Drone Collection: Using a drone-based robotic arm to collect inaccessible plants

The Mamba tool allows us to collect plant material via seeds or cuttings from endangered species that we have identified and mapped in the previous building block. This tool has an effective range well over 1000m, making even the most inaccessible areas available for management actions. 

The development of this tool by experienced robotics engineers, expedited the conservation of many species by field staff at the National Tropical Botanical Garden and partners at the Plant Extinction Prevention Program. The Mamba has an interchangeable head system that provides customizable collecting depending on the target species and the type of material necessary for conservation. Many of the components of this mechanism are 3D-printed, which is cost-effective and flexible for speedy development processes. The Mamba is built with readily available drone components which also reduces the cost and building time. The development of this tool was undertaken by P.h.D students, and integrates state of the art hardware and software solutions specifically designed for this application.

When undertaking a project of this type, it is critical to have the proper pairing of experienced field staff with professional robotics engineers, as both parties provide crucial information to guide both development and effective conservation considerations. It is worth noting that the development process was iterative, leaving space for testing and revising the design, and ultimately allowing for deployment of a well-functioning and highly useful tool. 

Drone Survey: location, mapping, and inventory of remote plant populations

Drone tools have been instrumental as a first step in the assessment of cliff floras. Using drones to get unique viewpoints of these environments, we can now map the distribution and abundance of critically endangered endemic cliff species and expedite their conservation. Field surveys have been conducted in Hawaii, the Republic of Palau, and Madeira (Portugal) with extremely positive results.

As drone technology has improved and progressed, this survey methodology has become accessible to a range of conservation practitioners. High-resolution camera sensors allow the identification of a range of plants, from large trees to small herbaceous organisms. Drone pilots can now expect to conduct up to 45 minutes of survey time in a single flight due to increased battery capacity. Usability improvements from software refinements make drones safe and effecient for beginners to use, increasing the uptake of this technology by conservation practitioners.  Most importantly, as drones have become more widely available, the associated costs have been reduced, making them an amazing tool for a range of applications  

Drone are effective tools for the location and inventory of critically endangered species, especially in difficult-to-access environments like cliffs or tree canopies.  Assessment of cliff habitats will be critical to species conservation in these areas, as baseline knowledge of where species occur can guide conservation actions, and help prioritize landscape protection.

Mitigate biodiversity loss

Conserving ecosystems is key to curbing climate change, and maintaining ecosystem services (GBF target 11), which are closely linked to over 50% of the world’s GDP. Over 1 million species face the threat of extinction this century; however, selecting which areas to conserve is challenging with the existing data gap, which is biased towards observations in the global north. Increasing the amount of biodiversity data in the Global South is critical in the conservation of endangered species, found at high density in biodiversity hotspots in the Global South. Amphibians are ideal for acoustic identification due to their diverse vocalizations and are crucial ecosystem indicators (Estes-Zumpf et al., 2022), with over 40% of species at risk of extinction (Cañas et al., 2023). Increasing labeled data for the more than 7,000 amphibian species worldwide would enhance conservation efforts and reduce knowledge gaps in vulnerable ecosystems. By using a citizen science platform to aid in the mitigation of biodiversity loss, we help establish local environmental stewardship of these critical habitats (GBF Target 20).

Other citizen apps have shown the potential that citizen science has on mitigating biodiversity loss. eBird, the largest citizen science project related to biodiversity, has 100 million bird observations from users around the world. These observations help to "document the distribution, abundance, habitat use and bird trends through collected species list, within a simple scientific framework." (Sánchez-Clavijo et. al., 2024).  

iNaturalist, another citizen science app, that uses computer vision algorithms for species identification, has also proven successful in mitigating biodiversity loss. To date, the app has over 200,000,000 observations, with 6 million observations per month, globally. On iNaturalist, research-grade observations are shared with GBIF, which in turn uses that knowledge for policy decisions, research, and community building (GBIF, 2023). 

Currently, our app identifies 71 species of frogs and toads, worldwide. Though many of them are identified as least concern (LC) under the IUCN, we do have one IUCN endangered species, the Southern Bell Frog (Ranoidea raniformis). This lack of threatened species included, underscores the need for diverse practitioners to participate in bioacoustic ecological monitoring. Increasing data points on vulnerable species can serve to inform policy decisions using data-driven insights. Local communities and Indigenous Peoples will be a key asset in increasing the number of species included in the app, as their local knowledge allows us to track species in remote regions. 

  • Closing data gaps: get more data from citizen scientists, especially from local communities and Indigenous Peoples.
  • Enabling environmental stewardship: accessibility to a diverse set of users.

We initially set a goal to decrease data gaps in the Global South. However, getting access to enough calls for rare, cryptic, and endangered species in the Global South to train our model proved to be challenging. Therefore, to improve model performance, we turned our attention to as many species as we could tackle, worldwide. Getting users engaged worldwide will lead to more recordings in data-poor regions like the Global South, allowing us to retrain our model in the future with increased data on endangered, rare, and cryptic species. 

This user engagement perfectly aligns with multiple targets, the most evident one being GBF target 20: Strengthen Capacity-Building, Technology Transfer, and Scientific and Technical Cooperation for Biodiversity. But other targets are key in this building block: by increasing the data points, we will be able to identify invasive alien species, addressing GBF Target 6, as well as protecting wild species from illegal trade, by obscuring their location from users. This is aligned with GBF Target 5, which seeks to "Ensure Sustainable, Safe and Legal Harvesting and Trade of Wild Species."

Technology-enhanced wildlife monitoring

This building block emphasizes the transformative role of technology in monitoring wildlife populations and habitats, particularly jaguars. As apex predators, jaguars are key indicators of ecosystem health; understanding their movements and habitat use is vital for effective conservation. Using tools like camera traps, drones, and remote sensing, we collect high-resolution data on jaguar behaviors and habitat changes. Strategically positioned camera traps provide real-time insights into movements, breeding, and conflicts, supporting adaptive management and rapid responses.

Combined with satellite imagery, these technologies offer a holistic view of habitat conditions, tracking land use changes, vegetation cover, and threats such as poaching. Data are transmitted via mobile and satellite networks to a centralized platform, enabling timely analysis and coordinated conservation actions. The program incorporates citizen science by training local community members in data collection and reporting, fostering ownership and enhancing local capacity. E-waste generated by equipment is responsibly managed through certified recycling. This participatory, tech-driven approach strengthens conservation outcomes and long-term sustainability.

Access to reliable technology and sustainable funding—for equipment such as camera traps, drones, and laptops—is essential. Financial support can come from government grants, NGOs, and private-sector partnerships. Collaborations with academic institutions and technology firms are critical for delivering training in data collection, analysis, and tool operation. Engaging local universities fosters research opportunities and strengthens the knowledge base on jaguar conservation.

Strong partnerships with wildlife authorities ensure that data informs local management strategies, while clear protocols for data sharing safeguard ethical use. Responsible management of electronic waste, through recycling programs, is also essential for environmental integrity. Together, these enabling factors establish a robust system for effective, technology-enhanced wildlife monitoring.

Fostering local stewardship through participatory monitoring enhances data accuracy and cultivates community responsibility for conservation. Direct engagement builds trust between practitioners and communities, fostering transparency and long-term support for conservation efforts. Training on technology use not only develops valuable skills but also creates employment opportunities in wildlife protection, environmental education, and eco-tourism.

We learned that combining advanced technology with community engagement is a promising approach to conservation: it bridges scientific data collection with local knowledge, enabling timely, informed decisions that mitigate human-wildlife conflict and support habitat connectivity. Ensuring sustainable funding, responsible e-waste management, and ongoing capacity building are essential for maintaining program effectiveness over time.

Identifying areas most impacted by mining activities - Impact Exposure Map

A process designed to estimate the chronic impacts of mining activities on the landscape—such as habitat loss, fragmentation, and degradation. This analysis generates a gradient of exposure for biodiversity and speleological heritage, indicating varying levels of environmental damage severity. The mining impact exposure map provides a spatial representation of the risks to which conservation targets are subjected, allowing for a detailed assessment of biodiversity vulnerability. Identifying the areas most intensely affected by mining enables more strategic and informed planning efforts to minimize biodiversity loss.

The process involves coordination with sectoral bodies, the systematization of environmental data, and the validation of results through expert consultation. The methodologies employed are scientifically validated, widely accepted by the academic community, and designed to be replicable across different regions and landscape scales.

 

The construction of this layer was made possible by the increasing efforts of MapBiomas to map all remaining forest cover at the national scale in Brazil, as well as the National Mining Agency (Agência Nacional de Mineração - ANM) for providing the polygons of authorized mining processes across the country.

Access to accurate spatial data for calculating landscape metrics, combined with a network of collaborating experts in the field, enabled a participatory and transparent development of the results.

We gained valuable insights throughout the development of this layer and significantly evolved our approach by actively sharing information with the mineral sector and research institutions.

During the construction of a synergistic impact layer for mining activities, we identified a significant gap in available data, quantitative metrics, and modeling frameworks necessary to incorporate well-documented impacts—such as noise generation, vibration, air pollution, and soil and water contamination—at this spatial scale. This process highlighted the critical need to enhance impact assessments by accounting for the synergistic and cumulative effects of mining activities.

 

Developing a new generation of animal tags and concepts for a digital swarm intelligence in networks of devices

To meet the goal of the GAIA Initiative to develop and put into practice a high-tech early-warning system for environmental changes, a new generation of animal tags is a key component. GAIA teams are working on the hardware and software development of miniaturized animal tags with lowest-power sensor technology with camera and image processing. The tags will be energy-autonomous, optimally adapted to the anatomy of vultures and are the basis for further technological features under development such as on-board artificial intelligences for behaviour detection and image recognition as well as a satellite-based IoT communication system.

Additionally, GAIA is developing concepts of distributed artificial intelligence and networks of micro-processors – animal tags that act just like a swarm. Analogous to natural swarm intelligence, the GAIA initiative is mapping digital swarm intelligence in an ad hoc network of microprocessors. These spontaneously forming networks are the foundation for distributed and sensor-based analysis of large amounts of data. Following this path will make it possible for vulture tags, for example, that are present at the same location during feeding events, to link and share tasks such as artificial intelligence analyses and data transmission.

A key factor for the success of this building block is the interdisciplinary and cross-sectoral cooperation of the GAIA partners: The Leibniz-IZW provided biological and veterinary knowledge about vultures and provided goals for the technical design of the new tags. The Fraunhofer IIS provided expertise in energy-efficient hardware, electronics and mechanics as well as in software for the miniature units. The Zoo Berlin provided environment and access to animals to aid the design and test the prototypes at various stages. Partner organisations in Africa such as Uganda Conservation Foundation provided an environment for in-depth field tests of the tag prototypes.

After several years of design and development, prototypes of the new tag system were tested in the wild in Uganda in November 2024. Wild white-backed vultures were equipped with prototypes called “data collection tag” (DCT) that featured many (albeit not all) innovations of the GAIA tag. The tags were released after 14 days from the vultures and collected using GPS and VHF signals, allowing for thorough examination of hardware and software performance as well as evaluation of collected data. These analyses will greatly help further developing the system.

Empowering Communities Through Sustainable Livelihoods and Equitable Access to Economic and Environmental Justice

Corruption in the forestry sector continues to undermine the rights & livelihoods of local & Indigenous communities. By institutionalising the use of ForestLink, we empower local communities beyond enforcement - the system has proven critical in tackling this corruption, enabling communities to document land rights violations & illegal activities, defend their territories & secure access to justice, whilst securing sustainable economic opportunities linked to forest resources.  

 Crucially, ForestLink supports sustainable economic activities & lays the groundwork for payment for environmental services by reinforcing community autonomy & stewardship of natural resources. Through partnerships with local organisations skilled in legal advocacy & sustainable enterprise, communities are supported to develop livelihoods aligned with forest protection. Key enabling factors include understanding current economic practices, ensuring financial support for legal actions & engaging in parallel advocacy to secure land rights.  

By actively managing and defending their lands, communities reinforce their autonomy & contribute to long-term, locally driven development. The data collected through the tool also plays a crucial role in supporting access to justice - providing evidence for legal & non-legal actions when communities face human rights abuses or environmental crimes.  

  • Understanding the communities’ current economic activities is essential  
  • Financial means are necessary to support legal and administrative processes 
  • Partnering with local organisations specialised in legal advocacy & sustainable business enhances impact 
  • Parallel advocacy work to secure individual & collective land rights is critical 
  • Awareness-raising on sustainable economic activities must involve all community groups, with targeted efforts for women & girls. 
  • Trained staff in justice, law & sustainable economy fields are vital for success 
Strengthening Multilevel Advocacy Networks Among NGOs to Amplify Collective Action

Using a digital tool to collect & analyse data is innovative, but real impact comes from applying that data to support advocacy & law enforcement for the protection of forests & local communities & Indigenous peoples’ rights. To this end, strong local, national & international advocacy networks are needed to take action against reported abuses & to achieve legal & policy changes. By enabling information to be shared between users & opening up data to the general public when consent has been given, the tool facilitates collaborative working for greater impact.  

  • Collaborating with NGOs that share similar values & goals strengthens collective impact 
  • Coordinated data verification & analysis supports timely, unified advocacy. 

  • Partnering with local organisations specialising in legal advocacy enhances impact 

  • Strong relationships with trusted national & international institutions help validate & promote the tool. 

  • While building NGOs networks is important, it is also vital to respect when organisations choose not to collaborate. Supporting each local NGO individually - & avoiding competition - requires flexibility in project design & donor engagement. 
  • To ensure networks’ sustainability, medium- & long-term funding is essential to keep coordination efforts running smoothly (secretariat costs etc.).  

  • Support to local and national NGOs on organisational development is key to allow them to participate effectively in networks.  

Flexible, Community-Centered Reporting & Monitoring System for Real-Time Accountability & Impact Tracking

This digital tool's efficiency relies on the fact that it is accessible from remote areas & easy to use for local & Indigenous communities. 

It allows grassroots data to be gathered to feed national and global advocacy. Its adaptability also lies in the fact that it can be used to monitor a variety of issues (illegal logging - artisanal or industrial, mining, carbon market projects' impact, GBV, etc.), in a variety of contexts.   

  • Sufficient financial resources for the tool to keep running & to continue supporting the observers  
  • Reliable development & IT support for smooth tool operation 
  • Regular capacity building workshops for partners & community monitors strengthens local ownership 
  • Adaptative tool to answer to partners’ evolving needs 
  • Coordination staff within our team & partner organisations improves implementation & communication 
  • Regular check-ins ensure the tool & hardware function properly & meet partner expectations 
  • Ongoing, hands-on support, mentorship & in-person training allow partners to fully understand & use the tool effectively 

  • Political, social or environmental factors might disrupt data collection, planning must account for this.  

  • While technical training is important, it must be embedded within comprehensive training on environmental law & human rights to empower communities to advocate effectively, pursue legal enforcement, & claim justice & reparations.  

  • Women & girls are key drivers of change & should be fully integrated into all project activities 

Conservation MSME Development Programme

As mentioned in the previous sections, this programme is meant to achieve the following: “to develop, empower, support and professionalize Conservation MSMEs in the conservation sector in South Africa”. 

The programme has trained over 20 MSMEs and created over 400 jobs annually since 2022 based on this programme. This programme is the main building block for the Grasshopper Project Management Tool as it was realised that the MSMEs need some support and a consolidation of their project management efforts, access to basic financial tools such as quoting and invoicing. Furthermore, to manage their assets etc. 

The organisations that made the Programme successful have already been mentioned however they are listed below once again:

  • The Nature Conservancy- South Africa
  • The Table Mountain Fund
  • WWF-South Africa
  • Department of Fisheries, Forestry and Environment
  • Department of Small Business Development
  • Tourism and Conservation Sector Education and Training Authority

The focus of the programme is as follow:

  1. Mentorship and coaching
  2. Business support and development
  3. Business, finance, and Human Resources training
  1. MSMEs need to manage their projects efficiently.
  2. The government partners already mentioned above need support to manage their alien vegetation teams and this solution will be a great tool to do so.
  3. Resource wastage