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Computer Vision Technology Market for Agriculture Global Analysis 2023-2033: Fostering Digital Agriculture through Global Government Initiatives

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DUBLIN, Feb. 29, 2024 /PRNewswire/ — The “Computer Vision Technology Market for Agriculture: A Global and Regional Analysis, 2023-2033” report has been added to  ResearchAndMarkets.com’s offering.

The computer vision technology market for agriculture was valued at $432.0 million in 2023, and it is expected to grow at a CAGR of 16.78% and reach $2,037.5 million by 2033. The computer vision technology market for agriculture is currently in a dynamic growth phase, marked by rapid advancements and heightened adoption. The market exhibits a degree of fragmentation, with diverse players contributing to specialized applications within the agriculture sector.

Key companies such as Climate LLC, Granular, IBM Corporation, Ceres Imaging, and Deere & Company hold notable market shares, indicating a mix of technology-focused startups and established giants collectively shaping the landscape of computer vision solutions in agriculture. As the market matures, consolidation trends may emerge, influencing the competitive dynamics and further fueling the integration of computer vision technologies into modern farming practices. As of 2022, significant players held around 30% of market shares in the computer vision technology market for agriculture. These percentages underscore the influence of these companies in driving innovation and technology adoption in the agricultural sector, reflecting the evolving landscape of precision farming and broader application of computer vision solutions.

The market is characterized by entities offering innovative solutions designed for the following applications such as biotic stress monitoring, harvest dynamic monitoring, autonomous equipment control, and abiotic stress monitoring in agriculture, with a focus on interpreting and extracting valuable insights from visual data captured through various imaging devices. The products offered by the players in the market have been segmented into data processing and analytics and operational integration and automation.

During the forecast period 2023-2033, the computer vision technology market for agriculture is set to undergo substantial evolution and expansion. Persistent advancements in computer vision technologies will drive the development of more sophisticated and cost-effective solutions for analyzing agricultural data. With an increased emphasis on sustainability and adherence to circular economy principles, governments, industries, and consumers will prioritize the integration of computer vision for optimizing farming practices.

A surge in investments directed toward startups specializing in computer vision for agriculture and dedicated research and development initiatives can be expected. This era presents a golden opportunity for the computer vision technology market for agriculture to mature and firmly establish itself as an indispensable component of the sustainable farming landscape. Companies that swiftly embrace technological advancements and foster effective collaborations are poised for significant growth and a leading position in this transformative market.

Market Segmentation

Biotic Stress Monitoring to Dominate the Computer Vision Technology Market for Agriculture (by Application)

Biotic stress monitoring, encompassing disease, pest, and weed detection, stands as a cornerstone in contemporary agriculture, utilizing cameras to capture various growth stages and enhance production efficiency. This approach empowers farmers to swiftly identify subtle abnormalities in crop development caused by factors such as malnutrition, disease, or pest infestation. The integration of advanced computer vision applications, such as Taranis and Blue River Technology, has become integral to modern farming practices. These technologies analyze vast fields with high-resolution imagery and artificial intelligence algorithms, providing real-time insights. This capability enables farmers to make informed decisions, proactively manage issues such as pest infestations, and optimize resource allocation for improved crop health and productivity, ensuring a more sustainable and efficient future for agriculture.

Biotic stress monitoring through computer vision allows providers to swiftly detect and identify plant diseases or pest infestations. This proactive approach enables timely intervention, minimizes crop damage, and increases agricultural productivity. By leveraging real-time data and image analysis, computer vision providers can offer farmers precise and targeted solutions, optimizing resource utilization and contributing to sustainable farming practices. Overall, biotic stress monitoring enhances efficiency and resilience in agriculture.

Data Processing and Analytics to Dominate the Computer Vision Technology Market for Agriculture (by Product)

The data processing and analytics segment in the computer vision technology market for agriculture is rapidly growing and plays a crucial role in modern farming practices. A report on the “Environmental Benefits of Precision Agriculture in the U.S.” highlights that adopting precision agriculture technologies has resulted in avoiding the application of an estimated 30 million pounds of herbicide. Furthermore, there is potential to avoid an additional 48 million pounds of herbicide with broader adoption of precision agriculture. This underscores the importance of raising awareness about the adoption of advanced technologies such as computer vision in agriculture. Such technologies assist farms in identifying and controlling weed growth at an early stage, preventing the unnecessary overuse of herbicides. This not only benefits the environment but also contributes to more efficient and sustainable farming practices.

Data processing and analytics empower computer vision providers by enhancing the accuracy and efficiency of image recognition algorithms. Through the analysis of vast datasets, these providers can refine their models, improving object detection and classification. Real-time processing enables quicker decision-making in applications such as autonomous vehicles and surveillance. Overall, data-driven insights contribute to the continual advancement and optimization of computer vision systems.

In recent years, the use of computer vision technology in agriculture has grown significantly worldwide, with North America leading the way in its adoption. Precision agriculture initiatives, such as automated crop monitoring and yield prediction, have propelled the region to the forefront, reflecting a progressive approach to enhance agricultural efficiency. For example, in 2020, the University of California, Davis, utilized drones equipped with computer vision for a study. It gathered data on crop health and growth, revealing the technology’s ability to detect early signs of disease and pests. This breakthrough resulted in reduced pesticide use and increased crop yields. The integration of automated drone surveillance and AI-driven image analysis tools on farms underscores North America’s dedication to leveraging advanced technologies for enhanced crop management.

The swift adoption of precision agriculture is also driving the growth of the computer vision technology market for agriculture in North American countries. The integration of AI and computer vision in precision farming is proving to be highly beneficial by optimizing planting, irrigation, and fertilization based on real-time data and can bring about significant input cost savings. According to a report from the Precision Agriculture Development Trust published in 2022, precision farming has the potential to boost crop yields by up to 30%, highlighting the substantial positive impact of technology on modern agriculture practices.

Demand – Drivers, Challenges, and Opportunities

Market Drivers: Advancement of Deep Learning Techniques

Deep learning (DL), a pivotal aspect of artificial intelligence, harnesses artificial neural networks (ANNs) to glean insights from vast datasets and execute diverse tasks. Particularly impactful in computer vision (CV), which pertains to the interpretation and processing of visual information, DL’s applications in agriculture are extensive.In this sector, it facilitates tasks such as crop monitoring, autonomous harvesting, weather analytics, animal health tracking, and plant disease diagnosis.For CV technology providers in agriculture, DL brings multifaceted advantages. It enhances model accuracy and complexity by assimilating insights from extensive data, reducing the risk and cost of crop failures through weather and soil condition analysis, and maximizing crop yield and quality by identifying diseases and optimizing harvesting.

Market Challenges: Navigating Data Ownership and Privacy Challenges

The integration of artificial intelligence (AI) and computer vision in farming and breeding relies heavily on processing data from remote sensors, UAVs, and satellites. While many farmers embrace digitalization, some hesitate to share data due to the lack of clear legal frameworks on issues such as ownership, privacy, cybersecurity, and liability. Some companies have unlawfully shared farm data, raising concerns about data privacy among farmers.The major stakeholders in agricultural data include farmers, agricultural technology providers, input companies, and governments. Computer vision adoption raises concerns about data exposure and identity disclosure to hackers. A survey by the American Farm Bureau Federation revealed that over 75% of farmers worry about data ownership and potential regulatory use, while 60% fear companies influencing market decisions using their agricultural data.

Market Opportunities: Fostering Digital Agriculture through Global Government Initiatives

Government initiatives to promote digital agriculture encompass public-private partnerships and the establishment of a supportive environment for companies, be they established or startups, to introduce computer vision-based products. Notably, the U.S. Department of Agriculture has launched diverse programs leveraging computer vision in agricultural facets such as production, food supply chain, sensor development, ecosystem management, and rural community support. Robotic solutions for tasks such as pollination, pesticide application, weeding, and harvesting are also promoted. The American Research Service collaborates with companies to integrate computer vision and AI in livestock monitoring, irrigation analysis, robotic harvesting, and drone-based crop health monitoring.In India, the state government of Karnataka entered a memorandum of understanding (MoU) with Microsoft in 2007, aiming to enhance agricultural productivity through innovative technologies, primarily computer vision. The Indian government further partnered with IBM to deploy the AI-based Watson Decision Platform for Agriculture, offering accurate weather forecasts and soil information to empower local farmers in making informed decisions on crop and water management. This trend is anticipated to proliferate globally, fostering increased opportunities in the IoT-driven agriculture industry.

Key Market Players and Competition Synopsis

Some of the prominent companies in this market are:

Climate LLCGranular Inc.IBM CorporationCeres ImagingDeere & CompanyProspera TechnologiesAgEagle Aerial Systems Inc (MicaSense)TaranisPrecisionHawk, Inc.GamayaPlantixDJIIteris, Inc.CropIn Technology SolutionsHIPHEN (SlantRange, Inc.)

Segmentation by Application

Biotic Stress MonitoringHarvest Dynamic MonitoringAutonomous Equipment ControlAbiotic Stress Monitoring

Segmentation by Product

Data Processing and AnalyticsOperational Integration and Automation

Segmentation by Region

North America: U.S. and CanadaEurope: France, Germany, Spain, Italy, Belgium, Bulgaria, Ukraine, U.K., and Rest-of-EuropeAsia-Pacific: China, India, Japan, Australia and Rest-of-Asia-PacificLatin America: Brazil and MexicoMiddle East and Africa: Turkey, South Africa, and Rest-of-Middle East and Africa

For more information about this report visit https://www.researchandmarkets.com/r/dvzznp

About ResearchAndMarkets.com
ResearchAndMarkets.com is the world’s leading source for international market research reports and market data. We provide you with the latest data on international and regional markets, key industries, the top companies, new products and the latest trends.

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Act Now: ez1095 Software Simplifies ACA Corrections with Built-In XML Import Feature

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ez1095 ACA software includes a powerful XML data import feature included in the e-file version to streamline correction and replacement form filing.

REDMOND, Wash., Apr. 6, 2026 /PRNewswire/ — With ACA compliance deadlines approaching and penalties on the line, Halfpricesoft.com is urging employers and tax professionals to act quickly with the latest 2025 ez1095 software, now equipped with a built-in XML data import feature designed to simplify ACA correction and replacement form processing.

Don’t risk ACA penalties or last-minute filing stress. Get ahead of correction and replacement filing with ez1095. Download the software, leverage the built-in XML import feature, and ensure accurate, compliant ACA submissions, click here to get started now.

Developers at Halfpricesoft.com have enhanced ez1095 ACA (Affordable Care Act) software to include XML import functionality at no additional cost, allowing users to efficiently process corrections with greater speed and accuracy.

“ez1095 2025 software includes an XML data import feature to process correction and replacement forms more quickly and securely,” said Dr. Ge, Founder of Halfpricesoft.com.

This feature significantly reduces manual data entry and helps organizations manage ACA corrections with confidence. Businesses handling only a few corrections can choose to print paper forms with the “Corrected” box checked and submit by mail, while those needing to efile can follow step-by-step guidance here.

ez1095 supports all required ACA forms, including 1095-C, 1094-C, 1095-B, and 1094-B, and is IRS-approved to generate electronic filing documents for both current and prior tax years. By managing ACA filings in-house, organizations gain greater control, improved data security, and reduced processing costs.

The software also eliminates the need for pre-printed forms by allowing users to print both IRS and recipient copies on plain white paper. With robust import capabilities, including spreadsheets, XML files, and prior-year data, ez1095 ensures faster setup and streamlined processing.

Flexible Pricing Options:

$295 – Print & Mail Version

$495 – Federal Efile Version

$695 – State & Federal Efile Version

Each version supports unlimited companies, recipients, and ACA forms at no additional cost. Learn more

Key Features Include:

Built-in XML import for fast ACA correction processing

IRS-approved efile document generation

Support for original, correction, replacement, and test submissions

Print ACA forms (1095/1094 B & C) on plain white paper

Unlimited form processing for multiple companies

PDF generation for recipient distribution

No internet required to run the software

Easy step-by-step interface with built-in help resources

Efile direct, add-on feature available for those with no time or TCC code

Compatibility with Windows 11, 10, and 8

Don’t hesitate! Correct ACA forms today by visiting Halfpricesoft.com. Test drive the ez1095 for up to 30 days at no cost or obligation. Please note: Trial will appear on forms and efile feature is not enabled for test drive.

Halfpricesoft.com is a leading provider of small business software, including payroll, accounting, time tracking, and check printing solutions. Its product lineup includes W2, 1099, and 1095 form software, as well as ezACH direct deposit tools. Trusted by businesses for over two decades, Halfpricesoft.com helps streamline operations and simplify payroll and tax reporting.

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Code & Co. Opens New York Office

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Kirby Montgomery Appointed to Lead Local Team

BERLIN, LONDON and NEW YORK, April 21, 2026 /PRNewswire/ — Code & Co., the global AI & Technology Due Diligence firm, today announces the opening of its New York City office and the appointment of Kirby Montgomery as Head of North America.

The US has long been a core market for the firm, accounting for a significant share of its 800+ engagements to date. Kirby will lead the local expert team, backed by Code & Co.’s practice and proprietary AI and software platform.

An operator-first appointment with a decade of PE-adjacent experience

Kirby brings twenty years of experience scaling software products across fintech, payments, and healthtech. Most recently, he was Head of Product and GM at SAP Taulia, leading the 0-to-1 build of a new payments line. Earlier, as VP of Product Management at C2FO, he helped replatform a supply chain finance product generating over $130M in gross revenue and launched the C2FO API platform. As Director of International Product at TreviPay (then MSTS), he helped scale annual transactions to $5B and expand from 4 to 30 countries, ahead of its acquisition by Corsair Capital in 2020. He also co-founded TheraWe, acquired by Rethink First (a K1 Capital platform).

Code & Co. first met Kirby in 2020 during its Tech DD on MSTS for the Corsair transaction. Over the next six years, he worked alongside the firm in a senior advisory capacity, making a full-time move the obvious next step.

From Our Leadership Team

“We have been serving US clients for years, but having a strong team on the ground, in their timezone, changes what we can deliver. Faster access and the speed to insight that modern deal-making demands, backed by our global team with 800+ deals behind them.”
– Dan Bender, Founding Partner

“Most investors are asking harder questions about AI than ever before and need answers they can act on. That is what drew me to Code & Co. The team has spent a decade building the tools, methodology, and track record to give investors real conviction and real-world action plans. I am here to scale that further, on both the buy-side and sell-side, and everything in between.”
– Kirby Montgomery, Head of North America

What We Do

Code & Co. offers an end-to-end suite of AI & Technology DD services, purpose-built for the pace and demands of modern deal-making.

AI & Tech DD: Fast, actionable, data-driven buy-side assessments covering every major market, strategy, and sector, supporting funds from first look through the entire value creation lifecycle.Sell-side & Vendor DD: Helping sellers get ahead of buyer scrutiny with rigorous exit readiness assessments and vendor DD materials that hold up to sophisticated acquirers.Lightning DD: Rapid pre-qualification delivering a sharp first point of view, driven by document analysis, deep research, and web signal intelligence, before significant time or capital is committed to a process.Cyber & IT DD: Full-spectrum infrastructure, security posture, and IT operational risk review, relevant across virtually every deal type.Embedded Software & Hardware: In-house expertise across embedded systems, hardware-adjacent software, and Industry 4.0 and IIoT environments.AI Future Readiness: Cutting through AI hype to assess whether a company’s strategy, architecture, governance, team, and roadmap are genuinely defensible and built to scale.Portfolio Monitoring & Continuous Diligence: Ongoing technology and AI maturity tracking across portfolio companies, powered by Code & Co.’s proprietary software stack.

About Code & Co.

Code & Co. is a leading AI & Technology DD firm serving private equity and growth investors globally. Founded in 2016, the firm has completed 800+ engagements for 200+ funds across buy-side, sell-side, and vendor mandates. Every team member is an operator with hands-on experience in technology, product, and AI. www.codeandco.com

Full press release: https://www.codeandco.com/media/code-co-opens-new-york-office

For inquiries: hello@codeandco.com

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Fastmarkets and Expana form strategic partnership to strengthen forest products market intelligence

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LONDON, April 21, 2026 /PRNewswire/ — Fastmarkets and Expana, global leaders in commodity price reporting and market intelligence, today announced a strategic partnership to deliver deeper, more actionable forest products intelligence to customers.

Under the partnership, Fastmarkets’ trusted forest products price benchmarks will be integrated directly into the Expana platform, giving customers streamlined access to essential upstream pricing alongside downstream market insights. The collaboration is designed to support faster, more confident decision‑making across increasingly complex and volatile forest products markets.

By combining Fastmarkets’ authoritative, IOSCO‑compliant price assessments with Expana’s downstream intelligence and analytics, customers can access critical pricing for key forest product categories – including pallets, wood, recovered paper and packaging – within a single workflow.

“As forest products markets become more volatile and margin pressure increases, customers need trusted price benchmarks embedded alongside downstream intelligence,” said Raju Daswani, CEO at Fastmarkets. “Partnering with Expana allows us to deliver that combination in a way that is practical, decision‑ready and directly aligned with how Expana’s agri-food customers operate.”

Fastmarkets delivers some of the most widely relied-upon forest products price assessments globally, spanning pulp, recovered paper, timber, biomass, wood products, pallets, tissue, nonwovens and graphic paper. These benchmarks provide transparency and confidence to buyers, sellers and traders navigating dynamic market conditions.

“At Expana, we are committed to providing our users with comprehensive, reliable data to support smarter decision-making,” said Julie Harris, CEO at Expana “Fastmarkets’ authoritative forest products price benchmarks are a natural fit for our customers, and this partnership represents a meaningful step forward in expanding the insights available on our platform,” she added.

Expana delivers comprehensive market intelligence and analytics across food, beverage and FMCG supply chains, with deep expertise in packaging materials, industrial inputs and cost modeling. The platform’s advanced analytics and forecasting tools help customers understand cross-commodity relationships and supply chain impacts, enabling more strategic procurement decisions across volatile markets.

The partnership reflects a shared commitment by Fastmarkets and Expana to improving market transparency and equipping customers across the value chain with high‑quality, decision‑critical intelligence.

For more information, contact media@fastmarkets.com or visit www.fastmarkets.com.

ABOUT FASTMARKETS

Fastmarkets is an industry-leading PRA and information provider for the agriculture, forest products, metals, carbon and energy transition markets. Its benchmark prices, analytics, forecasts, and insights are critical to customers seeking to trade, manage risk, and understand complex global markets.

Fastmarkets was founded in 1913, with a heritage dating back to 1865 through several of its acquired brands. Fastmarkets employs more than 700 people worldwide, with offices across Europe, the Americas, and Asia. The company is privately held and backed by Astorg, a leading European private equity firm.

ABOUT EXPANA

Expana is the world’s leading agrifood-focused Price Reporting Agency and global information provider. In markets defined by volatility, opacity and risk, Expana equips businesses with the foresight when to buy or sell, how much, where to source, what to reformulate and how to price. By uniting frequently updated pricing data, predictive forecasts, cost modeling and expert analysis, Expana transforms market data into negotiation power and boardroom-ready intelligence. The result: reduced risk, millions saved in COGS, stronger supply resilience, and faster, more confident growth.

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