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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 BENGALURU EDITION 2026

Bengaluru’s
ai industry,
in focus.

The companies, capital and talent shaping ai in Bengaluru. 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 Bengaluru
IN
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

AI illustration
Companies tracked 631AI ecosystem in Bengaluru Disclosed funding $1.2B176 companies · all recorded rounds Companies hiring 96With open roles at the snapshot Tracked open roles 15720 employers posted in the preceding 30 days
MEET THE COMPANIES

Explore Bengaluru’s ai leaders

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

Expand panel +
Explore the full landscape
AI company highlights in Bengaluru, snapshot 4 August 2026
Company
Inkersinkers.ai$152.53M—20—
Krutrimolakrutrim.com$74.9M—258—
QpiAIqpiai.tech$65.57M5 roles40—
Avataaravataar.ai$55.09M—188$117.44KFYFY2025 filing
SigTuplesigtuple.com$54.75M—95—
C5ic5i.ai$54M——$35.57MFYFY2025 filing
FinBoxfinbox.in$51.09M4 roles198Financial figure available in RadarView in Radar
Skit.aiskit.ai$47.63M4 roles96$3.51MFYFY2025 filing
Infilectinfilect.com—5 roles78$1.64MFYFY2025 filing
PyjamaHRpyjamahr.com—5 roles——
Abekusabekus.ai—4 roles—$125.22KFYFY2025 filing
Biocliqbiocliq.ai—4 roles28—
Metaformsmetaforms.ai—3 roles——
5C Network5cnetwork.com——148$2.41MFYFY2025 filing
AbleCreditablecredit.com————
CloudPhysiancloudphysician.ai———Financial figure available in RadarView in Radar
CoRovercorover.ai——23—
Eka Careeka.care——109—
Entropikentropik.io——115Financial figure available in RadarView in Radar
InvestorAiinvestorai.in——3—
Navanava.com——267—
RevRagrevrag.ai————
Signzy Technologiessignzy.com——321Financial figure available in RadarView in Radar
Verloop.ioverloop.io——97$3.88MFYFY2025 filing
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 ↗

Startup discovery

Recorded classifications only
THE KEY SIGNALS

AI industry KPIs in Bengaluru

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

4 August 2026
Hiring participation15.2%

96 of 631 tracked companies have open roles.

Funding participation30.7%

194 of 631 tracked companies have a recorded round.

Top 3 funding share24.4%

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

Median disclosed round$363.13K

Midpoint of 446 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 24.4% of disclosed capital, while 69.3% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Bengaluru 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

Bengaluru ai
$0$57.14M$114.27M$171.41M$228.54M2016: $8.92M20162017: $11.01M20172018: $43.17M20182019: $179.84M20192020: $46.17M20202021: $136.28M20212022: $160.79M20222023: $171.33M20232024: $156.78M20242025: $200.48M2025
View the numbers
Annual ai funding and company formation in Bengaluru
YearFunding (USD)FoundedRaising
2016$8.92M2512
2017$11.01M2921
2018$43.17M3225
2019$179.84M4132
2020$46.17M3638
2021$136.28M4747
2022$160.79M5160
2023$171.33M10243
2024$156.78M12448
2025$200.48M8751
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Inkers12.7%
  • Krutrim6.3%
  • QpiAI5.5%
  • Other companies75.6%

Funding by stage

514 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel386 75.1%
Series A–B73 14.2%
Series C+ / PE4 0.8%
Grants, debt & other51 9.9%

Recent recorded rounds

Latest recorded rounds · USD
8 rounds

Swipe or scroll horizontally to browse.

Series A05/2026
HrdWyr $13M

Backed by Ideaspring Capital and Singularity AMC and others.

Series A04/2026
Nava $22M

Backed by Greenoaks and Unicorn India Ventures and others.

Seed04/2026
H2LooP $2M

Backed by Speciale Invest and 3one4 Capital.

Seed04/2026
Angoor AI $215.21K

Backed by Uday Sodhi and Tarun Billa and others.

Seed02/2026
Sapiom $15.75M

Backed by Accel and Okta and others.

Seed02/2026
CraftifAI $3M

Backed by Ankur Capital and IvyCap Ventures and others.

Seed02/2026
OptoMl $1.8M

Backed by Bluehill VC and A99.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series B07/2025
FinBoxfinbox.in$35M

Backed by WestBridge Capital and A91 Partners and others.

Series A12/2023
Sarvamsarvam.ai$28.48M

Backed by Peak XV Partners and Khosla Ventures and others.

Series B05/2021
Skit.aiskit.ai$25M

Backed by WestBridge Capital and Exfinity Venture Partners and others.

Series A12/2024
Gigingigin.ai$25M

Participating investors were not recorded in this snapshot.

Series B12/2022
Entropikentropik.io$25M

Backed by Bessemer Venture Partners and SIG Venture Capital 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 +
₹ 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 · 250 reporting entities from 339 eligible matches.

Revenue in covered accounts₹14,061.3 crore

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

Net profit / loss₹876.4 crore

Combined result for the same cohort.

Aggregate net margin+6.2%

Combined net income ÷ combined revenue.

Median company revenue₹0.6 crore

The middle covered reporting entity.

Profitable entities+29.2%

73 of 250 covered entities.

Top-five concentration+92.7%

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 · 250 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.

250 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

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

Busiest websites

14 of the 631 companies on this page carry a measured traffic record (2.2%); these are the largest of those, by monthly visits. The median among them is 321,997 visits.

CompanyMonthly visitsAuthorityMobile
Myedit.onlinemyedit.online2,103,5604748.1%
Readdyreaddy.ai929,1663918%
Presentations.AIpresentations.ai879,1925225.5%
August AImeetaugust.ai426,4124183.1%
Pptppt.ai377,0384530%
SuperKalamsuperkalam.com374,5923862%
Eka Careeka.care366,1754257.2%
Trupeertrupeer.ai277,8193856.4%
VideoDubbervideodubber.ai252,1622773.6%
CodeConvertcodeconvert.ai244,8343322.2%

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

Most-installed apps

62 of these companies (9.8%) publish at least one Android app — 81 apps in all, carrying 41.8M installs between them.

AppInstallsRatingStore category
Eka Care: Records, TrackersEka Care13.5M4.7Medical
MySivi AI English Speaking AppMySivi12.2M4.5Education
Stimuler AI: English FluencyStimuler9.1M4.7Education
ira | the most human AIRumik3.1M3.2Communication
Gigin JobsGigin1.9M1.9Business
Kavana - AI Chat StoriesKavana593.2K5Entertainment
August, Your 24/7 Health AIAugust AI472.7K4.5Health & Fitness
Indus by SarvamSarvam258K4.6Productivity
SuperKalam: Crack UPSC IASSuperKalam121.2K—Education
FinBox Finance ManagerFinBox85.2K—Finance

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 (2024Q1–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Artificial Intelligence7341.5MEka Care: Records, Trackers 13.5M
Generative Ai1231.7MMySivi AI English Speaking App 12.2M
Continued Learning321.3MStimuler AI: English Fluency 9.1M
Disease Self Management414MAugust, Your 24\/7 Health AI 472.7K
Healthcare It913.6MEka Doc: EMR\/EHR, Medical AI 75K
Chatbots83.8Mira | the most human AI 3.1M
Hrtech41.9MGigin Jobs 1.9M
Agentic Ai2263KIndus by Sarvam 258K

A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.

Release cadence by quarter

New apps published, beside apps whose most recent update landed in that quarter — the second bar is how much of the shelf is still being maintained.

2023Q1: 42023Q1: 02023Q12023Q3: 32023Q3: 12023Q32023Q4: 52023Q4: 12023Q42024Q1: 42024Q1: 22024Q12024Q2: 12024Q2: 12024Q22024Q3: 12024Q3: 02024Q32024Q4: 42024Q4: 12024Q42025Q1: 12025Q1: 22025Q12025Q2: 62025Q2: 42025Q22025Q3: 42025Q3: 62025Q32025Q4: 62025Q4: 112025Q42026Q1: 32026Q1: 122026Q1

Darker bars are new releases, lighter bars apps updated. 59 of 81 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Bengaluru 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 tech530
Enterprise software421
Deep tech350
Saas328
Consumer digital92
Native ai in software development57
Native ai in marketing49
Ai-native computer vision48
Native ai in customer support44
Native ai in healthcare37
Fintech37
Healthtech35

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

530companies
16.0%have hiring activity

85 companies hiring · $1.17B disclosed funding

Explore in Radar

How companies make money

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

Subscription575
Fee-for-service30
Advertising19
E-commerce - product14
Physical commerce11
Commission on transaction10
E-commerce - service10
Licensing9
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
Mergers & acquisitionsexactspace.co ↗

Thermax acquired ExactSpace, a specialist in AI-driven industrial IoT solutions.

Funding roundssarvam.ai ↗

India’s homegrown artificial intelligence start-up, Sarvam AI, is close to raising $300 million to $350 million as it seeks to build a domestic player that can compete with leaders from the US and China. Bessemer Venture Partners is expected to lead the round, with Nvidia Corp, Amazon.com Inc and Prosperity7 Ventures also participating.

Mergers & acquisitionsc5i.ai ↗

AI & Analytics company, C5i, today announced the signing of an agreement to fully acquire Datavid, a data & AI company that helps organizations transform fragmented, unstructured, and siloed data into trusted, AI-ready data architectures using advanced data and graph engineering, knowledge graph design, and semantic modeling.

Mergers & acquisitionsmyelinfoundry.com ↗

ASM Technologies announced that it has signed a definitive agreement to acquire 20% stake in Myelin Foundry

Funding roundspeptris.com ↗

AI-powered drug discovery startup Peptris also secured ₹70 Cr in a Series A round co-led by IAN Alpha Fund and Speciale Invest this month.

Funding roundsolakrutrim.com ↗

the original loan was taken to seed fund Krutrim, Aggarwal’s artificial intelligence venture.

Funding roundsgetreplies.ai ↗

To support this ambitious vision, GetReplies has successfully raised $1M in a seed funding round led by the Patni Family Office.

Funding roundsconsuma.ai ↗

Consuma, an emerging deep-tech startup, has raised $1.3 million (₹11 crore) in a seed funding round led by Equirus InnovateX Fund, with participation from prominent angel investors including Abhishek Goyal, Mekin Maheshwari, Bhavik Dholakia, Harsh Shah, Arnav Kumar, Shiv Kapoor, and Biswa Kalyan Rath.

Funding roundsdrizz.dev ↗

Stellaris Venture Partners’ $2.7 million cheque to Drizz

Funding roundsonfinance.ai ↗

OnFinance AI raises USD 4.2M in pre-Series A led by Peak XV’s Surge, joined by prominent global and Indian investors.

Full recorded event mix

Top 10 categories among 255 recorded events in the 24-month window.

Funding rounds
88
New products
71
Leadership moves
39
Capital infusions
14
Company announcements
13
Mergers & acquisitions
11
Contracts
8
Layoffs
5
IPO activity
2
Job creation
2
6 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

2 companies with recorded IPO activity

Krutrim ↗

IPO activity1 reports

Nava ↗

Follow-on Offering · AMEX1 reports

Leadership moves

5 tracked people moves

InvestorAi ↗
Aditya Raj Mohan

Appointment Head of Platform, Product, Production and Transformation

InvestorAi ↗
Prema Deepthi Garlapati

Appointment Chief Technology Officer

InvestorAi ↗
Ajay Munni

Appointment Chief Financial Officer

Ziroh Labs ↗
Vineet Mittal

Appointment Senior Vice President

Product launches

Products, platforms and features in the recorded window

Sarvam ↗
Indus AI chatbot

Multilingual Conversational AI

Sarvam ↗
30-billion parameter model

Large language model

Model Risk Management (MRM)

Model Risk Management

Feature Store

Feature Store

C5i ↗
Agent5i

Platform

FinBox ↗
Standalone AI copilots

AI-driven workflow copilot

PayCentral.ai

Agentic Payment Platform

KOGO ↗
AI Agent Store

AI Agent Store

Contract wins

4 recorded customer wins

CoRover ↗

Customer: government of indiaAI services

Sarvam ↗

Customer: Unique Identification Authority of India (UIDAI)Public services / AI

Sarvam ↗

Customer: government of indiaAI / technology

SwitchOn ↗

Customer: nokia

Workforce actions

1 companies with reported reductions

Krutrim ↗

50 rolesrestructuring

Regulatory events

1 recorded events

SigTuple ↗

510(k) clearanceUS Food and Drug Administration (FDA)

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
thermax→exactspace2026-04-16Not stated in snapshot
C5i→datavidAnnounced2026-03-23Not stated in snapshot
asm technologies→myelin foundryAnnounced2026-02-23Not stated in snapshot
RevRag→GenStaq.aiAnnounced2025-09-18Not stated in snapshot
Krutrim→BharatSah’AI’yakAnnounced2025-06-20Not stated in snapshot
Krutrim→Bodhi ComputingAnnounced2025-06-14Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

351 postings in the preceding 12 months. The full 503-posting snapshot covers 94 employers.

Expand panel +

Most advertised job titles

Customer Success Manager6
Aluminum Facade Senior Designer4
Hrbp4
Product Manager (Ai/Ml)3
Environmental Project Manager3
Applied Ai Researcher3
4 internship postings

2 tracked postings mention remote work.

The seniority mix

276 postings specify a level.

unspecified
227
manager
95
senior
87
lead
48
intern
37
entry
9

Skills employers mention

Top skills across 503 tracked postings in the available jobs snapshot.

Python
121
Aws
37
Java
36
Sql
34
Javascript
32
Kubernetes
30
Machine Learning
28
Communication
26
Communication Skills
26
Azure
22
ADVERTISED PAY$12.6K/ year

Median across 78 postings with pay data, expressed in USD.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

868 founders and chief executives across 477 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

270 profiles with education records.

IIT Kharagpur
37
IIT Delhi
32
IIT Bombay
29
BITS Pilani
26
IIT Kanpur
24
IIT Madras
18
IIM Calcutta
12
IIT Roorkee
11

Prior employers

80 profiles with prior-work records.

Microsoft
23
Amazon
12
Flipkart
10
Intel
9
Cisco
8
Goldman Sachs
7
McKinsey
4
Boston Consulting Group
3

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

NEWS INTELLIGENCE

How this industry appears in the news

15,249 articles in the measured 12-month window.

Expand panel +
15,249articles in the measured year
4,243articles in 2026Q1
83.0%positive tone in the latest complete year

News volume trends

AI coverage tagged Bengaluru · articles per complete quarter

01,4732,9464,4195,8912021Q2: 1,0852021Q22021Q3: 1,3922021Q4: 1,3602022Q1: 1,4762022Q2: 1,5762022Q22022Q3: 1,6722022Q4: 2,1002023Q1: 2,5642023Q2: 2,4122023Q22023Q3: 2,6902023Q4: 2,6572024Q1: 2,9432024Q2: 3,2112024Q22024Q3: 4,1322024Q4: 4,2302025Q1: 5,1232025Q2: 2,9602025Q22025Q3: 3,8822025Q4: 3,6922026Q1: 4,2432026Q1
View quarterly article counts
QuarterArticles
2021Q21,085
2021Q31,392
2021Q41,360
2022Q11,476
2022Q21,576
2022Q31,672
2022Q42,100
2023Q12,564
2023Q22,412
2023Q32,690
2023Q42,657
2024Q12,943
2024Q23,211
2024Q34,132
2024Q44,230
2025Q15,123
2025Q22,960
2025Q33,882
2025Q43,692
2026Q14,243

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
3,700 positive · 13 neutral · 659 negative
2022
5,759 positive · 24 neutral · 1,037 negative
2023
8,209 positive · 74 neutral · 2,029 negative
2024
11,635 positive · 59 neutral · 2,806 negative
2025
12,976 positive · 58 neutral · 2,604 negative

Leading coverage topics

AI coverage tagged Bengaluru · 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 Bengaluru. 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 coordination problems 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 and commerce.

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 issues when connecting IoT devices to 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, carbon impact, and efficiency gaps 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 explore challenges in moving computation closer to users and managing edge resources.

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 and the need for stronger resilience.

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 Workforce ImpactCautions · 04

Digital Change Workforce Impact

15 papers

13.9% of this theme group

Papers note human‑resource challenges and resource strain 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 expanding cloud capacity and leveraging big data for intelligent services.

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 breakthroughs in image and signal analysis using deep learning and classic classifiers.

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 detection techniques to protect cloud data and services.

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 AI‑driven monitoring and decision‑making for agriculture and environmental sensing.

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 platforms.

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

Works focus on thermal‑aware and performance‑centric techniques for integrated circuit development.

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

Papers explore machine‑learning driven solutions for grid stability, microgrid coordination, and energy efficiency.

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%26.8%
Promising29.6%36.7%
Descriptive8.4%17.6%
Problem-identifying6.0%9.5%
Comparative4.5%3.8%
Cautionary2.6%4.7%
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 Bengaluru

Published patent filings in the recorded source window.

Expand panel +
733filings 2016–2025
35assignees
116peak annual filings

Filing momentum

033671001332016: 1120162017: 412018: 5120182019: 602020: 10420202021: 1162022: 10220222023: 842024: 7820242025: 862025

Who files the most

Wipro
405
Robert Bosch
166
Infosys
99
Aza Services
48
NB Tech Services
15
Mphasis
11
Systream Tech India
7
Naresh Kumar
7
UNDERSTAND THE LANDSCAPE

AI in Bengaluru: 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 Bengaluru 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