

An Optimized Scheduling Algorithm For Efficient Resource Allocation In Cloud Computing Environments

Optimizing Resource Scheduling for Enhanced Efficiency in Cloud Computing

View research history
YearShare index
202224.3
202323.6
202417.0
202523.8
Efficient VLSI DesignOpportunities · 06

Efficient VLSI Design

443 papers

8.4% of this theme group

Papers explore thermal‑aware and optimization techniques for integrated circuit manufacturing.

Electronic circuit (42) · CMOS (38) · Integrated circuit (36) · Very-large-scale integration (40)

Thermal-Aware Small-Delay Defect Testing in Integrated Circuits for Mitigating Overkill

Thermal-Aware SoC Macro Placement and Multi-chip Module Design Optimization with Bayesian Optimization

View research history
YearShare index
202251.6
202349.4
202438.8
202537.0
Smart Energy ManagementOpportunities · 07

Smart Energy Management

357 papers

6.8% of this theme group

Works highlight machine‑learning approaches for balancing supply and demand in modern grids.

Energy management (187) · Energy management system (111) · Smart grid (100) · Microgrid (68)

Intelligent Energy Management System for Smart Grids Using Machine Learning Algorithms

Study of Energy Management System and IOT Integration in Smart Grid

View research history
YearShare index
202231.6
202331.7
202428.8
202534.2

How this field compares with the research baseline

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

Research orientationThis fieldReference sample
Breakthrough47.8%26.7%
Promising29.6%36.4%
Descriptive8.4%17.6%
Problem-identifying6.0%9.7%
Comparative4.5%4.1%
Cautionary2.6%4.6%
Critical1.1%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 & surveillanceSecurity and Privacy in Fog Computing: Challenges3515.34%67 (19.1%)2.59%
Energy & datacenter footprintEnergy efficiency in cloud computing data centers: a survey on software technologies1432.18%21 (14.7%)1.09%
Safety & misuseAdversarial Attacks on Locally Private Graph Neural Networks200.3%4 (20.0%)0.29%
Carbon & emissions of computeTowards carbon-aware AI: a systematic prisma review and taxonomy of green architectures, hardware life-cycle, and energy150.23%3 (20.0%)0.08%
Hardware, e-waste & supply chainGreenLoop: A Cloud Driven Framework for Sustainable Waste Management System40.06%0 (0.0%)0.03%
Bias & fairnessMaya-Viveka: Viveka-Gated Synaptic Discrimination for Class-Incremental Learning in Affective Spiking Neural Networks40.06%0 (0.0%)0.09%
Water useOn-chip waste heat-driven absorption cooling system for sustainable data center environment: simulation30.05%0 (0.0%)0.16%
Labour & data workArtificial Intelligence and the Future of Work30.05%2 (66.7%)0.03%
Concentration of compute power5G and Beyond10.02%1 (100.0%)0.04%

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: India. This may be broader than the company geography.

INNOVATION SIGNALS

Who files AI patents in Hyderabad

Published patent filings in the recorded source window.

Expand panel +
81filings 2019–2025
12assignees
20peak annual filings

Filing momentum

061217232019: 420192020: 920202021: 1420212022: 1220222023: 420232024: 1820242025: 202025

Who files the most

Ics Services
48
Epethilial Tech Services
15
Crux Bio-tech India
7
Dr. PV Naresh Kumar
7
Futuristic Labs
3
Metagogy Learning Systems
2
Nirvesh Enterprises
1
Reagene Innovations
1
UNDERSTAND THE LANDSCAPE

AI in Hyderabad: 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.

KEEP EXPLORING

Put Hyderabad in context

All landscapes ↗

Company ecosystem snapshot: 4 August 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