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 ↗
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.

An industry ecosystem,
measured in context.
MEET THE COMPANIESExplore Noida’s food and agriculture leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
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Explore Noida’s food and agriculture leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Company discovery
Recorded evidence onlyExplore 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 ↗Food and Agriculture industry KPIs in Noida
A few useful ratios bring the size of this ecosystem into perspective.
24 of 265 tracked companies have open roles.
22 of 265 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
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 FORMATIONHow Noida food and agriculture has grown
Recorded company formation and disclosed funding across the complete annual series shown.
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How Noida food and agriculture has grown
Recorded company formation and disclosed funding across the complete annual series shown.
Disclosed funding by year
Sum of recorded funding rounds · USD
View the numbers
| Year | Funding (USD) | Founded | Raising |
|---|---|---|---|
| 2016 | $722.94K | 12 | 2 |
| 2017 | $491.42K | 11 | 1 |
| 2018 | $710.19K | 14 | 2 |
| 2019 | $6.15M | 15 | 6 |
| 2020 | $548.61K | 24 | 1 |
| 2021 | $32.84K | 13 | 1 |
| 2022 | $516.76K | 18 | 4 |
| 2023 | $62.49K | 17 | 1 |
| 2024 | $8.23M | 7 | 3 |
| 2025 | $6.63M | 7 | 6 |
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
Investors appearing most often
Recorded participation in food and agriculture company rounds since 2016.
- 01Ankur Capital 3 rounds
- 02Gurmit Singh 3 rounds
- 03Balwant Kaur 2 rounds
- 04Himanshu Gupta 2 rounds
- 05Ravinder Kumar 2 rounds
- 06Divij Singhal 2 rounds
- 07Rahul Singh 2 rounds
- 08Mayank Gupta 2 rounds
- 09Purushottam Das Gupta 2 rounds
- 010Rajaraman Santhanam 2 rounds
Recent recorded rounds
Latest recorded rounds · USDBacked by Ritesh Agarwal.
Largest and notable recorded rounds
Each card is one recorded roundBacked by Pantomath Group.
Backed by Henry Klein.
Backed by Fireside Ventures and SBI and others.
Backed by Ravinder Kumar and Ravinder Kumar.
Backed by Cheersglobal.
Backed by Rainmatter.
Backed by Survina Bhalla and Guninder Bhalla.
Backed by Endurance Capital.
Backed by Patrick Nicollier and Jean-Luc NICOLLIER and others.
Backed by Priyanka Pandit and Rajeev Sahney and others.
THE BUSINESS BEHIND THE ACTIVITYRevenue, profitability & financial strength
Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.
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Revenue, profitability & financial strength
Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.
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.
Sum of reporting-entity revenue; not Noida market sales.
Combined result for the same cohort.
Combined net income ÷ combined revenue.
The middle covered reporting entity.
53 of 77 covered entities.
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.
| Company / reporting entity | Revenue | Net profit / loss | Net margin | Revenue growth | Total assets |
|---|---|---|---|---|---|
| Mother Dairy ↗U15209DL2000PTC104671 | ₹17,358.8 crore | ₹296.6 crore | +1.7% | — | ₹4,023.1 crore |
| Jubilant FoodWorks ↗L74899UP1995PLC043677 | ₹6,104.7 crore | ₹194.1 crore | +3.2% | — | ₹6,282.0 crore |
| Krishak Bharati Cooperative ↗U24121DL2005PLC143452 | ₹4,041.3 crore | ₹76.6 crore | +1.9% | — | ₹2,396.2 crore |
| Jubiliant Industries ↗L52100UP2008PLC035862 | ₹1,540.6 crore | ₹88.2 crore | +5.7% | — | ₹728.4 crore |
| Uniparts India ↗L74899DL1994PLC061753 | ₹573.8 crore | ₹82.9 crore | +14.5% | — | ₹755.2 crore |
| Organic Tattva ↗U15122UP2012PTC049728 | ₹387.5 crore | ₹14.2 crore | +3.7% | — | ₹163.1 crore |
| Barista Coffee Company ↗U15492DL1999PLC101732 | ₹101.4 crore | ₹-1.0 crore | -1.0% | — | ₹96.8 crore |
| Nutraj ↗U51221JK2005PTC002539 | ₹77.1 crore | ₹7.9 crore | +10.2% | — | ₹13.3 crore |
Explore full company accounts and filings.
Explore a reporting entity
Choose “View accounts” to inspect an available company preview.
How does food and agriculture compare?
Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.
| Industry | Covered / eligible | Revenue total | Median revenue | Net profit / loss | Aggregate margin | Profitable share | Overlap |
|---|
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.
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.
| App | Installs | Rating | Store category |
|---|---|---|---|
| Clube The BestThebestacai | 876.3K | — | Food & Drink |
| Jubilant Achievers\' ClubJubilant Agri & Consumer Products | 789.4K | — | Business |
| Jivanjor Smart ConnectJubilant Agri & Consumer Products | 123.3K | — | Business |
| Orbit By Jubilant FoodworksJubilant FoodWorks | 120K | — | Productivity |
| MadhusudanMadhusudan | 95K | — | Business |
| JAC EmployeeJubilant Agri & Consumer Products | 59.9K | — | Shopping |
| OSSOM APPJubilant FoodWorks | 37.6K | — | Business |
| OvinOOvinO | 34.6K | — | Food & Drink |
| The Best PortalThebestacai | 16.2K | — | Productivity |
| BaristaBarista Coffee Company | 13.3K | — | Food & Drink |
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).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| Restaurant Franchisees | 8 | 1.1M | Clube The Best 876.3K | |
| Food & Beverage Products | 11 | 146.2K | Madhusudan 95K | |
| Food Service Chains | 3 | 16.5K | Barista 13.3K | |
| Agriculture Regulatory Bodies | 2 | 130 | Anti 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 INDUSTRYThe Noida food and agriculture market map
Explore the segments behind the headline numbers.
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The Noida food and agriculture market map
Explore the segments behind the headline numbers.
Where companies are building
Rank segments by scale, hiring or disclosed funding.
Companies can sit in several segments. Counts and funding overlap.
Food & beverage products
The largest measured segment in this report snapshot.
9 companies hiring · $26.93M disclosed funding
Explore in RadarHow companies make money
Common revenue models; a company can use more than one.
THE COMPANIES IN MOTIONWho is listing, hiring leaders, launching and winning work
Recorded corporate activity linked to companies in this landscape.
Expand panel +
Who is listing, hiring leaders, launching and winning work
Recorded corporate activity linked to companies in this landscape.
Recent corporate headlines 3 dated reports
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.
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.
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.
IPO pipeline
2 companies with recorded IPO activity
IPO1 reports
IPO2 reports
Leadership moves
5 tracked people moves
Appointment Head of Corporate Communications
Promotion head of Domino’s Dine In/Take Away (DITA) business
Appointment EVP & Head of Operations – Domino’s (India and South Asia)
Appointment Head – Supply Chain & Procurement (Multi-Brands)
Resignation Previously Managing director
Contract wins
4 recorded customer wins
Customer: inspire brands
Customer: Dunkin\'Food service
Regulatory events
7 recorded events
non-renewal of franchise agreement
tax demand with penaltyoffice of the additional commissioner of CGST and central excise in Thane, Maharashtra
reduced tax demandIncome Tax Department
approved for investment in joint venture
Earnings pulse
Reported company results in the recorded window.
Median across 138 reported growth observations; companies may contribute multiple periods.
Mergers and acquisitions
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| Sona India Investments→Triveni Engineering & Industries ↗ | Announced | 2026-01-28 | Not stated in snapshot |
| ghodawat consumer→To Be Honest ↗ | Completed | 2025-07-22 | Not stated in snapshot |
| Triveni Engineering & Industries→sir shadi lal enterprises | Announced | 2025-04-01 | Not stated in snapshot |
| Oasis Drinks→Pabst Brewing | Announced | 2025-02-14 | Not stated in snapshot |
| Paytm Cloud→Mystical India Shop ↗ | Announced | 2025-02-05 | Not stated in snapshot |
| Triveni Engineering & Industries→Sir Shaadilal | Announced | 2024-12-30 | Not stated in snapshot |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
PEOPLE & OPPORTUNITYThe talent market
345 postings in the preceding 12 months. The full 450-posting snapshot covers 13 employers.
Expand panel +
The talent market
345 postings in the preceding 12 months. The full 450-posting snapshot covers 13 employers.
Most advertised job titles
0 tracked postings mention remote work.
The seniority mix
251 postings specify a level.
Skills employers mention
Top skills across 450 tracked postings in the available jobs snapshot.
Companies hiring
Large employers
THE PEOPLE BUILDING THE FIELDFounders and leaders
157 founders and chief executives across 119 companies.
Expand panel +
Founders and leaders
157 founders and chief executives across 119 companies.
Tanushree Bagrodia
Uniparts India ↗Ex-Laxmi Organic, udaan · University of Mumbai BE, INSEAD MBA 2003
Laksh Yadav
Cocoberry ↗Sunshine Infrawell, Sunshine Infratech. Delhi University BCom 2017
Laurent Samandari
L\'Opera India ↗Ex-Usha International, Christie's, Kodak Versamark, Teleholding. University of Dayton
Raje Jain
Oroos ↗Ex-Orion India, Godfrey Phillips · Savitribai Phule Pune University BE 2008
Rajat Agrawal
Barista Coffee Company ↗Barista Coffee, ex-Amtek Auto, ex-Deloitte, The Institute of Chartered Accountants of India, 2005
Pranjal Kumar
TWF Flours ↗Ex-Founder Tail.re, Tailmill., Cartagena Capital.
Dhruv Singh
Chelvies ↗Ex-Kake Di Hatti, Edvora, Starwisp Industries · NYU Stern School of Business MBA 2021
Pranjay Mittal
Creme Castle ↗Ex-Founder FirstQuarto. IIT Delhi BTech 2013, MTech 2014, Faculty of Management Studies - University of Delhi MBA 2017
Ritika Agrawal
To Be Honest ↗Ex-Vodafone, Born To be Alive, Breakaway - Engaging Journeys, QAI. Delhi University 2007, University of Strathclyde 2008
Pavitra Khandelvwal
Better Bet ↗Better Bet, ex-Kpmg, ex-Enactus Warwick, ICAEW, 2022
Arushi Vaish
Happy Hakka ↗ex-Ernst & Young. Amity University BTech 2009, Cass Business School 2012
Priyank Jain
CHINI KUM ↗Ex-Samsung India, Motorola Mobility · Indian Institute of Foreign Trade MBA 2016
Education networks
16 profiles with education records.
Prior employers
3 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
NEWS INTELLIGENCEHow this industry appears in the news
888 articles in the measured 12-month window.
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How this industry appears in the news
888 articles in the measured 12-month window.
News volume trends
Food and Agriculture coverage tagged Noida · articles per complete quarter
View quarterly article counts
| Quarter | Articles |
|---|---|
| 2021Q2 | 185 |
| 2021Q3 | 237 |
| 2021Q4 | 230 |
| 2022Q1 | 233 |
| 2022Q2 | 207 |
| 2022Q3 | 220 |
| 2022Q4 | 322 |
| 2023Q1 | 258 |
| 2023Q2 | 254 |
| 2023Q3 | 294 |
| 2023Q4 | 288 |
| 2024Q1 | 389 |
| 2024Q2 | 288 |
| 2024Q3 | 382 |
| 2024Q4 | 521 |
| 2025Q1 | 223 |
| 2025Q2 | 182 |
| 2025Q3 | 222 |
| 2025Q4 | 221 |
| 2026Q1 | 267 |
Article volume measures coverage, not market sales.
Tone of coverage over time
Most-covered companies
Company share of voice
418 recorded company events across 16 companies; percentages use that event total.
Leading coverage topics
Food and Agriculture coverage tagged Noida · ranked by full-period article count.
Recent and prior counts use the source comparison windows.
Topics gaining and losing attention
India comparison coverage
| Keyword | Recent | Prior | Change |
|---|---|---|---|
| tariff structure agriculture | 680 | 435 | 56% |
| master farmer programs | 679 | 399 | 70% |
| youth agriculture programs | 628 | 411 | 53% |
| tariff negotiations | 588 | 282 | 109% |
| agribusiness education | 525 | 357 | 47% |
| trade facilitation commitments | 516 | 166 | 211% |
| commodity export strategies | 516 | 358 | 44% |
| trade barrier reduction | 480 | 201 | 139% |
| agricultural extension outreach | 435 | 217 | 100% |
| crop adaptation research | 425 | 276 | 54% |
| stock performance | 807 | 1,242 | -35% |
| stock indices | 403 | 777 | -48% |
| ipo prospectus | 317 | 556 | -43% |
| pre-ipo valuation | 246 | 464 | -47% |
| ipo | 258 | 456 | -43% |
Event and signal lenses
India comparison coverage
Regulatory Risk
156,776 classified articlesstock performance, stock indices, trade compliance agriculture
46.8% critical · 39.8% positiveFunding Momentum
34,580 classified articlespre-ipo valuation, ipo prospectus, agricultural venture capital
48.0% critical · 54.6% positiveGrowth
70,581 classified articleseconomic output growth, gdp growth rate, economic growth statistics
35.6% critical · 50.3% positiveFood and Agriculture coverage tagged Noida. Topic labels describe recorded classifications and can include broad context.
RESEARCH SIGNALSWhat Food and Agriculture research is working on
1,113 papers in the recorded india scope.
Expand panel +
What Food and Agriculture research is working on
1,113 papers in the recorded india scope.
Research orientation
Contribution mix
Tone counts: 1,071 positive · 16 neutral · 26 negative.
- 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
- 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
- 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
Leading researchers
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
Common problems researchers identify · 01Climate Impact on Food Production
52 papers37.1% 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
| Year | Share index |
|---|---|
| 2022 | 2178.9 |
| 2023 | 2250.8 |
| 2024 | 2192.9 |
| 2025 | 2416.6 |
Common problems researchers identify · 02Robotics and Precision Farming Challenges
44 papers31.4% 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
| Year | Share index |
|---|---|
| 2022 | 855.1 |
| 2023 | 884.2 |
| 2024 | 877.7 |
| 2025 | 922.5 |
Common problems researchers identify · 03Economic Barriers to Technology Adoption
23 papers16.4% 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
| Year | Share index |
|---|---|
| 2022 | 734.1 |
| 2023 | 717.3 |
| 2024 | 545.0 |
| 2025 | 307.8 |
Common problems researchers identify · 04IoT Security and Automation Risks
21 papers15.0% 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
| Year | Share index |
|---|---|
| 2022 | 949.3 |
| 2023 | 945.6 |
| 2024 | 890.4 |
| 2025 | 802.2 |
Cautions
23 papers · 3 recurring themes
Cautions · 01IoT Implementation Caveats
10 papers43.5% 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
| Year | Share index |
|---|---|
| 2022 | 524.7 |
| 2023 | 531.1 |
| 2024 | 588.5 |
| 2025 | 562.9 |
Cautions · 02Climate‑Smart Practices Trade‑offs
7 papers30.4% 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
| Year | Share index |
|---|---|
| 2022 | 2476.5 |
| 2023 | 2521.8 |
| 2024 | 2553.2 |
| 2025 | 2497.9 |
Cautions · 03Tech Commercialization and AI Skepticism
4 papers17.4% 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
| Year | Share index |
|---|---|
| 2022 | 1875.8 |
| 2023 | 1913.7 |
| 2024 | 1743.1 |
| 2025 | 1853.4 |
A further 2 papers sit in smaller themes.
Opportunities
686 papers · 7 recurring themes
Opportunities · 01IoT‑Enabled Precision Agriculture
225 papers32.8% 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
| Year | Share index |
|---|---|
| 2022 | 1075.2 |
| 2023 | 1070.3 |
| 2024 | 1072.3 |
| 2025 | 1179.8 |
Opportunities · 02Machine Learning for Yield Enhancement
126 papers18.4% 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
| Year | Share index |
|---|---|
| 2022 | 277.9 |
| 2023 | 286.1 |
| 2024 | 302.1 |
| 2025 | 267.3 |
Opportunities · 03Wireless Sensor Networks for Resource Management
107 papers15.6% 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
| Year | Share index |
|---|---|
| 2022 | 294.4 |
| 2023 | 279.4 |
| 2024 | 195.9 |
| 2025 | 236.8 |
Opportunities · 04Deep Learning for Plant Disease Detection
82 papers12.0% 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
| Year | Share index |
|---|---|
| 2022 | 61.5 |
| 2023 | 67.8 |
| 2024 | 42.8 |
| 2025 | 65.9 |
Opportunities · 05Climate‑Smart Strategies for Food Security
59 papers8.6% 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
| Year | Share index |
|---|---|
| 2022 | 2178.9 |
| 2023 | 2250.8 |
| 2024 | 2192.9 |
| 2025 | 2416.6 |
Opportunities · 06Robotic Systems for Farm Automation
50 papers7.3% 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
| Year | Share index |
|---|---|
| 2022 | 827.0 |
| 2023 | 847.9 |
| 2024 | 840.1 |
| 2025 | 849.0 |
Opportunities · 07Economic Impacts of Agricultural Machinery
37 papers5.4% 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
| Year | Share index |
|---|---|
| 2022 | 371.8 |
| 2023 | 355.6 |
| 2024 | 340.9 |
| 2025 | 217.8 |
How this field compares with the research baseline
Orientation shares compared with 25,000 papers in the reference sample.
| Research orientation | This field | Reference sample |
|---|---|---|
| Promising | 43.8% | 37.2% |
| Breakthrough | 21.2% | 26.2% |
| Descriptive | 15.6% | 17.7% |
| Problem-identifying | 13.4% | 9.7% |
| Comparative | 3.3% | 4.0% |
| Cautionary | 2.4% | 4.3% |
| Critical | 0.2% | 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 paper | Papers | Share | Raised as a problem | Worldwide share |
|---|---|---|---|---|
| Privacy & surveillanceRetraction Notice: Exploring the Role of Security and Privacy in Machine Learning for Smart Agriculture | 24 | 2.32% | 2 (8.3%) | 1.19% |
| Hardware, e-waste & supply chainAn Application Framework for IoTs Enabled Smart Agriculture Waste Recycle Management System | 2 | 0.19% | 0 (0.0%) | 0.04% |
| Energy & datacenter footprint | 0 | 0.0% | 0 (%) | 0.12% |
| Water use | 0 | 0.0% | 0 (%) | 0.0% |
| Carbon & emissions of compute | 0 | 0.0% | 0 (%) | 0.0% |
| Labour & data work | 0 | 0.0% | 0 (%) | 0.21% |
| Safety & misuse | 0 | 0.0% | 0 (%) | 0.0% |
| Bias & fairness | 0 | 0.0% | 0 (%) | 0.04% |
| Concentration of compute power | 0 | 0.0% | 0 (%) | 0.01% |
Institution and researcher rankings use citations to their covered work. Research scope: India. This may be broader than the company geography.
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 ↗