A report proposing artificial, app-monitored bees as a responsible-innovation response to declining natural bee populations — weighing what the technology could restore against what it could disrupt.
Bee populations are declining under pressure from land use, pesticides and climate change — and with them, the pollination that much of the food system quietly depends on. This report doesn't try to change human behaviour; it proposes introducing artificial, app-monitored bees instead, then uses the Responsible Research and Innovation (RRI) framework to hold that idea to account — surfacing the ecological, ethical and data-privacy risks a purely technical fix like this could quietly introduce.
"If the bees die, humans die."
On the interconnectedness of pollination, ecosystems and food production
In recent years, the decline in bee populations and the alarming threats to our ecosystems have become increasingly evident13. The primary driver of change in pollinator communities, especially bees, is a change in the earth's surface affected by human land use4. For bees, changes in land cover have the direct effect of decreasing floral resources needed for survivorship, growth and reproduction123.
Novel advancements in peripheral technologies, such as the implementation of remote monitoring systems to promptly detect problems like pests or environmental stress in beehives, have surfaced10. The absence of pollination has the potential to disrupt the ecosystem, affecting both flora and fauna, consequently impacting the food products crucial for human dependence. This report explores the idea of substituting natural bees — which are declining due to disruptions in flora, climate change, and the adverse effects of human land use7 — with the introduction of artificial bees.
This report acknowledges the negative impact of human land use on bees, leading to their decline and ecosystem disruption4. Instead of relying solely on changing human behaviour, it proposes an innovative solution: introducing artificial bees monitored through a mobile app. This approach, aligned with the Responsible Research and Innovation (RRI) framework, aims to maintain pollination processes, promoting harmony within the ecosystem, and to address the ongoing decline in bee populations.
Bees play a critical role in our survival, with approximately 70 crops in the UK relying on their pollination11. While alternative pollination methods exist, bees are more efficient, saving UK farmers an estimated £1.8 billion annually. Beyond crops, bees are vital for animal feed, impacting meat, eggs, and dairy production. The decline of wildflower meadows, down by 97% since the 1930s, reduces essential food sources for bees. Pesticides further threaten their food supply12, and climate change disrupts nesting behaviour and seasonal timings. Without bees, the interconnected ecosystem — from insects to mammals — faces a significant challenge, emphasising the urgency of preserving bee populations (Varela, 2023)6.
Exploring strategies to influence consumer behaviour in lifestyle choices and purchasing shows promise9. However, individuals often adhere to the current state of affairs, resisting changes in brands or habits, even when superior options are available. This resistance to change extends beyond the challenge of forming new routines5.
In the past decade, efforts have been made in this area. The Bee App, developed by the University of California in 2014, educates users on bee biology and threats through games and augmented reality. Another initiative, HiveTracks, an online platform for beekeepers, monitors hive health and encourages information sharing with educational resources. However, these initiatives have not notably alleviated the decline in bee populations.
The integration of high-tech solutions to mitigate the declining bee count raises important concerns that merit careful consideration. Firstly, there is a worry that the emphasis on technological advancements may overshadow natural pollination practices that have coexisted harmoniously within ecosystems. Striking a balance between innovation and preserving these organic methods is crucial for sustainable agricultural development and the preservation of biodiversity. Additionally, the success of technological solutions hinges on stakeholder acceptance, with concerns about perception and understanding playing a pivotal role. Concerns also exist about how data is collected, stored, and processed — beekeepers might be hesitant to share sensitive information if data privacy and the confidentiality of their proprietary beekeeping practices aren't adequately addressed. A thoughtful, inclusive approach is essential to navigate these concerns and foster a harmonious coexistence between technology and the organic processes of the ecosystem.
The RRI framework guides the direction of this innovation and helps identify its vulnerabilities and drawbacks. By emphasising ethics, inclusivity, anticipation of impacts, and continuous evaluation, RRI methods help ensure that innovation aligns with societal values8 and address concerns proactively, fostering responsible and sustainable advancements in bee conservation.
As a centrist individual of Indian heritage holding a Master's in Computer Applications, raised in diverse parts of India within an upper-middle-class family associated with the Indian Air Force, my enthusiasm for technology and design directed me towards a career as a UX designer. Despite acknowledging my limited knowledge of laws and regulations, I express deep concerns about data privacy and strongly advocate for reinforcing laws to prevent manipulative practices. I firmly believe in the ethical use of user data with consent, opposing any form of exploitation.
With a strong interest in sustainability, I draw inspiration from F1 champion Sebastian Vettel's efforts on the declining bee population. This inspiration propels me to explore the intersection of nature and technology in addressing challenges related to the declining count of bees. My goal is to contribute responsibly to a future where bees thrive and the planet flourishes through ecologically mindful solutions.
Among various sources of information, notable insights came from a conversation with a beekeeper. This discussion deepened my understanding of how bees, as pollinators, contribute to agriculture and the ecosystem, as well as the process of honey harvesting. Engaging in scenario building through the Responsible Research and Innovation (RRI) — AREA framework, I envisioned a future where building technology, such as artificial bees, becomes essential. This exercise helped identify potential consequences, such as the dynamics between natural and artificial bees, raising questions about how artificial bees might disrupt the relationship between the environment and their natural counterparts. In this data-driven age, it is very important to keep data secured and ensure ethical use of advanced technology.
Interacting with potential users led to a reevaluation of assumptions, providing a deeper understanding of the project. The artificial bee technology holds the potential to revolutionise pollination, particularly in controlled environments like greenhouses, all under effective governance. My findings reveal that while natural bees rely on nectar as fuel for longer journeys, artificial bees are solar-powered, utilising that energy for their travels.
Each bee has a Unique Identification Number (UID) and is linked to one device. Utilising artificial intelligence, a mesh network facilitates communication, enabling the transfer of real-time information to a user-accessible app. This app provides statistics on bee health, component functionality, live locations, flower positions, potential obstacles, travel range and environmental conditions. Bees can also log data on pollination success rates, flower varieties, and environmental conditions, syncing it with the device. Analysing this data improves pollination strategies, optimises energy usage, and contributes to ongoing research on crop health and biodiversity — with a direct positive impact on farmers by enhancing crop yields and ensuring an abundant food source for both bees and humans.
However, considering the inevitable interaction between natural and artificial bees — while the artificial bees cannot produce honey themselves, they can store nectar and deposit it in one of the colonies for natural bees to convert into honey. A significant concern arises here, as this process clearly disrupts the natural order, and the cohabitation of natural and artificial bees raises questions. The presence of numerous mechanical components in an artificial bee poses a potential threat to natural bees, with the risk of causing serious harm or even fatalities. The precision of AI is crucial for the successful execution of this process. Moreover, the collection of nectar by artificial bees may deplete the nectar available for natural bees, impacting their nectar collection process and subsequent honey production — which could contradict the innovation's intended purpose, and potentially influence other species and disturb ecological relationships.
Improved pollination services directly benefit farmers through increased crop yields and economic gains, enhancing the nectar source for natural bees and impacting beekeepers. This aligns with insights from a beekeeper who heavily invested in bee-friendly crops.
The broader ecosystem benefits from the innovation as it contributes to bee population conservation, preserving biodiversity and supporting wildlife. Indirectly, pesticide manufacturers and seed companies may be affected as the technology reduces reliance on harmful pesticides and could decrease demand for seeds, including genetically modified crops.
AI and data technologies offer immense potential for our economy and society, requiring the right governance for unlocking opportunities (Dunn, 2021). Data privacy and responsible data use sit at the core of this research. A privacy breach can manipulate AI data models, resulting in incorrect analyses and solutions, posing potential dangers to bees, crops, and pollination. Such breaches may involve unauthorised access or manipulation of data, raising concerns about the use of corrupted or improperly collected information that may be deemed as "wrong" (Martin et al., 2017).
Cost-effective manufacturing and sourcing may clash with ethical considerations like fair labour practices and environmentally friendly sourcing. Additionally, high production costs might restrict access for small-scale farmers.
Over-reliance on these bees by farmers could be harmful, lacking contingency in case of a system failure. If artificial bees deplete nectar sources, it may harm ecosystems, disrupt plant-pollinator relationships, and lead to suboptimal pollination in diverse conditions.
The constant evolution of the artificial bee innovation relies on analysing data collected from artificial bee usage, encompassing metadata and detailed information. Upholding a strong commitment to data privacy, transparency regarding data processing methods is prioritised. Users will have the option to request data deletion, with a commitment to promptly fulfil such requests. Collaborations with authorities and ecosystem experts at each step are crucial for responsible and environmentally friendly innovation. To inform communities about the advantages and risks of artificial bee technology, education campaigns will be launched, teaching stakeholders and the general public about the technology's use and minimising the learning curve. Public awareness campaigns will be initiated, fostering open dialogue and collaboration, similar to showcasing futuristic technology at events like CES.
Contingency plans and crisis response protocols are integral to the strategy to address unexpected events or malfunctions. Features like a kill-switch to turn off a bee if it malfunctions or flies beyond the specified geographic diameter, or an entire colony, could be explored, minimising their impact on the environment and public safety. Artificial bees will be designed with flexibility, adapting to local environmental conditions and various crop varieties. Rejecting a one-size-fits-all approach, the priority is tailoring the solution to specific contexts for optimal results.
Involving direct stakeholders, including farmers and beekeepers, in pilot programs and field trials is a priority to gather raw feedback on its impact on pollination, harvests, and agricultural goals. Collaboration with international bodies focused on environmental conservation and sustainable development will be pursued to share insights. Seeking endorsements from credible consumer advocacy organisations and transparently communicating data collection policies is vital for gaining acceptance and validity.
The concept of artificial bees raises concerns about potential harm or disruption to the ecosystem. As these artificial bees advance with AI, it is crucial for legal and environmental authorities to establish constraints to prevent misuse and safeguard the ecosystem. From a consumer perspective, individual data is considered a valuable asset that should not be exploited — users should have full control over their data, determining its use or exploitation. Instead of a standard terms and conditions form, users will encounter a concise form with toggle options, allowing them to choose the data they want to share. While some data will be mandatory for training models, the aim is to prioritise user agency in the evolution of artificial bees.
The introduction of artificial bees for pollination emerges as a potential solution, but ethical and environmental considerations must be paramount. Stakeholder engagement, adherence to existing regulations, and the development of ethical guidelines are essential for responsible innovation. The report underscores the need for continuous monitoring, transparency, and collaboration among diverse stakeholders.
A key limitation is the lack of legal and judicial knowledge about elements associated with protection of ecosystems and species living in it on a global scale, and an in-depth technical understanding of the artificial bee itself.
One of the first steps to take would be to collaborate with engineers and technology experts for a detailed analysis of the artificial bee technology — including its design and functionality — and with ecologists to determine potential impacts on different species and crop types, in order to minimise potential negative impacts. To understand the legal niche, collaborating with policy makers is essential to bring this abstract idea into fruition while maintaining balance in the ecosystem.
In conclusion, this report underscores the urgency of addressing the decline in bee populations, introduces a potential solution in the form of artificial bees, and highlights the need for responsible innovation guided by security and data privacy, ethical principles and environmental stewardship. Recognising the limitations in the current understanding, further research and collaborative efforts are imperative for a sustainable and harmonious coexistence between technology and the environment.