USD 5.96 billion
Global Drone Software Market Size, Share, Growth Analysis, By Architecture(Open Source, Closed Source), By Offering(App-based software, Desktop-based software), By Application(Analytics, Image Processing), By Platform(Defence & Government, Commercial) - Industry Forecast 2024-2031
Report ID:
SQSG45E2010 |
Region:
Global |
Published Date: April, 2024
Pages:
165
|
Tables:
115 |
Figures:
77
Global Drone Software Market Insights
Global Drone Software Market size was valued at USD 5.96 billion in 2019 and is poised to grow from USD 6.82 billion in 2023 to USD 23.08 billion by 2031, growing at a CAGR of 14.5% in the forecast period (2024-2031).
Drone software has a wide range of application in the commercial and civil sectors, unmanned aerial vehicles (UAVs) have become a well-known technology in recent years. During the projected period, the demand for UAVs is anticipated to be driven by the rising preference for commercial uses. Drones are frequently viewed as a sophisticated tool for taking high-definition aerial photos and videos for a variety of uses. Drone software, which is commonly used for analysis, image processing, and surveying applications, is one such product that is experiencing an exponential increase in demand as a result of this. In sectors like media, entertainment, infrastructure, security, and the military, unmanned aerial vehicles are commercially used for their superb photo and video-taking capabilities. A wider advancement in technology is bringing on board well-equipped sensors as well as data and analytics.
Due to its complexity, the software for UAVs is merging with machine learning and other technologies to fill a void for image processing. For instance, U.S.-based Drone Deploy offered a single platform for all drone operations in July 2019. The new platform will provide workflow integration, low-altitude inspection mode, automated drone fleet management, and advanced analytics. In the upcoming years, the market’s growth is anticipated to be boosted by the leading players operating globally developing new drone software platforms for advanced analytics. The energy and electricity, agricultural, logistics, and transportation industries have also benefited greatly from several partnerships.
US Drone Software Market is poised to grow at a sustainable CAGR for the next forcast year.
Market snapshot - 2024-2031
Global Market Size
Largest Segment
Open Source
Fastest Growth
Open Source
Growth Rate
14.5% CAGR
Global Drone Software Market, 2021-2028 ($ Mn)
Country Share for North America Region- 2021 (%)
Global Drone Software Market Size By Architecture, 2021-2028 ($ Mn)
Global Drone Software Market Size By Architecture, 2021-2028 (%)
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Global Drone Software Market Segmental Analysis
Global drone software market is segmented based on architecture, offering, application, platform, and region. Based on the architecture, the drone software market is segmented as open source and closed source. Based on the offerings, the drone software market is segmented as app-based software and desktop-based software. Based on platform, the drone software market is segmented as Defence and Government, commercial, and consumer. Based on application, the drone software is segmented as analytics, image processing, control, and data capture. Based on region Drone Software Market is segmented as North America, Europe, Asia-Pacific, South America, and MEA.
The large customer base's extensive adoption of open-source software is responsible for the industry's dominance
During the forecast period, open-source architecture is expected to rule the global market. The widespread acceptance of open-source software by the sizable consumer base is credited with its dominance. Due to its user-friendliness, the highly compatible system is preferred by many commercial users. Users can readily access open-source architecture for no cost anywhere in the world. Because of its flexibility, this programme is preferred by many drone users. Open-source software is made available by drone building groups including Paparazzi UAV, Dronecode/PX4, and Open Drone Map. This software enables users to create, modify, and fix drone functionality. The cost of creating this software is lower, and users typically do not need to rely on the firm creating the programme for adjustments. It is anticipated that these major advantages will drive segment growth.
Proprietary software that requires a licence or subscription is referred to as closed-source software. Software development companies provide technical help to end users. As an illustration, Precision Hawk Inc. (US) created closed-source software called Precision Analytics Agriculture, an aerial mapping and agronomy programme that automatically analyses all data to build 2D or 3D models, which can be analysed with on-demand tools. During the forecast period, the market for closed-source architecture is expected to expand at a rapid CAGR. In the upcoming years, segment expansion is projected to be driven by the rising demand for unmanned aerial vehicle software that is safe and can be customised for both commercial and military users.
Control & data capture is anticipated to have a commanding market share throughout the projected period
Control & data capture are anticipated to have a commanding market share throughout the projected period. Only the flying operation from remote sensing is operated and controlled by the drone software. Numerous unmanned aerial systems are frequently controlled from a ground-based control centre. The drones receive radio signals from the ground control station, which also controls their various flight modes.
The analytics market is predicted to develop significantly as well. Drone-collected data, which can be used for analytics and supplied to businesses to help them make wise decisions, can be credited with the growth. The various needs of various applications are taken into consideration when developing drone software.
Due to efficient battle management and analytics systems that deliver precise information, the demand for UAV software in military-based operations is rising. In the near future, this is probably going to stimulate market expansion. Due to the increased need for photogrammetry software for the creation of 3D maps, the analytics application area is anticipated to expand quickly. In the upcoming years, widespread use of LiDAR (unmanned aerial vehicles) for surveying and aerial photography is expected to drive market expansion.
Based on platform, the commercial segment is projected to grow at the highest CAGR during the forecast period.
The drone software market has changed in recent years with the growing use of drones in the commercial and defence sectors. In support of domestic training exercises and international contingency missions, the US Department of Defence now employs more than 11,000 drones. The RQ/MQ-4 Global Hawk/Triton, which weighs more than 32,000 pounds, is the largest of these aircraft, while the RQ-11B Raven is the smallest.
Industry-specific drones for use in logistics, construction, and agriculture are being developed by a number of businesses in the drone software market. Drones are being used more frequently in the military for a variety of operations, including path surveillance, target detection, communication monitoring, and electronic disruptions. Military drones and the necessary software are provided by firms like General Atomics and Northrop Grumman in the US. Software providers for commercial drones are anticipated to release cutting-edge products with fleet management and autopilot features.
For instance, in January 2022, Domino's Pizza Enterprises Ltd. signed an agreement with Flirtey Inc. (SkyDrop) to launch the second stage of drone food delivery trials in New Zealand. This partnership will provide customers the benefit of having fresh, hot pizzas delivered directly to their homes with zero-contact delivery.
Global Drone Software Market By Architecture, 2021 (%), 2023 (%)
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Global Drone Software Market Regional Insights
The North American region is projected to account for the largest share of drone software during the forecast period.
The North American drone software market is anticipated to expand significantly and at the highest CAGR over the course of the forecast period. The rising use of drones for commercial and defence purposes is responsible for the rise of the drone software market in North America. Since it is impossible to operate a fleet of drones, carry out automatic BVLOS flights, or keep the necessary flight data log for compliance purposes without the proper software, drone software suppliers have recently concentrated on developing software that is efficient and affordable. Drones are employed in Canada to conduct atmospheric research, including weather and atmospheric gas sampling; emergency and disaster monitoring, cartography and mapping; agricultural spraying; promotion and advertising; emergency and disaster monitoring. In addition to surveying and inspecting distant power lines and pipelines, they are used for oceanographic research, geophysical research, mineral exploration, imaging spectrometry, telecommunication relay platforms, and search and rescue operations. They are also used for weather reconnaissance, flight research, and oceanographic research.
The need for drone software is being driven by the growing usage of drones for a variety of purposes across a range of industries, including delivery, agricultural, and others, as well as by key industry participants who are placing more of an emphasis on development and acquisition. These drones are utilised for delivery and inspection tasks because China is one of the major eCommerce hubs in the world, and there are a lot of deliveries made there, which is driving up demand for drones and drone software. For instance, the Chinese company SZ DJI Technology Co., Ltd. is developing and releasing new drones for a variety of uses. Most recently, it released the DJI Mini 3 Pro, and these developments and research for new, more powerful drones are helping the region's drone software market flourish.
Global Drone Software Market By Geography, 2021-2028, 2024-2031
- Largest
- Fastest
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Global Drone Software Market Dynamics
Drone Software Market Driver
- The increasing incorporation of artificial intelligence (AI) in drone software is expected to drive the market during the forecast period
- Drone manufacturers can now collect and utilise visual and environmental data by using data from sensors mounted to the drone. This data increases accessibility and facilitates operation by enabling autonomous or aided flight. Drones are now commercially available to businesses and individuals as a part of smart mobility services. Drones powered by AI mostly rely on computer vision. Drones can now detect items while in the air and analyse and record data on the ground thanks to this technology. High-performance, onboard image processing using a neural network is how computer vision functions. Machine learning methods are implemented using layered architectures known as neural networks. Drones can recognise, classify, and track objects thanks to neural networks. Companies using AI in drones are Neural, Scale, Skycatch, Applied Aeronautics, and Aerovironment.
- Technological improvements in drone technology, such as photogrammetric software technology, spur the market
- The software for UAVs is anticipated to be significantly impacted by technological advancements in the software and analytics fields. Unmanned aerial vehicles have become a popular tool and delivery system for this crucial mission. In many places, military drone technology is becoming a cutting-edge real-time data supplier. Numerous studies on drone software and aerial imaging innovation have led to the development of real-time three-dimensional geospatial images. Major corporations are making significant investments in the creation of advanced photogrammetric software that determines precise position from surface points and measurements from pictures. The system also has virtual processing elements that extract data in the form of photographs and instantly produce three-dimensional images. Future generations of aerial vehicles are predicted to benefit from this breakthrough. This is one of the market-driving growth factors for the foreseeable future.
Drone Software Market Restraint
- Stringent government regulations and a lack of air traffic management
Flight operations with unmanned aerial systems (UAS) involve high-risk air travel, particularly when flying beyond the line of sight. Their long-distance activities raise the risk of mishaps, property damage, and financial losses for businesses. Due to a lack of air traffic management, as well as safety and security concerns, numerous countries have severe limitations on the deployment of UAVs close to airports, international borders, government buildings, no-fly zones, and temporary flying restrictions areas. For instance, one of the biggest issues facing the nation's aviation industry, according to the Air Traffic Control Association (ATCA) of the US, is the deployment of drones in civil airspace. Except for some companies that have secured permits, drones are currently not permitted to operate in civil airspace to conduct tests and carry out demonstration flights.
- The increasing use of drones is a concern for cyber security
A growing global security concern is the unauthorised use of drones. Cybercriminals and other activists are embracing drone technology and developing more sophisticated ways to commit crimes and impose psychological tyranny. Drones are being more frequently used for hostile reconnaissance. Additionally, these drones might be modified to carry IEDs. In particular, devices that are susceptible to wireless protocols like Bluetooth may be affected by the use of drones equipped with special hardware and software to implant harmful malware on systems or disrupt system operations.
Cybercriminals may park drones on top of a building or another concealed location to carry out digital disturbances. These locations may be enclosed regions that are typically out of reach of foot and vehicle traffic, as is the case with many defence area establishments. Traditional safety measures, such as biometric security frameworks and all forms of insurance, are ineffective against drone-based network attacks.
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Global Drone Software Market Competitive Landscape
The presence of major players like 3D Robotics, DreamHammer Corporation, ESRI, Unmanned Innovation, Inc., Dronevolt, DroneDeploy, PrecisionHawk, Pix4D SA, makes the market for drone software extremely competitive worldwide. To continue to dominate the market, they employ business tactics like product launches, mergers, partnerships, collaborations, and partnerships. For instance, Sky-Drones Technologies, Ltd. introduced a new Sky-drone Cloud Platform in January 2020. An integrated drone fleet's management, real-time control, mission planning, performance monitoring, and flight analysis are all done using the platform. DroneShield, Ltd. introduced new software dubbed DroneOptID, a camera-based drone monitoring system. DJI updated its drone mapping programme, DJI Maps. A new version of DJI Terra, a drone mapping programme that quickly creates three-dimensional maps from data, was made available. PrecisionHawk and ESRI joined in March 2022, and as a result, sophisticated mapping and spatial analytics software has been created with the integration of PrecisionHawk's market-leading AI into ESRI's ArcGIS.
Drone Software Market Top Players Company Profiles
- DJI
- Pix4D SA
- DroneDeploy
- 3D Robotics
- PrecisionHawk
- Agribotix LLC
- Airware
- senseFly
- Kespry
- Trimble Navigation Ltd.
- Skyward IO
- Ascending Technologies GmbH
- Autel Robotics
- CybAero AB
- Delair-Tech SAS
- Drone Volt
- Flyability
- HUVRdata
- Intel Corporation
- XAG
Drone Software Market Recent Development
- In April 2022, ESRI launched StoryMaps, using ESRI’s mapping technology. This new software brings a geographic approach to any content that creators are passionate about, from documenting their ancestral journey to capturing aspects of daily life or planning a first big post-pandemic trip.
- In April 2022, DroneDeploy, Inc. partnered with Skydio, which combines DroneDeploy’s software with the dynamic capabilities of Skydio drones.
- In March 2022, Pix4D was awarded a competitive tender for Deutsche Bahn to provide solutions and services for upcoming railway infrastructure projects through the analysis and visualization of drone images. Pix4D's products PIX4Dcloud, PIX4Dmapper, and PIX4Dmatic will be used to process and analyse drone imagery for construction progress monitoring and quality assurance.
- In March 2022, PrecisionHawk partnered with ESRI, the global leader in location intelligence. This relationship will bring the very best in geospatial intelligence by integrating PrecisionHawk’s industry-leading AI with ESRI’s ArcGIS technology, the world’s most powerful mapping and spatial analytics software.
- In March 2022, Skycatch and Ultimate Positioning Group Pty Ltd signed an exclusive partnership to distribute RPAS (remotely piloted aircraft system) technology in Australia and New Zealand.
Global Drone Software Key Market Trends
- By 2050, the UN predicts that there will be a tremendous increase in the global population to 9.7 billion people, leading to a 69% increase in agricultural consumption. The potential for drone growth in agriculture is significant, especially given that the majority of farmers and agricultural businesses deploying drones are big-ag-owned farms that oversee thousands of acres of land. Crop and livestock monitoring, irrigation control, and fertilization are some of the common uses for drones in agriculture. According to DroneFly, drones can apply fertilizer 40 to 60 times faster than humans can.
- Companies in the military drone market such as Northrop Grumman, Lockheed Martin, Boeing, AeroVironment, and General Atomics are focusing on utilizing the Internet of Things (IoT) within operations on systems used on the ground and in the air. Armed forces can survey the battlefield using unmanned aerial drones outfitted with cameras and sensors thanks to the IoT. These drones can capture live images, map the terrain and locate enemies, and transmit real-time data to the command center.
Global Drone Software Market SkyQuest Analysis
SkyQuest’s ABIRAW (Advanced Business Intelligence, Research & Analysis Wing) is our business information services team that collects, collates, co-relates, and analyses the data collected by means of primary exploratory research backed by the robust secondary desk research.
According to our analysis, COVID-19 has had significant effects throughout industries, but in particular in aviation. The market for drone software has expanded because of the COVID-19 outbreak for uses like mapping, package delivery, and inspection. Several nations have recognised the potential of drone technology during the COVID-19 pandemic and have loosened regulations in order to facilitate their use. There has also been an increase in drone companies and drone service providers in the aviation sector as a result of hardware, technology, and services becoming more affordable and accessible than conventional techniques. A rise in the number of drone delivery businesses is due to the e-commerce industry's rapid expansion as well as consumers' growing need for same-day delivery. Additionally, a number of industry sectors, including logistics and transportation, retail and food, and healthcare and pharmaceuticals, have begun to recognise the significance of drone deliveries, which has finally led to the emergence of new competitors.
| Report Metric | Details |
|---|---|
| Market size value in 2023 | USD 5.96 billion |
| Market size value in 2031 | USD 23.08 billion |
| Growth Rate | 14.5% |
| Forecast period | 2024-2031 |
| Forecast Unit (Value) | USD Billion |
| Segments covered |
|
| Regions covered | North America (US, Canada), Europe (Germany, France, United Kingdom, Italy, Spain, Rest of Europe), Asia Pacific (China, India, Japan, Rest of Asia-Pacific), Latin America (Brazil, Rest of Latin America), Middle East & Africa (South Africa, GCC Countries, Rest of MEA) |
| Companies covered |
|
| Customization scope | Free report customization with purchase. Customization includes:-
|
| Historical Year | 2019 |
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Table Of Content
Executive Summary
Market overview
- Exhibit: Executive Summary – Chart on Market Overview
- Exhibit: Executive Summary – Data Table on Market Overview
- Exhibit: Executive Summary – Chart on Global Drone Software Market Characteristics
- Exhibit: Executive Summary – Chart on Market by Geography
- Exhibit: Executive Summary – Chart on Market Segmentation
- Exhibit: Executive Summary – Chart on Incremental Growth
- Exhibit: Executive Summary – Data Table on Incremental Growth
- Exhibit: Executive Summary – Chart on Vendor Market Positioning
Parent Market Analysis
Market overview
Market size
- Market Dynamics
- Exhibit: Impact analysis of DROC, 2021
- Drivers
- Opportunities
- Restraints
- Challenges
- Exhibit: Impact analysis of DROC, 2021
- SWOT Analysis
KEY MARKET INSIGHTS
- Technology Analysis
- (Exhibit: Data Table: Name of technology and details)
- Pricing Analysis
- (Exhibit: Data Table: Name of technology and pricing details)
- Supply Chain Analysis
- (Exhibit: Detailed Supply Chain Presentation)
- Value Chain Analysis
- (Exhibit: Detailed Value Chain Presentation)
- Ecosystem Of the Market
- Exhibit: Parent Market Ecosystem Market Analysis
- Exhibit: Market Characteristics of Parent Market
- IP Analysis
- (Exhibit: Data Table: Name of product/technology, patents filed, inventor/company name, acquiring firm)
- Trade Analysis
- (Exhibit: Data Table: Import and Export data details)
- Startup Analysis
- (Exhibit: Data Table: Emerging startups details)
- Raw Material Analysis
- (Exhibit: Data Table: Mapping of key raw materials)
- Innovation Matrix
- (Exhibit: Positioning Matrix: Mapping of new and existing technologies)
- Pipeline product Analysis
- (Exhibit: Data Table: Name of companies and pipeline products, regional mapping)
- Macroeconomic Indicators
COVID IMPACT
- Introduction
- Impact On Economy—scenario Assessment
- Exhibit: Data on GDP - Year-over-year growth 2016-2022 (%)
- Revised Market Size
- Exhibit: Data Table on Global Drone Software Market size and forecast 2021-2027 ($ million)
- Impact Of COVID On Key Segments
- Exhibit: Data Table on Segment Market size and forecast 2021-2027 ($ million)
- COVID Strategies By Company
- Exhibit: Analysis on key strategies adopted by companies
MARKET DYNAMICS & OUTLOOK
- Market Dynamics
- Exhibit: Impact analysis of DROC, 2021
- Drivers
- Opportunities
- Restraints
- Challenges
- Exhibit: Impact analysis of DROC, 2021
- Regulatory Landscape
- Exhibit: Data Table on regulation from different region
- SWOT Analysis
- Porters Analysis
- Competitive rivalry
- Exhibit: Competitive rivalry Impact of key factors, 2021
- Threat of substitute products
- Exhibit: Threat of Substitute Products Impact of key factors, 2021
- Bargaining power of buyers
- Exhibit: buyers bargaining power Impact of key factors, 2021
- Threat of new entrants
- Exhibit: Threat of new entrants Impact of key factors, 2021
- Bargaining power of suppliers
- Exhibit: Threat of suppliers bargaining power Impact of key factors, 2021
- Competitive rivalry
- Skyquest special insights on future disruptions
- Political Impact
- Economic impact
- Social Impact
- Technical Impact
- Environmental Impact
- Legal Impact
Market Size by Region
- Chart on Market share by geography 2021-2027 (%)
- Data Table on Market share by geography 2021-2027(%)
- North America
- Chart on Market share by country 2021-2027 (%)
- Data Table on Market share by country 2021-2027(%)
- USA
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
- Canada
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
- Europe
- Chart on Market share by country 2021-2027 (%)
- Data Table on Market share by country 2021-2027(%)
- Germany
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
- Spain
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
- France
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
- UK
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
- Rest of Europe
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
- Asia Pacific
- Chart on Market share by country 2021-2027 (%)
- Data Table on Market share by country 2021-2027(%)
- China
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
- India
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
- Japan
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
- South Korea
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
- Rest of Asia Pacific
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
- Latin America
- Chart on Market share by country 2021-2027 (%)
- Data Table on Market share by country 2021-2027(%)
- Brazil
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
- Rest of South America
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
- Middle East & Africa (MEA)
- Chart on Market share by country 2021-2027 (%)
- Data Table on Market share by country 2021-2027(%)
- GCC Countries
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
- South Africa
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
- Rest of MEA
- Exhibit: Chart on Market share 2021-2027 (%)
- Exhibit: Market size and forecast 2021-2027 ($ million)
KEY COMPANY PROFILES
- Competitive Landscape
- Total number of companies covered
- Exhibit: companies covered in the report, 2021
- Top companies market positioning
- Exhibit: company positioning matrix, 2021
- Top companies market Share
- Exhibit: Pie chart analysis on company market share, 2021(%)
- Total number of companies covered
Methodology
For the Global Drone Software Market, our research methodology involved a mixture of primary and secondary data sources. Key steps involved in the research process are listed below:
1. Information Procurement: This stage involved the procurement of Market data or related information via primary and secondary sources. The various secondary sources used included various company websites, annual reports, trade databases, and paid databases such as Hoover's, Bloomberg Business, Factiva, and Avention. Our team did 45 primary interactions Globally which included several stakeholders such as manufacturers, customers, key opinion leaders, etc. Overall, information procurement was one of the most extensive stages in our research process.
2. Information Analysis: This step involved triangulation of data through bottom-up and top-down approaches to estimate and validate the total size and future estimate of the Global Drone Software Market.
3. Report Formulation: The final step entailed the placement of data points in appropriate Market spaces in an attempt to deduce viable conclusions.
4. Validation & Publishing: Validation is the most important step in the process. Validation & re-validation via an intricately designed process helped us finalize data points to be used for final calculations. The final Market estimates and forecasts were then aligned and sent to our panel of industry experts for validation of data. Once the validation was done the report was sent to our Quality Assurance team to ensure adherence to style guides, consistency & design.
Analyst Support
Customization Options
With the given market data, our dedicated team of analysts can offer you the following customization options are available for the Global Drone Software Market:
Product Analysis: Product matrix, which offers a detailed comparison of the product portfolio of companies.
Regional Analysis: Further analysis of the Global Drone Software Market for additional countries.
Competitive Analysis: Detailed analysis and profiling of additional Market players & comparative analysis of competitive products.
Go to Market Strategy: Find the high-growth channels to invest your marketing efforts and increase your customer base.
Innovation Mapping: Identify racial solutions and innovation, connected to deep ecosystems of innovators, start-ups, academics, and strategic partners.
Category Intelligence: Customized intelligence that is relevant to their supply Markets will enable them to make smarter sourcing decisions and improve their category management.
Public Company Transcript Analysis: To improve the investment performance by generating new alpha and making better-informed decisions.
Social Media Listening: To analyze the conversations and trends happening not just around your brand, but around your industry as a whole, and use those insights to make better Marketing decisions.
Global Drone Software Market Report Snapshots
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