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 PUNE EDITION 2026

Pune’s
ai industry,
in focus.

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

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

An industry ecosystem,
measured in context.

AI illustration
MEET THE COMPANIES

Explore Pune’s ai leaders

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

Expand panel +
AI company highlights in Pune, snapshot 4 August 2026
Company
Intanglesintangles.ai$53.19M2 roles365$7.51MFYFY2025 filing
E42e42.ai$10.54M—126$1.03MFYFY2025 filing
Deeptekdeeptek.ai$10M3 roles64Financial figure available in RadarView in Radar
Kombaikombai.com$4.5M———
Companion Labscmpntech.com$2.5M———
Trueintruein.com$2.5M—28$921.26KFYFY2025 filing
AIQoDaiqod.com$852.06K1 roles54$240.38KFYFY2025 filing
Pivotchain Solutionspivotchain.com$768.95K—25$508.28KFYFY2023 filing
Salt Web Technologiessalttechno.com—3 roles32—
Rasta AIrasta-ai.com—2 roles—Financial figure available in RadarView in Radar
Rianrian.io—2 roles54$407.36KFYFY2025 filing
KeepActiveProkeepactivepro.com—1 roles——
Vaayushopvaayushop.com—1 roles7Financial figure available in RadarView in Radar
Cloudredux cloudredux.com——20—
Foto Owlfotoowl.ai———Financial figure available in RadarView in Radar
Sciffersciffer.com——1$112.21KFYFY2022 filing
Vervotechvervotech.com——40$1.99MFYFY2025 filing
17 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 ↗

Startup discovery

Recorded classifications only
THE KEY SIGNALS

AI industry KPIs in Pune

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

4 August 2026
Hiring participation11.1%

13 of 117 tracked companies have open roles.

Funding participation14.5%

17 of 117 tracked companies have a recorded round.

Top 3 funding share84.6%

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

Median disclosed round$270.12K

Midpoint of 43 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 84.6% of disclosed capital, while 85.5% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Pune 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

Pune ai
$0$10.37M$20.75M$31.12M$41.5M2016: $1.85M20162017: $320.51K20172018: $1.1M20182019: $1.3M20192020: $2.62M20202021: $6.58M20212022: $13.75M20222023: $14.76M20232024: $7.96M20242025: $36.4M2025
View the numbers
Annual ai funding and company formation in Pune
YearFunding (USD)FoundedRaising
2016$1.85M83
2017$320.51K72
2018$1.1M52
2019$1.3M85
2020$2.62M64
2021$6.58M85
2022$13.75M77
2023$14.76M175
2024$7.96M192
2025$36.4M144
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Intangles61.1%
  • E4212.1%
  • Deeptek11.5%
  • Other companies15.4%

Funding by stage

51 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel40 78.4%
Series A–B8 15.7%
Series C+ / PE0 0.0%
Grants, debt & other3 5.9%

Recent recorded rounds

Latest recorded rounds · USD
1 rounds

Swipe or scroll horizontally to browse.

Grant (prize money)03/2026
Deeptek —

Backed by Ncgindia.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series A04/2021
E42e42.ai$5.4M

Backed by Pavestone Capital.

Series A06/2022
E42e42.ai$2.54M

Backed by Pavestone Capital.

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 · 43 reporting entities from 55 eligible matches.

Revenue in covered accounts₹346.2 crore

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

Net profit / loss₹-65.5 crore

Combined result for the same cohort.

Aggregate net margin-18.9%

Combined net income ÷ combined revenue.

Median company revenue₹1.1 crore

The middle covered reporting entity.

Profitable entities+39.5%

17 of 43 covered entities.

Top-five concentration+73.1%

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 · 43 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.

43 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
PUNE · 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 Pune companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Most-installed apps

10 of these companies (8.5%) publish at least one Android app — 17 apps in all, carrying 1.1M installs between them.

AppInstallsRatingStore category
Truein User: Time & AttendanceTruein607.7K5Productivity
DutyPar - Attendance appDutypar253.1K—Business
Dailog – Chat karo story kheloCompanion Labs80.6K—Entertainment
Mahindra iMAXXIntangles68.5K—Auto & Vehicles
IntanglesIntangles49.4K—Auto & Vehicles
Truein Kiosk (NOT for Staff)Truein38.9K—Productivity
RizzText - AI Texting WingmanRizzText6.4K—Lifestyle
BotSpace InboxBot Space1.3K—Communication
Helium AIHelium AI369—Productivity
Intangles InstallerIntangles227—Productivity

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 (2024Q3–2026Q1).

SegmentAppsInstallsLeading appRelease trend
Computer Vision4899.7KTruein User: Time & Attendance 607.7K
Hrtech3899.7KDutyPar - Attendance app 253.1K
Field Force Automation2646.6KTruein Kiosk (NOT for Staff) 38.9K
Security & Surveillance Technology7371.4KMahindra iMAXX 68.5K
Artificial Intelligence11126.4KIntangles 49.4K
Logistics Tech6118.3KIntangles Installer 227
Iot Applications5118.3KInVision Buddy 137
Chatbots482.2KDailog – Chat karo story khelo 80.6K

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 Pune 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 tech89
Enterprise software68
Saas62
Deep tech58
Consumer digital17
Native ai in software development11
Ai-native computer vision10
Industry 4.09
Healthtech9
Future of work8
Native ai in healthcare8
Cybersecurity6

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

89companies
12.4%have hiring activity

11 companies hiring · $84.61M disclosed funding

Explore in Radar

How companies make money

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

Subscription99
Fee-for-service13
Advertising5
E-commerce - service4
Commission on transaction3
Licensing3
Physical commerce1
E-commerce - product1
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 2 dated reports
Funding roundsintangles.ai ↗

Pune-based deep tech company Intangles has secured a fresh USD 30 million in its Series B funding round, led by Avataar Venture Partners with follow-on support from Baring India Private Equity and Cactus Partners.

Leadership movesvervotech.com ↗

Anurag Mittal, formerly the Chief Marketing Officer (CMO), was elevated to Chief Commercial Officer (CCO).

Full recorded event mix

Top 3 categories among 7 recorded events in the 24-month window.

Leadership moves
3
Funding rounds
3
Capital infusions
1

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
juniper group→Vervotech ↗Completed2024-10-31Not stated in snapshot
fractal→zerogonsAnnounced2021-01-15Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

1,428 postings in the preceding 12 months. The full 1,625-posting snapshot covers 852 employers.

Expand panel +

Most advertised job titles

Data Scientist49
Machine Learning Engineer16
Senior Data Scientist13
Ai/Ml Engineer9
Data Analyst9
Artificial Intelligence Engineer7
0 internship postings

20 tracked postings mention remote work.

The seniority mix

788 postings specify a level.

unspecified
837
senior
354
lead
248
manager
133
intern
34
entry
19

Skills employers mention

Top skills across 1,625 tracked postings in the available jobs snapshot.

Python
996
Machine Learning
957
Sql
416
Data Science
397
Artificial Intelligence
371
Tensorflow
326
Nlp
325
Pytorch
320
Generative Ai
300
Deep Learning
284
ADVERTISED PAY$16.8K/ year

Median across 128 postings with pay data, expressed in USD.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

122 founders and chief executives across 70 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

23 profiles with education records.

IIM Ahmedabad
4
IIT Bombay
4
IIT Kharagpur
4
IIT Delhi
3
BITS Pilani
2
IIT Kanpur
1
Indian Institute of Science
1
Cornell University
1

Prior employers

6 profiles with prior-work records.

Microsoft
2
Goldman Sachs
2
Cisco
1
Flipkart
1

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

NEWS INTELLIGENCE

How this industry appears in the news

4,909 articles in the measured 12-month window.

Expand panel +
4,909articles in the measured year
1,316articles in 2026Q1
86.2%positive tone in the latest complete year

News volume trends

AI coverage tagged Pune · articles per complete quarter

04038061,2081,6112021Q2: 4892021Q22021Q3: 5282021Q4: 5302022Q1: 7042022Q2: 5252022Q22022Q3: 6652022Q4: 7122023Q1: 7402023Q2: 9112023Q22023Q3: 7752023Q4: 9152024Q1: 8012024Q2: 9472024Q22024Q3: 1,1912024Q4: 1,0712025Q1: 1,4012025Q2: 1,2062025Q22025Q3: 1,2332025Q4: 1,0782026Q1: 1,3162026Q1
View quarterly article counts
QuarterArticles
2021Q2489
2021Q3528
2021Q4530
2022Q1704
2022Q2525
2022Q3665
2022Q4712
2023Q1740
2023Q2911
2023Q3775
2023Q4915
2024Q1801
2024Q2947
2024Q31,191
2024Q41,071
2025Q11,401
2025Q21,206
2025Q31,233
2025Q41,078
2026Q11,316

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
1,571 positive · 4 neutral · 194 negative
2022
2,378 positive · 9 neutral · 219 negative
2023
3,000 positive · 39 neutral · 299 negative
2024
3,569 positive · 40 neutral · 398 negative
2025
4,234 positive · 136 neutral · 544 negative

Company share of voice

11 recorded company events across 2 companies; percentages use that event total.

Intangles ↗intangles.ai
72.7% 8 events
Vervotech ↗vervotech.com
27.3% 3 events

Leading coverage topics

AI coverage tagged Pune · 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 Pune. 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 persistent data and system security issues in cloud environments.

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 RisksCommon problems researchers identify · 02

AI System Design Risks

123 papers

21.9% of this theme group

Papers discuss architectural and regulatory challenges of advanced AI agents and medical devices.

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 obstacles to efficient workload distribution across cloud and distributed 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 BarriersCommon problems researchers identify · 04

Digital Transformation Barriers

66 papers

11.7% of this theme group

Studies identify obstacles faced by businesses adopting cloud, big data, and digital economies.

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 IssuesCommon problems researchers identify · 05

IoT Interoperability Issues

61 papers

10.9% of this theme group

Research points to integration and compatibility problems 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 ConcernsCommon problems researchers identify · 06

Sustainable Computing Concerns

46 papers

8.2% of this theme group

Authors address energy consumption and carbon footprint challenges in cloud infrastructures.

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 note difficulties in extending high‑rate communications and computation 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 Trade‑offsCautions · 01

Scalability and Security Trade‑offs

43 papers

39.8% of this theme group

Works caution that scaling cloud services may exacerbate security and operating‑system vulnerabilities.

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 about opaque AI decisions and potential risks in medical applications.

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 Embedded AICautions · 03

Robustness of Embedded AI

24 papers

22.2% of this theme group

Studies highlight vulnerability of AI models in edge and IoT settings to attacks and failures.

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 Economy Resource StrainCautions · 04

Digital Economy Resource Strain

15 papers

13.9% of this theme group

Papers caution that rapid digital transformation can stress human resources and infrastructure.

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 explores large‑scale cloud platforms for big‑data processing and AI‑driven analytics.

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 showcase deep learning and feature‑extraction techniques for security and fault prediction.

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 hybrid encryption and AI methods to strengthen cloud data protection.

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 ApplicationsOpportunities · 04

Intelligent IoT Applications

676 papers

12.9% of this theme group

Studies demonstrate machine‑learning‑enhanced IoT solutions for agriculture and environmental monitoring.

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 presents novel algorithms to improve workload allocation and resource efficiency.

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
Thermal‑Aware Circuit DesignOpportunities · 06

Thermal‑Aware Circuit Design

443 papers

8.4% of this theme group

Works focus on reducing heat and delay in VLSI and CMOS integrated circuits.

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 Grid Energy ManagementOpportunities · 07

Smart Grid Energy Management

357 papers

6.8% of this theme group

Papers develop machine‑learning‑based systems for efficient microgrid and smart‑grid operation.

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%37.1%
Descriptive8.4%17.3%
Problem-identifying6.0%9.6%
Comparative4.5%3.8%
Cautionary2.6%4.5%
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 Pune

Published patent filings in the recorded source window.

Expand panel +
83filings 2016–2025
9assignees
22peak annual filings

Filing momentum

061319252016: 320162018: 120182019: 420192020: 620202021: 720212022: 1220222023: 720232024: 2120242025: 222025

Who files the most

Mindnerves Services
48
IBM
38
Ushai Tech Services
15
Dairy Tech India
7
Sagar Defence Engineering
6
Axiom Market Research & Consulting
4
Datacrux Insights
2
Saint-gobain Sekurit India
1
UNDERSTAND THE LANDSCAPE

AI in Pune: 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 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