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 INDIA EDITION 2026

India’s
generative ai industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Generative AI illustration
MEET THE COMPANIES

Explore India’s generative ai leaders

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

Expand panel +
Generative AI company highlights in India, snapshot 3 September 2026
Company
Krutrimolakrutrim.com$74.9M—258—
Sarvamsarvam.ai$41.33M—38—
Gigingigin.ai$25M—22—
Eka Careeka.care$19.5M—109Financial figure available in RadarView in Radar
Verloop.ioverloop.io$15.34M3 roles97$3.88MFYFY2025 filing
Rephrase.airephrase.ai$12.1M—2—
Ai4bharat.orgai4bharat.org$12M———
Metaformsmetaforms.ai$11.28M———
Suitable AIsuitable.ai—6 roles10—
CoreOps.AIcoreops.ai—4 roles——
Quibble AIquibbleai.io—4 roles——
Binocsbinocs.co—3 roles9—
Birbal AIdobirbal.com—3 roles——
Predispredis.ai—3 roles7$705.19KFYFY2025 filing
Replaice.aireplaice.ai—3 roles——
Alchemystgetalchemystai.com————
BrainSightAIbrainsightai.com——30$2.86KFYFY2025 filing
CoRovercorover.ai——23$1.23MFYFY2025 filing
Cohesivecohesive.so——24Financial figure available in RadarView in Radar
Devnagridevnagri.com——50$1.43MFYFY2025 filing
KundliGPTkundligpt.com————
LimeChatlimechat.ai——51Financial figure available in RadarView in Radar
Mihupmihup.ai——59$1.95MFYFY2025 filing
SalesCode.aisalescode.ai——348$5.41MFYFY2025 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

Generative AI industry KPIs in India

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

3 September 2026
Hiring participation12.6%

54 of 427 tracked companies have open roles.

Funding participation25.5%

109 of 427 tracked companies have a recorded round.

Top 3 funding share35.2%

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

Median disclosed round$488.74K

Midpoint of 201 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 35.2% of disclosed capital, while 74.5% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How India generative 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

India generative ai
$0$32.72M$65.44M$98.16M$130.88M2016: $2.89M20162017: $432.22K20172018: $6.6M20182019: $2.67M20192020: $9.85M20202021: $32.37M20212022: $48.47M20222023: $91.24M20232024: $114.81M20242025: $71.35M2025
View the numbers
Annual generative ai funding and company formation in India
YearFunding (USD)FoundedRaising
2016$2.89M105
2017$432.22K112
2018$6.6M67
2019$2.67M2211
2020$9.85M2011
2021$32.37M3819
2022$48.47M4428
2023$91.24M8324
2024$114.81M9630
2025$71.35M8129
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Krutrim18.7%
  • Sarvam10.3%
  • Gigin6.2%
  • Other companies64.8%

Funding by stage

236 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel171 72.5%
Series A–B36 15.3%
Series C+ / PE0 0.0%
Grants, debt & other29 12.3%

Recent recorded rounds

Latest recorded rounds · USD
8 rounds

Swipe or scroll horizontally to browse.

Series A04/2026
TraqCheck $8M

Backed by IvyCap Ventures and IIFL Finance.

Seed04/2026
H2LooP $2M

Backed by Speciale Invest and 3one4 Capital.

Seed04/2026
Bankys $255.35K

Backed by Inflection Point Ventures.

Seed04/2026
Angoor AI $215.21K

Backed by Uday Sodhi and Tarun Billa and others.

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.

Series A12/2023
Sarvamsarvam.ai$28.48M

Backed by Peak XV Partners and Khosla Ventures and others.

Series A12/2024
Gigingigin.ai$25M

Participating investors were not recorded in this snapshot.

Series A07/2022
Eka Careeka.care$15M

Backed by Hummingbird Ventures and 3one4 Capital and others.

Seed08/2023
Sarvamsarvam.ai$12.62M

Backed by Peak XV Partners and Madhavan Living Trust 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 · 130 reporting entities from 189 eligible matches.

Revenue in covered accounts₹827.3 crore

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

Net profit / loss₹-288.1 crore

Combined result for the same cohort.

Aggregate net margin-34.8%

Combined net income ÷ combined revenue.

Median company revenue₹0.5 crore

The middle covered reporting entity.

Profitable entities+26.2%

34 of 130 covered entities.

Top-five concentration+64.1%

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 · 130 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.

130 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
INDIA · INDUSTRY COHORTS

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

Busiest websites

13 of the 427 companies on this page carry a measured traffic record (3%); these are the largest of those, by monthly visits. The median among them is 221,486 visits.

CompanyMonthly visitsAuthorityMobile
WatermarkRemover.iowatermarkremover.io6,324,1885546.6%
Myedit.onlinemyedit.online2,103,5604748.1%
KundliGPTkundligpt.com447,4583688.9%
Eka Careeka.care366,1754257.2%
Predispredis.ai308,9094235%
Trupeertrupeer.ai277,8193856.4%
Pixazopixazo.ai221,4863849.5%
Cockatoocockatoo.com187,176308.2%
slidesAIslidesai.io186,2154520%
Verloop.ioverloop.io176,3563193.4%

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

Most-installed apps

36 of these companies (8.4%) publish at least one Android app — 82 apps in all, carrying 43.7M installs between them.

Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2024Q1–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Generative Ai8143.7MEka Care: Records, Trackers 13.5M
Artificial Intelligence7343.6MMySivi AI English Speaking App 12.2M
Healthcare It513.6MEka Doc: EMR\/EHR, Medical AI 75K
Disease Self Management413.6MHeyDoc AI : WellnessGPT & ABHA 67.2K
Online Photos96.4MWatermark Remover, Photo Video 2M
Marketingtech94.5MLogo Maker, AI Logo Generator 4.2M
Chatbots43.8Mira | the most human AI 3.1M
E-Commerce Enablers33984.5KCoke Buddy for HCCB 788.3K

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.

2023Q2: 22023Q2: 12023Q22023Q3: 22023Q3: 02023Q32023Q4: 32023Q4: 02023Q42024Q1: 22024Q1: 12024Q12024Q2: 52024Q2: 02024Q22024Q3: 12024Q3: 12024Q32024Q4: 32024Q4: 12024Q42025Q1: 12025Q1: 22025Q12025Q2: 52025Q2: 22025Q22025Q3: 62025Q3: 102025Q32025Q4: 92025Q4: 82025Q42026Q1: 142026Q1: 202026Q1

Darker bars are new releases, lighter bars apps updated. 68 of 82 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The India generative ai market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Deep tech427
Enterprise tech354
Artificial intelligence344
Enterprise software268
Saas231
Ai as a service187
Consumer digital127
Ai infrastructure126
No code ai platforms95
Native ai in marketing40
Future of work32
Native ai in software development31

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

SEGMENT TO EXPLORE

Deep tech

The largest measured segment in this report snapshot.

427companies
12.6%have hiring activity

54 companies hiring · $401.26M disclosed funding

Explore in Radar

How companies make money

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

Subscription401
Fee-for-service16
Advertising15
E-commerce - service9
Commission on transaction6
Licensing6
E-commerce - product2
Freemium1
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

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

London-based HR tech startup TraqCheck has closed its £5.9m series A funding round led by IvyCap Ventures, with participation from IIFL.

Mergers & acquisitionsdubverse.ai ↗

Exotel has acquired the core team of voice AI startup Dubverse

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.

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 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.

Mergers & acquisitionsrevrag.ai ↗

Bengaluru-based RevRag.AI has acquired GenStaq.ai, a modular LLMOps and workflow orchestration startup, in a move aimed at expanding its control across the generative AI stack.

Funding roundscorover.ai ↗

Hyderabad, August 20, 2025: HDFC Bank, India’s leading private sector bank, today announced that it has invested in CoRover, a leading conversational AI company.

Funding roundsmetaforms.ai ↗

Metaforms, at a scale of $1 million, raised $10 million led by Peak XV Partners at a valuation of $50 million.

Full recorded event mix

Top 10 categories among 145 recorded events in the 24-month window.

Funding rounds
53
New products
42
Leadership moves
16
Capital infusions
9
Company announcements
7
Layoffs
5
Mergers & acquisitions
5
Contracts
4
IPO activity
2
Earnings
1
4 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

2 companies with recorded IPO activity

Krutrim ↗

IPO activity1 reports

Mihup ↗

IPO1 reports

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

PayCentral.ai

Agentic Payment Platform

Contract wins

4 recorded customer wins

CoRover ↗

Customer: government of indiaAI services

Dubverse ↗

Customer: exotelVoice AI

Sarvam ↗

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

Sarvam ↗

Customer: government of indiaAI / technology

Workforce actions

1 companies with reported reductions

Krutrim ↗

50 rolesrestructuring

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
exotel→Dubverse ↗Announced2026-04-11Not 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
observe.ai→Dubdub ↗Announced2025-03-25Not stated in snapshot
Niyogin Fintech→Orbo ↗Announced2024-05-15Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

7,393 postings in the preceding 12 months. The full 7,706-posting snapshot covers 3,357 employers.

Expand panel +

Most advertised job titles

Generative Ai Engineer150
Data Scientist80
Ai Engineer54
Ai/Ml Engineer45
Ai / Ml Engineer42
Senior Data Scientist40
2 internship postings

122 tracked postings mention remote work.

The seniority mix

4,044 postings specify a level.

unspecified
3,662
lead
1,566
senior
1,560
manager
739
intern
120
entry
59

Skills employers mention

Top skills across 7,706 tracked postings in the available jobs snapshot.

Generative Ai
7,093
Python
4,174
Machine Learning
2,657
Artificial Intelligence
1,748
Llm
1,380
Agentic Ai
1,268
Aws
1,260
Pytorch
1,249
Tensorflow
1,232
Rag
1,195
ADVERTISED PAY$27.0K/ year

Median across 394 postings with pay data, expressed in USD.

Salary by seniority

lead$36.0K/ year95 postings
senior$31.8K/ year76 postings

Advertised posting medians do not describe all employees or roles.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

553 founders and chief executives across 309 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

146 profiles with education records.

IIT Bombay
23
BITS Pilani
19
IIT Delhi
18
IIT Kanpur
17
IIT Kharagpur
13
IIT Roorkee
8
Indian School of Business
7
IIM Ahmedabad
6

Prior employers

29 profiles with prior-work records.

Microsoft
10
Flipkart
6
Boston Consulting Group
3
Amazon
3
Intel
2
Goldman Sachs
1
Facebook
1
Cisco
1

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

NEWS INTELLIGENCE

How this industry appears in the news

1,392,828 articles in the measured 12-month window.

Expand panel +
1,392,828articles in the measured year
364,378articles in 2026Q1
60.7%positive tone in the latest complete year

News volume trends

Generative AI coverage across India · articles per complete quarter

0126,641253,281379,922506,5622021Q2: 198,0402021Q22021Q3: 210,6212021Q4: 182,8302022Q1: 215,2202022Q2: 227,0402022Q22022Q3: 262,0742022Q4: 269,5902023Q1: 305,1952023Q2: 271,2982023Q22023Q3: 297,2272023Q4: 267,2632024Q1: 288,7462024Q2: 290,5442024Q22024Q3: 321,3472024Q4: 334,8872025Q1: 382,8182025Q2: 323,0142025Q22025Q3: 440,4892025Q4: 272,9282026Q1: 364,3782026Q1
View quarterly article counts
QuarterArticles
2021Q2198,040
2021Q3210,621
2021Q4182,830
2022Q1215,220
2022Q2227,040
2022Q3262,074
2022Q4269,590
2023Q1305,195
2023Q2271,298
2023Q3297,227
2023Q4267,263
2024Q1288,746
2024Q2290,544
2024Q3321,347
2024Q4334,887
2025Q1382,818
2025Q2323,014
2025Q3440,489
2025Q4272,928
2026Q1364,378

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
380,552 positive · 43,935 neutral · 202,704 negative
2022
609,909 positive · 70,073 neutral · 292,462 negative
2023
748,449 positive · 82,080 neutral · 308,954 negative
2024
806,831 positive · 120,271 neutral · 306,710 negative
2025
860,845 positive · 175,332 neutral · 380,913 negative

Leading coverage topics

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

Geopolitical Disputes And Contested Areas300,171 articles in the full recorded period
108,119 recent · 81,398 prior
International And Transnational Geographic Entities300,151 articles in the full recorded period
108,111 recent · 81,397 prior
Administrative And Political Subdivisions300,095 articles in the full recorded period
108,088 recent · 81,386 prior
International Sports Competitions110,476 articles in the full recorded period
26,921 recent · 26,666 prior
International Political Relations73,120 articles in the full recorded period
22,899 recent · 15,327 prior
New Product Launches And Innovations58,605 articles in the full recorded period
17,689 recent · 13,659 prior
Cricket Test Matches54,659 articles in the full recorded period
13,463 recent · 11,870 prior
Political Party Dynamics52,940 articles in the full recorded period
11,324 recent · 10,961 prior
Strategic Partnerships And Collaborations50,545 articles in the full recorded period
15,610 recent · 11,497 prior
Trade Policies And Agreements46,791 articles in the full recorded period
22,771 recent · 11,680 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Generative AI coverage across India

KeywordRecentPriorChange
tariff negotiations11,6185,679105%
bilateral trade4,6102,43789%
trade dispute mechanisms4,5112,203105%
trade barrier reduction4,4962,44084%
trade facilitation commitments4,3272,20197%
countries4,1931,860125%
free trade deals4,0782,42968%
multilateral diplomacy3,9172,72344%
diplomatic strategies3,8152,35062%
bilateral trade imbalance3,2812,04461%
odi cricket6,0369,656-37%
limited overs cricket5,7759,305-38%
odi tactics5,6288,742-36%
odi series5,2558,320-37%
odi tournaments5,0318,063-38%

Event and signal lenses

Generative AI coverage across India

All complete annual cohorts shown
Rising

Regulatory Risk

1,795,602 classified articles

territories, disputed islands, test cricket

43.4% critical · 27.5% positive
Rising

Funding Momentum

235,782 classified articles

pre-ipo valuation, ipo prospectus, ipo pricing

49.1% critical · 47.0% positive
Rising

Growth

515,659 classified articles

gdp growth rate, economic output growth, economic growth statistics

46.9% critical · 50.8% positive

Generative AI coverage across India. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Generative AI research is working on

2,044 papers in the recorded india scope.

Expand panel +
2,044papers
52,673worldwide comparison pool
2,044India-affiliated papers

Research orientation

Breakthrough
957
Promising
653
Descriptive
127
Problem-identifying
123
Cautionary
87
Comparative
86
Critical
11

Contribution mix

Methods-led
1,375
Empirical
295
Reviews
260
Position pieces
96
Theoretical
18

Tone counts: 1,940 positive · 25 neutral · 79 negative.

Common problems researchers identify
134 papers · 6.6% of this field
  • Generative grammar114 papers
  • Generative model45 papers
  • Adversarial system17 papers
  • Creativity9 papers
  • Transformative learning8 papers
  • Perception7 papers
  • Leverage6 papers
  • Ethical issues6 papers

Landmark: Towards Adoption of Generative AI in Organizational Settings

Cautions
87 papers · 4.3% of this field
  • Generative grammar73 papers
  • Generative model21 papers
  • Adversarial system16 papers
  • Transformative learning11 papers
  • Creativity6 papers
  • Curriculum5 papers
  • Resource5 papers
  • Generative adversarial network5 papers

Landmark: The Synthesizability of Molecules Proposed by Generative Models

Opportunities
1,610 papers · 78.8% of this field
  • Generative grammar884 papers
  • Adversarial system393 papers
  • Generative model253 papers
  • Generative adversarial network243 papers
  • Convolutional neural network121 papers
  • Pattern recognition111 papers
  • Image90 papers
  • Scalability80 papers

Landmark: f-GAN: Training Generative Neural Samplers using Variational Divergence\n Minimization

Leading institutions

IIT@MIT
973
Microsoft Research
886
Indian Institute of Technology Kanpur
692
IBM Research - India
548
International Institute of Information Technology, Hyderabad
481
Indian Institute of Science Education and Research Pune
470

Leading researchers

Sebastian Nowozin
607
Botond Cseke
607
Ryota Tomioka
607
Neha Patki
546
Roy Wedge
546
Kalyan Veeramachaneni
546
U. Deva Priyakumar
471
Viraj Bagal
470

Highly cited breakthrough-labelled papers

  • The Synthetic Data Vault546 citations
  • MolGPT: Molecular Generation Using a Transformer-Decoder Model470 citations
  • DeLiGAN: Generative Adversarial Networks for Diverse and Limited Data277 citations
  • GRAINS184 citations
  • A Deep Generative Framework for Paraphrase Generation181 citations

Common problems researchers identify

110 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Creative Use of Generative ModelsCommon problems researchers identify · 01

Creative Use of Generative Models

65 papers

59.1% of this theme group

Researchers discuss challenges of applying generative models to creative industries and human‑machine co‑creation.

Generative grammar (61) · Generative model (27) · Generative Design (5) · Creativity (5)

Generative AI: Exploring the Applications of Generative Models in Creative Industries

Generative AI: The next frontier of human-machine co-creation

GANs for Imaging ApplicationsCommon problems researchers identify · 02

GANs for Imaging Applications

21 papers

19.1% of this theme group

Papers highlight difficulties in using generative adversarial networks for hyperspectral and medical image generation.

Adversarial system (15) · Generative adversarial network (5) · Generative grammar (17) · Image (3)

A Dive into Generative Adversarial Networks in the World of Hyperspectral Imaging: A Survey of the State of the Art

A Review on Medical Image Generation Generative Adversarial Networks (GANs)

Ethical and Governance ConcernsCommon problems researchers identify · 03

Ethical and Governance Concerns

13 papers

11.8% of this theme group

Works examine ethical dilemmas and corporate governance issues surrounding generative AI in education and beyond.

Ethical issues (5) · Generative grammar (13) · Generative model (9) · Corporate governance (4)

INTEGRATING GENERATIVE AI IN EDUCATIONPROMISES AND CHALLENGES FOR FUTURE

Generative AI in the Post-Transformer Era: Advances, Ethical Dilemmas, and Future Directions

Synthetic Data and Deception RisksCommon problems researchers identify · 04

Synthetic Data and Deception Risks

11 papers

10.0% of this theme group

Studies explore the reliability of synthetic data and its potential for fraudulent or deceptive activities online.

Synthetic data (2) · Relevance (2) · Probabilistic logic (2) · Deception (2)

Navigating the Real and the Synthetic

Deep insight into a Diverse set of Deceptive/ Fraudulent activities on Web Platforms

Cautions

81 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Impact on Literacy and CreativityCautions · 01

Impact on Literacy and Creativity

43 papers

53.1% of this theme group

Authors caution about generative AI’s effects on creative skills, literacy, and educational outcomes.

Generative grammar (39) · Generative model (13) · Creativity (5) · Literacy (3)

Generative AI for pentesting: the good, the bad, the ugly

GENERATIVE ARTIFICIAL INTELLIGENCE IN EDUCATION: NAVIGATING TRANSFORMATION, IMPACT AND ETHICAL IMPERATIVES

Workflow and Big‑Data IntegrationCautions · 02

Workflow and Big‑Data Integration

18 papers

22.2% of this theme group

Research warns of complexities when embedding generative models into media, healthcare, and large‑scale data pipelines.

Generative model (10) · Generative grammar (14) · Workflow (3) · Big data (2)

Generative AI Images and Indian Media Industry: An Overview of Opportunities and Challenges

Generative AI in Healthcare: Transforming Medical Imaging, Accelerating Drug Discovery, and Enhancing Clinical Decision-Making

Adversarial Threats in Critical DomainsCautions · 03

Adversarial Threats in Critical Domains

14 papers

17.3% of this theme group

Papers discuss how adversarial generative systems can be exploited for fraud detection and medical risk prediction.

Adversarial system (12) · Generative adversarial network (5) · Generative grammar (10) · Object (2)

Generative artificial intelligence and adversarial network for fraud detections in current evolutional systems

Generative Adversarial Network-based Deep Learning Framework for Cardiovascular Disease Risk Prediction

Trustworthiness of Deepfake DetectionCautions · 04

Trustworthiness of Deepfake Detection

6 papers

7.4% of this theme group

Works emphasize the need for robust, trustworthy methods to identify synthetic media and protect cybersecurity.

Trustworthiness (2) · Transformer (2) · Generative grammar (6) · Adversarial system (3)

Leveraging Vision Attention Transformers for Detection of Artificially Synthesized Dermoscopic Lesion Deepfakes Using Derm-CGAN

Unmasking digital deceptions: An integrative review of deepfake detection, multimedia forensics, and cybersecurity challenges

Opportunities

1,502 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Image Synthesis for Medical ImagingOpportunities · 01

Image Synthesis for Medical Imaging

329 papers

21.9% of this theme group

Opportunities focus on using GANs to create realistic medical images for diagnosis and training.

Adversarial system (309) · Generative adversarial network (214) · Generative grammar (311) · Image (45)

Generative Adversarial Networks for Synthesizing Abnormal Medical Images

Design and Evaluation of Generative Adversarial Network for Automated Image Colorization System

Personalized Learning with Generative AIOpportunities · 02

Personalized Learning with Generative AI

311 papers

20.7% of this theme group

Studies explore how generative models can tailor educational content to individual learner needs.

Generative grammar (280) · Generative model (117) · Transformative learning (29) · Personalization (15)

The Prospects of Generative AI in Higher Education

Generative AI for Personalized Learning and Education

Automated Summarization and Language TasksOpportunities · 03

Automated Summarization and Language Tasks

230 papers

15.3% of this theme group

Research highlights generative AI’s potential for natural‑language generation, summarization, and adaptive prompting.

Generative grammar (214) · Generative model (108) · Natural language (15) · Automatic summarization (8)

Transforming Education

Meta-Prompting: Exploring Higher - Order Prompts for Adaptive Task Generalization in Generative Models

Scalable Robust Generative SystemsOpportunities · 04

Scalable Robust Generative Systems

200 papers

13.3% of this theme group

Papers present methods for scaling autoencoders and generative models while improving robustness to noise.

Scalability (29) · Autoencoder (20) · Generative model (46) · Robustness (20)

Multi-Conditioning and Data Augmentation Using Generative Noise Model for Speech Emotion Recognition in Noisy Conditions

Object Detection using Synthetic Data and Generative AI

High‑Resolution Image GenerationOpportunities · 05

High‑Resolution Image Generation

182 papers

12.1% of this theme group

Works demonstrate advances in GAN architectures for producing high‑quality images from low‑resolution inputs.

Generative adversarial network (82) · Discriminator (36) · Adversarial system (72) · Generator (30)

Skin Cancer Diagnosis Using Deep Convolutional Generative Adversarial Network for Image Classification

Improved Generative Adversarial Network for Generating High-Resolution Images from Low-Resolution Images

Deepfake Detection via Transfer LearningOpportunities · 06

Deepfake Detection via Transfer Learning

127 papers

8.5% of this theme group

Research leverages convolutional networks and transfer learning to improve detection of synthetic facial media.

Convolutional neural network (33) · Face (18) · Generalization (12) · Pattern recognition (24)

DeFakeNet: A ResNet50V2-Based Deep Learning Model for Deepfake Detection and Classification

Deepfake Image Detection using Transfer Learning: A Comparative Analysis

Medical Segmentation with Synthetic AugmentationOpportunities · 07

Medical Segmentation with Synthetic Augmentation

123 papers

8.2% of this theme group

Studies use GAN‑generated data to enhance segmentation and classification of retinal and other medical images.

Pattern recognition (57) · Convolutional neural network (44) · Segmentation (18) · Diabetic retinopathy (9)

Improved Classification for Pneumonia Detection using Transfer Learning with GAN based Synthetic Image Augmentation

Federated Deep Learning for Cancer Diagnosis: Combining Heterogeneous Multi-Institutional Data Using GAN-Based Augmentation

How this field compares with the research baseline

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

Research orientationThis fieldReference sample
Breakthrough46.8%26.8%
Promising31.9%36.6%
Descriptive6.2%18.0%
Problem-identifying6.0%9.8%
Cautionary4.3%4.2%
Comparative4.2%3.7%
Critical0.5%0.9%

Concerns receiving less research attention

Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.

Concern / example paperPapersShareRaised as a problemWorldwide share
Safety & misuseLeveraging Vision Attention Transformers for Detection of Artificially Synthesized Dermoscopic Lesion Deepfakes Using De743.94%19 (25.7%)2.08%
Privacy & surveillanceGenerative AI and privacy-preserving big data analytic in cloud environments with AI agents442.34%5 (11.4%)1.32%
Bias & fairnessBias-Free? An Empirical Study on Ethnicity, Gender, and Age Fairness in Deepfake Detection50.27%2 (40.0%)0.3%
Energy & datacenter footprintSustainable and Green AI: A Narrative of Responsibility Amid Generative Technologies20.11%1 (50.0%)0.05%
Labour & data workThe Economic Impact of Generative AI on Labor Markets and Income Distribution10.05%0 (0.0%)0.07%
Water use00.0%0 (%)0.0%
Carbon & emissions of compute00.0%0 (%)0.02%
Hardware, e-waste & supply chain00.0%0 (%)0.0%
Concentration of compute power00.0%0 (%)0.03%

Research orientation and citation rankings describe the covered collection. Its recorded publication dates do not support an overall publication-volume trend.

Institution and researcher rankings use citations to their covered work. Research scope: India. This may be broader than the company geography.

DEMAND, SUPPLY & PLACE

Where demand signals run ahead of mapped supply — India

Compare demand signals in India’s newsflow with the generative ai categories mapped to each signal.

Expand panel +
HOW TO READ THE GAP

Signal percentile − supply percentile = gap in percentile points. Positive gaps highlight questions to investigate. A high signal can reflect spending pressure or access friction, as well as potential demand.

The comparison is relative to the signal families on this page. A supply percentile of zero means the lowest relative reading, not zero companies. It is a prioritisation clue, not measured market size or unmet demand.

COMPARISON PERIOD2025-05-01 to 2026-05-01Against 2024-05-01 to 2025-05-01Explore the signals ↓

The opportunity, in one view

Signal and mapped-supply percentiles, their gap, and change in the signal’s article share.

Swipe horizontally to compare all columns →

5 India demand signals compared with mapped generative ai supply
Signal familySignal percentileSupply percentileRelative gapGap (points)Signal share vs prior year
Tech workforce shifts ↗Spending Pressure62.50.0+62.5+99.3%
Cloud & platform build-out ↗Infrastructure Shift75.050.0+25.0+154.0%
Open-source momentum ↗Ecosystem Signal25.0100.0-75.0+129.0%
Security incidents & breaches ↗Risk Pressure12.5—No matching category—+54.2%
Data & privacy regulation ↗Compliance Pressure75.0—No matching category—+177.7%

Showing all 5 signals. Select a family for its history and mapped categories.

Where the signals are loudest

All 12 city readings for these demand families in the comparison geography. India is highlighted.

Mentions per 10,000 articles

Each city’s reading is a share of its own coverage.

Chungcheongbuk-Do129.5

Data & privacy regulation · Tech workforce shifts · Security incidents & breaches

Andhra Pradesh62.9

Cloud & platform build-out · Data & privacy regulation · Tech workforce shifts

Karnataka53.8

Tech workforce shifts · Open-source momentum · Cloud & platform build-out

Telangana24.1

Tech workforce shifts · Cloud & platform build-out · Data & privacy regulation

Maharashtra22.8

Tech workforce shifts · Cloud & platform build-out · Data & privacy regulation

Manipur19.2

Tech workforce shifts · Security incidents & breaches

Delhi18.9

Tech workforce shifts · Security incidents & breaches · Data & privacy regulation

Tamil Nadu18.3

Tech workforce shifts · Cloud & platform build-out · Data & privacy regulation

Gujarat16.2

Tech workforce shifts · Cloud & platform build-out · Security incidents & breaches

England8.3

Security incidents & breaches · Tech workforce shifts · Cloud & platform build-out

Ladakh7.9

Security incidents & breaches · Open-source momentum · Tech workforce shifts

Arizona6.7

Data & privacy regulation · Cloud & platform build-out · Open-source momentum

Inside the leading signals

Open any signal for its quarterly history
SPENDING PRESSURETech workforce shifts+62.5percentile-point gap
THE OPERATING HYPOTHESIS

Hiring, visa and layoff cycles can resize teams — per-seat budgets tend to follow.

10.98mentions per 10,000 articles+99.3%share change vs prior year

Mapped generative ai categories

  • Future Of Work32

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of India coverage

Mentions per 10,000 articles · zero baseline

04812162024Q3: 42024Q32024Q4: 42024Q42025Q1: 62025Q12025Q2: 82025Q22025Q3: 132025Q32025Q4: 92025Q42026Q1: 72026Q1
View quarterly signal counts
Tech workforce shifts in India coverage
QuarterMentionsPer 10,000 articles
2024Q32514.92
2024Q42354.64
2025Q13126.65
2025Q23088.17
2025Q366713.83
2025Q43579.6
2026Q13677.78

Where this signal concentrates in the comparison geography

Karnataka24.5 / 10,000
Maharashtra11.9 / 10,000
INFRASTRUCTURE SHIFTCloud & platform build-out+25.0percentile-point gap
THE OPERATING HYPOTHESIS

Cloud and platform build-out can multiply the pipelines and environments a team must manage.

4.55mentions per 10,000 articles+154.0%share change vs prior year

Mapped generative ai categories

  • Saas231
  • Ai Infrastructure126

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of India coverage

Mentions per 10,000 articles · zero baseline

024792024Q3: 12024Q32024Q4: 12024Q42025Q1: 22025Q12025Q2: 12025Q22025Q3: 22025Q32025Q4: 72025Q42026Q1: 52026Q1
View quarterly signal counts
Cloud & platform build-out in India coverage
QuarterMentionsPer 10,000 articles
2024Q3641.25
2024Q41011.99
2025Q11082.3
2025Q2741.96
2025Q31042.16
2025Q42907.8
2026Q12475.23

Where this signal concentrates in the comparison geography

Andhra Pradesh49.0 / 10,000
Karnataka8.2 / 10,000
Telangana7.0 / 10,000
ECOSYSTEM SIGNALOpen-source momentum-75.0percentile-point gap
THE OPERATING HYPOTHESIS

Open-source momentum can seed the commercial layer around the projects teams adopt.

1.83mentions per 10,000 articles+129.0%share change vs prior year

Mapped generative ai categories

  • Deep Tech427
  • Enterprise Software268

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of India coverage

Mentions per 10,000 articles · zero baseline

012342024Q3: 02024Q32024Q4: 02024Q42025Q1: 12025Q12025Q2: 12025Q22025Q3: 12025Q32025Q4: 12025Q42026Q1: 32026Q1
View quarterly signal counts
Open-source momentum in India coverage
QuarterMentionsPer 10,000 articles
2024Q3250.49
2024Q4350.69
2025Q1641.36
2025Q2381.01
2025Q3521.08
2025Q4561.51
2026Q11533.24

Where this signal concentrates in the comparison geography

Karnataka13.5 / 10,000
RISK PRESSURESecurity incidents & breaches—supply not mapped
THE OPERATING HYPOTHESIS

Breach pressure can push security into every buying decision.

2.85mentions per 10,000 articles+54.2%share change vs prior year

Mapped generative ai categories

This signal has no matching category in the page’s generative ai market map, so no supply percentile or gap is assigned.

Quarterly share of India coverage

Mentions per 10,000 articles · zero baseline

012342024Q3: 12024Q32024Q4: 12024Q42025Q1: 22025Q12025Q2: 32025Q22025Q3: 22025Q32025Q4: 32025Q42026Q1: 12026Q1
View quarterly signal counts
Security incidents & breaches in India coverage
QuarterMentionsPer 10,000 articles
2024Q3991.94
2024Q4991.95
2025Q1982.09
2025Q21303.45
2025Q31102.28
2025Q41343.6
2026Q1891.89

Where this signal concentrates in the comparison geography

Delhi4.7 / 10,000
Karnataka4.7 / 10,000
COMPLIANCE PRESSUREData & privacy regulation—supply not mapped
THE OPERATING HYPOTHESIS

Privacy rules can land as engineering requirements — consent, data handling and audit tooling follow.

4.29mentions per 10,000 articles+177.7%share change vs prior year

Mapped generative ai categories

This signal has no matching category in the page’s generative ai market map, so no supply percentile or gap is assigned.

Quarterly share of India coverage

Mentions per 10,000 articles · zero baseline

024572024Q3: 12024Q32024Q4: 12024Q42025Q1: 22025Q12025Q2: 22025Q22025Q3: 22025Q32025Q4: 62025Q42026Q1: 52026Q1
View quarterly signal counts
Data & privacy regulation in India coverage
QuarterMentionsPer 10,000 articles
2024Q3531.04
2024Q4801.58
2025Q11192.54
2025Q2782.07
2025Q31092.26
2025Q42276.1
2026Q12705.72

Where this signal concentrates in the comparison geography

Chungcheongbuk-Do111.3 / 10,000
Andhra Pradesh9.5 / 10,000
RESEARCH & CHANGING CONVERSATIONS

Related research and changing coverage

India generative ai coverage

Expand panel +
RESEARCH CONTEXT · 2018

Quality Certification and the Economics of Contract Software Development: A Study of the Indian Software Industry

Research Showcase @ Carnegie Mellon University (Carnegie Mellon University)

8 citations in the snapshot

RESEARCH CONTEXT · 2017

An exploratory study on perception of Indian crowd towards crowdsourcing software development

6 citations in the snapshot

What is growing in this coverage

India coverage of this page's demand families

KeywordRecent articlesPrior articlesShare change
green data centers6925209.1%
vulnerability intelligence5625150.8%
cloud infrastructure297133150.1%
ai research17992117.9%
cybersecurity incident684281.3%

Share changes describe coverage in the stated comparison periods, not search demand or market size.

GEOGRAPHIC FOOTPRINT

Where companies are based

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

Expand panel +
8 cards

Swipe or scroll horizontally to browse.

UNDERSTAND THE LANDSCAPE

Generative AI in India: 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: 3 September 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
Coming soon