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 NOIDA EDITION 2026

Noida’s
food and agriculture industry,
in focus.

The companies, capital and talent shaping food and agriculture in Noida. Find the leaders. Understand the segments. See where the activity is.

Snapshot: Funding in USD
Illustrated cover for Food and Agriculture Industry Landscape of Noida
IN
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Food and Agriculture illustration
MEET THE COMPANIES

Explore Noida’s food and agriculture leaders

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

Expand panel +
Food and Agriculture company highlights in Noida, snapshot 4 September 2026
Company
Uniparts Indiaunipartsgroup.com$20.7M—2,728$60.05MFYFY2025 filing
Cocoberrycocoberryindia.co.in$9.33M—68—
Nurture Well Foodsnurturewell.com$8.83M—88Financial figure available in RadarView in Radar
L\'Opera Indialoperaindia.com$6.23M—524—
Oroosoroos.org$2.27M———
Barista Coffee Companybarista.co.in$2.17M—3,750$10.61MFYFY2025 filing
TWF Flourstwfflours.com$1.84M—16—
Anmol Biscuitsanmolbiscuits.com$1.36M———
Eatoneatonpicklesnspices.com—6 roles——
Jubilant FoodWorksjubilantfoodworks.com—5 roles37,456$638.86MFYFY2025 filing
Theos Foodtheosfood.com—3 roles260Financial figure available in RadarView in Radar
Wildlife Trust of Indiawti.org.in—3 roles175—
Awsumawsum.life—2 roles7—
Foodsurefoodsure.co.in—2 roles——
HillQueen Teahillqueentea.com—2 roles——
Mast Banarasi Paanmastbanarasipaan.in—2 roles——
Creme Castlecremecastle.in——47Financial figure available in RadarView in Radar
Diamond Engineering Worksdiamondengineeringworks.in——1,750—
FlyDiningflydining.com————
Innovative Tech Pack Ltd.itplgroup.com——125—
Jubiliant Industriesjubilantindustries.com——1$161.22MFYFY2025 filing
Krishak Bharati Cooperativekribhco.net——695$422.93MFYFY2025 filing
Mother Dairymotherdairy.com——268$1.82BFYFY2025 filing
National Fertilizersnationalfertilizers.com——3,750Financial figure available in RadarView in Radar
24 featured companies

Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗

Company discovery

Recorded evidence only

Explore the live startup set in Radar

No company example met every recorded classification, independence and public-profile gate in this snapshot. The live directory may have newer qualifying companies.

Explore classified startups in Radar ↗
THE KEY SIGNALS

Food and Agriculture industry KPIs in Noida

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

4 September 2026
Hiring participation9.1%

24 of 265 tracked companies have open roles.

Funding participation8.3%

22 of 265 tracked companies have a recorded round.

Top 3 funding share66.3%

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

Median disclosed round$323.66K

Midpoint of 30 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 66.3% of disclosed capital, while 91.7% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Noida food and agriculture 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

Noida food and agriculture
$0$2.34M$4.69M$7.03M$9.38M2016: $722.94K20162017: $491.42K20172018: $710.19K20182019: $6.15M20192020: $548.61K20202021: $32.84K20212022: $516.76K20222023: $62.49K20232024: $8.23M20242025: $6.63M2025
View the numbers
Annual food and agriculture funding and company formation in Noida
YearFunding (USD)FoundedRaising
2016$722.94K122
2017$491.42K111
2018$710.19K142
2019$6.15M156
2020$548.61K241
2021$32.84K131
2022$516.76K184
2023$62.49K171
2024$8.23M73
2025$6.63M76
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Uniparts India35.3%
  • Cocoberry15.9%
  • Nurture Well Foods15.1%
  • Other companies33.7%

Funding by stage

32 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel27 84.4%
Series A–B1 3.1%
Series C+ / PE0 0.0%
Grants, debt & other4 12.5%

Recent recorded rounds

Latest recorded rounds · USD
1 rounds

Swipe or scroll horizontally to browse.

Angel04/2026
Awsum $53.33K

Backed by Ritesh Agarwal.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

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

Expand panel +
₹ crore · standalone

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

FY2025 · annual statements grouped by reported fiscal year; exact entity periods remain on preview rows · 77 reporting entities from 92 eligible matches.

Revenue in covered accounts₹38,476.6 crore

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

Net profit / loss₹1,062.9 crore

Combined result for the same cohort.

Aggregate net margin+2.8%

Combined net income ÷ combined revenue.

Median company revenue₹11.8 crore

The middle covered reporting entity.

Profitable entities+68.8%

53 of 77 covered entities.

Top-five concentration+83.0%

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 · 77 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.

77 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
NOIDA · INDUSTRY COHORTS

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

Most-installed apps

17 of these companies (6.4%) publish at least one Android app — 30 apps in all, carrying 2.2M installs between them.

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

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2023Q3–2026Q1).

SegmentAppsInstallsLeading appRelease trend
Restaurant Franchisees81.1MClube The Best 876.3K
Food & Beverage Products11146.2KMadhusudan 95K
Food Service Chains316.5KBarista 13.3K
Agriculture Regulatory Bodies2130Anti Snare Walk 85

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 Noida food and agriculture market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Food & beverage products79
Internet first brands33
B2c e-commerce16
Food tech16
B2c grocery delivery15
Uber for grocery delivery15
Consumer digital15
Internet first snack brands5

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

SEGMENT TO EXPLORE

Food & beverage products

The largest measured segment in this report snapshot.

79companies
11.4%have hiring activity

9 companies hiring · $26.93M disclosed funding

Explore in Radar

How companies make money

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

E-commerce - product215
Physical commerce103
Advertising26
E-commerce - service26
Commission on transaction21
Fee-for-service19
Subscription7
Sponsorship3
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 3 dated reports
Mergers & acquisitionstrivenigroup.com ↗

Sona India Investments also picked up 19.53 lakh shares (0.89 percent stake) in diversified conglomerate Triveni Engineering & Industries at Rs 347.9 per share for Rs 67.95 crore from Point Break Capital.

Asset acquisitionsjubilantfoodworks.com ↗

Jubilant FoodWorks is in discussions with Inspire Brands regarding the transfer of the India franchise for Dunkin', according to a report by The Economic Times.

Earningsmotherdairy.com ↗

has posted a 17% growth in turnover, reaching Rs 20,300 crore in the previous fiscal year

Full recorded event mix

Top 9 categories among 248 recorded events in the 24-month window.

Earnings
142
Company announcements
51
Contracts
23
Leadership moves
11
Regulatory
7
New products
6
Asset acquisitions
4
Mergers & acquisitions
3
Capital infusions
1
4 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

5 tracked people moves

Priyanka Jain

Appointment Head of Corporate Communications

Tejaswi Narasimha Nori

Promotion head of Domino’s Dine In/Take Away (DITA) business

Avneet Singh Puri

Appointment EVP & Head of Operations – Domino’s (India and South Asia)

Naveen Srivastava

Appointment Head – Supply Chain & Procurement (Multi-Brands)

Manish Bandlish

Resignation Previously Managing director

Earnings pulse

Reported company results in the recorded window.

9companies
138period observations
19.0%median reported growth

Median across 138 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
Sona India Investments→Triveni Engineering & Industries ↗Announced2026-01-28Not stated in snapshot
ghodawat consumer→To Be Honest ↗Completed2025-07-22Not stated in snapshot
Triveni Engineering & Industries→sir shadi lal enterprisesAnnounced2025-04-01Not stated in snapshot
Oasis Drinks→Pabst BrewingAnnounced2025-02-14Not stated in snapshot
Paytm Cloud→Mystical India Shop ↗Announced2025-02-05Not stated in snapshot
Triveni Engineering & Industries→Sir ShaadilalAnnounced2024-12-30Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

345 postings in the preceding 12 months. The full 450-posting snapshot covers 13 employers.

Expand panel +

Most advertised job titles

Senior Manager Sales4
Apprentice It4
Associate Engineer Qa Automation3
Engineer Cost Engineering Coe3
Engineer Pcb Design3
Sales Manager3
1 internship postings

0 tracked postings mention remote work.

The seniority mix

251 postings specify a level.

unspecified
199
manager
109
senior
89
lead
42
entry
8
intern
3

Skills employers mention

Top skills across 450 tracked postings in the available jobs snapshot.

Python
38
Power Bi
35
Sap
31
Sql
27
Project Management
25
Ms Office
22
Communication Skills
21
Jira
18
Data Analysis
17
Qsr
15
THE PEOPLE BUILDING THE FIELD

Founders and leaders

157 founders and chief executives across 119 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

16 profiles with education records.

Indian School of Business
3
IIM Calcutta
2
University of Delhi
2
INSEAD
1
IIT Delhi
1
IIM Ahmedabad
1
IIT Roorkee
1
London Business School (LBS)
1

Prior employers

3 profiles with prior-work records.

McKinsey
1
Amazon
1
Cisco
1
Flipkart
1

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

NEWS INTELLIGENCE

How this industry appears in the news

888 articles in the measured 12-month window.

Expand panel +
888articles in the measured year
267articles in 2026Q1
73.6%positive tone in the latest complete year

News volume trends

Food and Agriculture coverage tagged Noida · articles per complete quarter

01503004495992021Q2: 1852021Q22021Q3: 2372021Q4: 2302022Q1: 2332022Q2: 2072022Q22022Q3: 2202022Q4: 3222023Q1: 2582023Q2: 2542023Q22023Q3: 2942023Q4: 2882024Q1: 3892024Q2: 2882024Q22024Q3: 3822024Q4: 5212025Q1: 2232025Q2: 1822025Q22025Q3: 2222025Q4: 2212026Q1: 2672026Q1
View quarterly article counts
QuarterArticles
2021Q2185
2021Q3237
2021Q4230
2022Q1233
2022Q2207
2022Q3220
2022Q4322
2023Q1258
2023Q2254
2023Q3294
2023Q4288
2024Q1389
2024Q2288
2024Q3382
2024Q4521
2025Q1223
2025Q2182
2025Q3222
2025Q4221
2026Q1267

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
434 positive · 3 neutral · 242 negative
2022
631 positive · 30 neutral · 318 negative
2023
714 positive · 4 neutral · 373 negative
2024
871 positive · 13 neutral · 695 negative
2025
624 positive · 12 neutral · 212 negative

Company share of voice

418 recorded company events across 16 companies; percentages use that event total.

Jubilant FoodWorks ↗jubilantfoodworks.com
65.3% 273 events
Mother Dairy ↗motherdairy.com
10.0% 42 events
National Fertilizers ↗nationalfertilizers.com
6.7% 28 events
Uniparts India ↗unipartsgroup.com
5.3% 22 events
Triveni Engineering & Industries ↗trivenigroup.com
3.8% 16 events
Jubiliant Industries ↗jubilantindustries.com
2.2% 9 events
Barista Coffee Company ↗barista.co.in
1.7% 7 events
Nurture Well Foods ↗nurturewell.com
1.2% 5 events

Leading coverage topics

Food and Agriculture coverage tagged Noida · ranked by full-period article count.

New Product Launches And Innovations6,867 articles in the full recorded period
1,903 recent · 1,654 prior
Indian Curry Variations6,337 articles in the full recorded period
2,057 recent · 1,890 prior
Strategic Partnerships And Collaborations5,563 articles in the full recorded period
1,609 recent · 1,302 prior
Rural Community Development Programs5,468 articles in the full recorded period
1,703 recent · 1,075 prior
Agricultural Export And International Trade5,264 articles in the full recorded period
1,491 recent · 1,016 prior
Agricultural Insurance And Risk Management5,020 articles in the full recorded period
1,451 recent · 761 prior
Water Efficient Irrigation Technologies4,776 articles in the full recorded period
1,495 recent · 912 prior
Political Party Dynamics4,419 articles in the full recorded period
787 recent · 758 prior
Technology Adoption And Digital Transformation4,343 articles in the full recorded period
1,244 recent · 993 prior
Company Expansions And New Market Entries4,132 articles in the full recorded period
1,371 recent · 920 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

India comparison coverage

KeywordRecentPriorChange
tariff structure agriculture68043556%
master farmer programs67939970%
youth agriculture programs62841153%
tariff negotiations588282109%
agribusiness education52535747%
trade facilitation commitments516166211%
commodity export strategies51635844%
trade barrier reduction480201139%
agricultural extension outreach435217100%
crop adaptation research42527654%
stock performance8071,242-35%
stock indices403777-48%
ipo prospectus317556-43%
pre-ipo valuation246464-47%
ipo258456-43%

Event and signal lenses

India comparison coverage

All complete annual cohorts shown
Rising

Regulatory Risk

156,776 classified articles

stock performance, stock indices, trade compliance agriculture

46.8% critical · 39.8% positive
Rising

Funding Momentum

34,580 classified articles

pre-ipo valuation, ipo prospectus, agricultural venture capital

48.0% critical · 54.6% positive
Rising

Growth

70,581 classified articles

economic output growth, gdp growth rate, economic growth statistics

35.6% critical · 50.3% positive

Food and Agriculture coverage tagged Noida. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Food and Agriculture research is working on

1,113 papers in the recorded india scope.

Expand panel +
1,113papers
8,585worldwide comparison pool
1,113India-affiliated papers

Research orientation

Promising
488
Breakthrough
236
Descriptive
174
Problem-identifying
149
Comparative
37
Cautionary
27
Critical
2

Contribution mix

Methods-led
583
Empirical
259
Reviews
208
Position pieces
58
Theoretical
5

Tone counts: 1,071 positive · 16 neutral · 26 negative.

Common problems researchers identify
151 papers · 13.6% of this field
  • Agriculture131 papers
  • Food security29 papers
  • Climate change28 papers
  • Internet of Things19 papers
  • Precision agriculture13 papers
  • Sustainability12 papers
  • Productivity11 papers
  • Livelihood9 papers

Landmark: Unmanned Aerial Vehicles in Smart Agriculture: Applications, Requirements, and Challenges

Cautions
27 papers · 2.4% of this field
  • Agriculture24 papers
  • Internet of Things4 papers
  • Agricultural economics3 papers
  • Weed3 papers
  • Tillage3 papers
  • Irrigation3 papers
  • Weed control3 papers
  • Food security2 papers

Landmark: Climate smart agriculture, farm household typologies and food security

Opportunities
724 papers · 65.0% of this field
  • Agriculture497 papers
  • Internet of Things170 papers
  • Precision agriculture96 papers
  • Agricultural engineering90 papers
  • Cloud computing73 papers
  • Wireless sensor network40 papers
  • Robot40 papers
  • Convolutional neural network36 papers

Landmark: IOT Based Smart Agriculture System

Leading institutions

International Crops Research Institute for the Semi-Arid Tropics
2,547
International Maize and Wheat Improvement Center
1,659
Vellore Institute of Technology University
1,161
Borlaug Institute for South Asia
625
Sikkim University
490
Indian Council of Agricultural Research
406

Leading researchers

Robert B. Zougmoré
1,784
Bruce Campbell
1,110
Mathieu Ouédraogo
820
Philip K. Thornton
806
Samuel T. Partey
726
Leslie Lipper
698
Thippa Reddy Gadekallu
688
Arun Khatri‐Chhetri
621

Highly cited breakthrough-labelled papers

  • An efficient LoRa-based smart agriculture management and monitoring system using wireless sensor networks211 citations
  • sCrop: A Novel Device for Sustainable Automatic Disease Prediction, Crop Selection, and Irrigation in Internet-of-Agro-Things for Smart Agriculture130 citations
  • Internet of Things application for implementation of smart agriculture system125 citations
  • PEFL: Deep Privacy-Encoding-Based Federated Learning Framework for Smart Agriculture116 citations
  • Blockchain-Based Cloud-Enabled Security Monitoring Using Internet of Things in Smart Agriculture111 citations

Common problems researchers identify

140 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Climate Impact on Food ProductionCommon problems researchers identify · 01

Climate Impact on Food Production

52 papers

37.1% of this theme group

Researchers highlight climate change threatening food security and increasing greenhouse gas emissions in Indian agriculture.

Climate change (29) · Food security (21) · Agriculture (49) · Greenhouse gas (10)

Climate Smart Agriculture Practices in India

Climate-Smart Agriculture: Strategies for Enhancing Productivity, Resilience and Sustainability

View research history
YearShare index
20222178.9
20232250.8
20242192.9
20252416.6
Robotics and Precision Farming ChallengesCommon problems researchers identify · 02

Robotics and Precision Farming Challenges

44 papers

31.4% of this theme group

Papers discuss technical and adoption hurdles for robotics and precision agriculture in India.

Agriculture (38) · Precision agriculture (10) · Robot (4) · Robotics (4)

Smart agriculture and nanotechnology: Technology, challenges, and new perspective

Agricultural Robots: The Applications of Robotics in Smart Agriculture: towards More Advanced Agro Informatics Practice

View research history
YearShare index
2022855.1
2023884.2
2024877.7
2025922.5
Economic Barriers to Technology AdoptionCommon problems researchers identify · 03

Economic Barriers to Technology Adoption

23 papers

16.4% of this theme group

Studies point to cost, profit expectations, and market dynamics limiting agricultural technology uptake.

Agriculture (17) · Agricultural economics (5) · Agricultural extension (4) · Marketing (3)

Money Matters: The Role of Yields and Profits in Agricultural Technology Adoption

Affordances and agricultural technology

View research history
YearShare index
2022734.1
2023717.3
2024545.0
2025307.8
IoT Security and Automation RisksCommon problems researchers identify · 04

IoT Security and Automation Risks

21 papers

15.0% of this theme group

Works raise concerns about cybersecurity and reliability of IoT‑based automation in Indian farms.

Internet of Things (18) · Agriculture (21) · Automation (3) · Computer security (3)

Smart Agriculture: The Future of Agriculture using AI and IoT

An Internet of Things (IoT) Architecture for Smart Agriculture

View research history
YearShare index
2022949.3
2023945.6
2024890.4
2025802.2

Cautions

23 papers · 3 recurring themes
3 cards

Swipe or scroll horizontally to browse.

IoT Implementation CaveatsCautions · 01

IoT Implementation Caveats

10 papers

43.5% of this theme group

Authors urge careful evaluation of IoT technologies before large‑scale deployment in smart agriculture.

Internet of Things (4) · Agriculture (8)

Enabling Technologies in Smart Agriculture: A Way Forward Towards Future Fields

A Comprehensive Study of Using Internet of Things (IOT) in Monitoring System for Smart Agriculture

View research history
YearShare index
2022524.7
2023531.1
2024588.5
2025562.9
Climate‑Smart Practices Trade‑offsCautions · 02

Climate‑Smart Practices Trade‑offs

7 papers

30.4% of this theme group

Research warns of unintended ecological effects and socioeconomic complexities of climate‑smart agriculture.

Climate change (3) · Agricultural economics (3) · Agriculture (6) · Natural resource economics (2)

Climate smart agriculture, farm household typologies and food security

Climate-smart agriculture practices influence weed density and diversity in cereal-based agri-food systems of western Indo-Gangetic plains

View research history
YearShare index
20222476.5
20232521.8
20242553.2
20252497.9
Tech Commercialization and AI SkepticismCautions · 03

Tech Commercialization and AI Skepticism

4 papers

17.4% of this theme group

Papers caution against over‑promising AI benefits and highlight commodification issues in Indian agritech.

Agriculture (4)

The orbit of commodified technoscience: innovations in agricultural technology in India

Will Artificial Intelligence be a Performance Booster to Agritech Start-Up?: Empirical Evidence from Emerging Economy

View research history
YearShare index
20221875.8
20231913.7
20241743.1
20251853.4

A further 2 papers sit in smaller themes.

Opportunities

686 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

IoT‑Enabled Precision AgricultureOpportunities · 01

IoT‑Enabled Precision Agriculture

225 papers

32.8% of this theme group

Opportunities focus on leveraging IoT and cloud platforms to improve farm monitoring and decision‑making.

Internet of Things (160) · Agriculture (170) · Cloud computing (48) · Precision agriculture (48)

IoT Based Smart Agriculture Management System

Smart agriculture system using IoT

View research history
YearShare index
20221075.2
20231070.3
20241072.3
20251179.8
Machine Learning for Yield EnhancementOpportunities · 02

Machine Learning for Yield Enhancement

126 papers

18.4% of this theme group

Studies explore advanced ML models to boost crop yields and optimize agricultural engineering processes.

Agriculture (100) · Yield (17) · Crop yield (10) · Agricultural engineering (23)

Development of High-Quality Crops using Optimized Machine Learning in Smart Agriculture Environment

Smart Agriculture Using Advanced Machine Learning Algorithms

View research history
YearShare index
2022277.9
2023286.1
2024302.1
2025267.3
Wireless Sensor Networks for Resource ManagementOpportunities · 03

Wireless Sensor Networks for Resource Management

107 papers

15.6% of this theme group

Research highlights sensor networks for efficient energy use, multi‑crop monitoring, and intrusion detection.

Wireless sensor network (30) · Agriculture (56) · Energy consumption (7) · Intrusion detection system (6)

Modelling a smart agriculture system for multiple cropping using wireless sensor networks

Smart Sensors for Smart Agriculture

View research history
YearShare index
2022294.4
2023279.4
2024195.9
2025236.8
Deep Learning for Plant Disease DetectionOpportunities · 04

Deep Learning for Plant Disease Detection

82 papers

12.0% of this theme group

Papers demonstrate CNN‑based methods to identify and manage crop diseases more accurately.

Convolutional neural network (27) · Transfer of learning (10) · Plant disease (12) · Agriculture (47)

Plant Diseases Concept in Smart Agriculture Using Deep Learning

Deep Learning Innovations for Improved Plant Leaf Disease Detection in Smart Agriculture

View research history
YearShare index
202261.5
202367.8
202442.8
202565.9
Climate‑Smart Strategies for Food SecurityOpportunities · 05

Climate‑Smart Strategies for Food Security

59 papers

8.6% of this theme group

Works propose integrated approaches to sustain production and reduce emissions under changing climate conditions.

Climate change (22) · Food security (18) · Agriculture (52) · Greenhouse gas (7)

Agricultural sustainability under emerging climatic variability: the role of climate-smart agriculture and relevant policies in India

Climate-smart Agriculture, Productivity and Food Security in India

View research history
YearShare index
20222178.9
20232250.8
20242192.9
20252416.6
Robotic Systems for Farm AutomationOpportunities · 06

Robotic Systems for Farm Automation

50 papers

7.3% of this theme group

Research presents mobile robots for tasks such as fertilization, monitoring, and crop management.

Robot (37) · Mobile robot (8) · Robotics (6) · Agriculture (35)

Smart Multipurpose Agricultural Robot

Agricultural Robot for Automized Fertilizing and Vigilance for Crops

View research history
YearShare index
2022827.0
2023847.9
2024840.1
2025849.0
Economic Impacts of Agricultural MachineryOpportunities · 07

Economic Impacts of Agricultural Machinery

37 papers

5.4% of this theme group

Studies assess how mechanization and technology adoption affect poverty, nutrition, and rural livelihoods.

Agricultural economics (8) · Agriculture (28) · Agricultural machinery (6) · Agency (4)

Poverty Reduction Effects of Agricultural Technology Adoption: A Micro-evidence from Rural Tanzania

Agricultural technology adoption and child nutrition enhancement: improved maize varieties in rural Ethiopia

View research history
YearShare index
2022371.8
2023355.6
2024340.9
2025217.8

How this field compares with the research baseline

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

Research orientationThis fieldReference sample
Promising43.8%37.2%
Breakthrough21.2%26.2%
Descriptive15.6%17.7%
Problem-identifying13.4%9.7%
Comparative3.3%4.0%
Cautionary2.4%4.3%
Critical0.2%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
Privacy & surveillanceRetraction Notice: Exploring the Role of Security and Privacy in Machine Learning for Smart Agriculture242.32%2 (8.3%)1.19%
Hardware, e-waste & supply chainAn Application Framework for IoTs Enabled Smart Agriculture Waste Recycle Management System20.19%0 (0.0%)0.04%
Energy & datacenter footprint00.0%0 (%)0.12%
Water use00.0%0 (%)0.0%
Carbon & emissions of compute00.0%0 (%)0.0%
Labour & data work00.0%0 (%)0.21%
Safety & misuse00.0%0 (%)0.0%
Bias & fairness00.0%0 (%)0.04%
Concentration of compute power00.0%0 (%)0.01%

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

UNDERSTAND THE LANDSCAPE

Food and Agriculture in Noida: key questions

Clear definitions for making better comparisons.

What does this landscape measure?

It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.

Can segment counts be added together?

No. A company can belong to several segments, so segment counts and funding can overlap.

What does a missing figure mean?

A dash or unavailable panel means the current reviewed source snapshot does not support that figure.

Company ecosystem snapshot: 4 September 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
Coming soon