AQuallytics
AQuallytics utilizes solar-powered drones equipped with microbial analysis to conduct aerial surveillance of water sources in remote areas. Our machine learning platform analyzes the resistance data to generate real-time contamination heat maps, aiding focused sanitation responses to curb environmental transmission of antimicrobial resistance.
Magreth Paul, CEO and Founder of AQuallytics, will spearhead development and deployment of this innovative drone and AI-enabled antimicrobial resistance surveillance solution.
- Innovation
We are addressing the major lack of community-level data on antimicrobial resistance in water sources across remote areas of Tanzania. Surveillance is critically limited, with only 5 government labs capable of water testing for the entire country. An estimated 36 million Tanzanians live in rural communities dependent on untreated water from rivers, lakes and wells for drinking, cooking and hygiene. Studies have found bacterial resistance in over 30% of water sources nationally. Scaling up conventional testing is vastly challenging given the country's limited infrastructure and resources.
Sub-Saharan Africa faces some of the highest global burdens, with antimicrobial resistance contributing to over 37,000 neonatal sepsis deaths annually in the region. Worldwide, resistant pathogens already cause over 1 million deaths each year according to the WHO. The WHO has prioritized improving environmental monitoring as a key policy intervention, yet over 60% of global bacterial isolates still go untested, especially in rural developing communities where transmission pathways regularly circulate resistant bacteria through water systems.
By deploying our advanced drone and AI solution, we aim to fill this massive surveillance gap, informing focused responses that can avert antimicrobial resistance related illnesses and deaths across remote Tanzanian settlements.
Our solution primarily serves rural communities across Tanzania that have limited access to safe water and antimicrobial resistance testing. This includes over 36 million people who rely on untreated water sources for their daily needs.
We are addressing the critical need for improved environmental surveillance data in these remote areas. By deploying our drone and AI platform, we aim to equip local healthcare workers and water sanitation teams with the actionable insights needed to focus their resources and prioritize response efforts.
To understand end-user needs, we conducted in-person interviews with over 50 community health workers, lab technicians and water board officials in 5 rural regions. They emphasized challenges accessing hard-to-reach communities and the urgent need for targeted contamination alerts. We also held feedback workshops after testing early iterations of our data dashboards.
As we evolve our solution, community members actively collaborate on our testing and data collection processes. They provide local knowledge on water access points and assistance with sample collection. Our inclusive development approach aims to ensure the solution remains contextually appropriate and responsive to the communities it ultimately seeks to benefit.
- Proof of Concept: A venture or organisation building and testing its prototype, research, product, service, or business/policy model, and has built preliminary evidence or data
- Artificial Intelligence / Machine Learning
- Biotechnology / Bioengineering
- Imaging and Sensor Technology
- Internet of Things
- Software and Mobile Applications
Our solution aims to deliver essential public goods by directly addressing critical knowledge and service gaps related to antimicrobial resistance monitoring in underserved developing communities:
Knowledge: We will generate hundreds of scientifically valuable data points each month, assessing AMR patterns in environments previously unstudied due to access barriers. By openly sharing completely deidentified samples, metadata and visualization assets, our work will accelerate fundamental AMR knowledge worldwide.
Data: Our dynamic openly-accessible dashboards and databases will deliver the first real-time snapshots of hyperlocal resistance risks across entire developing nations to international stakeholders. Policymakers and researchers can freely access and analyze trends to guide strategies.
Services: Our drone-based system offers the ability to rapidly identify contamination hotspots and monitor remediation efforts in remote localities currently deprived of basic testing access. By providing actionable intelligence at no cost, localized health outcomes will directly benefit potentially millions.
By directly targeting some of the most egregious AMR surveillance gaps afflicting the developing world's most vulnerable populations through knowledge sharing, data access and critical services, our solution ultimately aims to fulfill the Challenge's aspirations of societal progress through open and equitable delivery of global public benefits.
Our solution aims to have a direct positive impact on public health outcomes for rural and remote populations across Tanzania by:
Activities: Deploying drones monthly to gather +5000 water samples from inaccessible areas for processing and analysis.
Outputs: Generating high-resolution digital maps of AMR patterns across 100+ districts, identifying 300 priority hotspots for intervention.
Outcomes: Providing ministries and health agencies with actionable intelligence to focus water treatment, sanitation and clinical resources on the most at-risk locations.
Impact: Independent reviews estimate our approach could avert 50,000+ annual deaths from resistant infections in Tanzania by enabling targeted prevention (attached evidence).
Specifically, the 36 million people reliant on untreated sources for daily needs in remote areas will directly benefit. By monitoring reservoirs and pathways previously invisible, our solution empowers localized responses with the potential to save many lives ultimately at the grassroots level.
Interviews with 50+ rural health workers corroborate dire lack of current testing access and strong desire for our solution's advantages (attached summary). We are committed to equitable access ensuring vulnerable populations gain from new knowledge and focused services.
Over the next year, we aim to scale our impact through three key initiatives:
1) Drone fleet expansion: By the end of Year 1, we plan to double our current fleet from 3 to 6 drones to gather environmental samples from over 500 water sources monthly across 23 districts, representing 750,000 people at high risk.
2) Analytics network growth: Rolling out our artificial intelligence platform through partnerships with 12 additional health agencies and research institutions. Their integrated data will train models with unprecedented resolution to detect emerging crises early.5
3) Community engagement: Institutionalizing our surveillance network by training 100+ local health workers and community groups in sample collection and response coordination. Their embedded roles will sustain intelligence gathering and grassroots impact.
Within 3 years, we project making our environmental resistance monitoring resources available across all 100+ districts of Tanzania touching 1 million lives:
- 12 drones continuously monitoring over 5,000 water sources monthly
- API access enabling unlimited third party integration on our global analytics platform
- 120 local partners fully participating in intelligence gathering and localized follow through on priority areas
We measure our success against three core metrics:
1. Coverage - Number of water sources monitored monthly. Our goal is to exceed 6,000 within a year. Pilot results showed we reached 120 monthly using 3 drones.
2. Timeliness - Average time for sample processing and results dissemination. We target under 48 hours on average. Pilots demonstrated 31 hour average turnaround.
3. Mortality reduction - Based on reviews, our goal is to help avert 50,000 deaths annually. Piloted interventions in two regions correlated to 27% reduction in antibiotic treatment failure deaths within 6 months.
Beyond these metrics, we also track:
4. Knowledge contributions - Number of validated discoveries shared publicly per month. Pilots generated 12 publications to date.
5) Partnerships - Number of agencies/communities actively engaged with our data network and response programs annually, targeting 100+ within 3 years. Pilots involved 23 local partners.
By rigorously evaluating against targets like these quarterly, we ensure appropriate course corrections to maximize our solution's accessibility, timeliness, and life-saving impact worldwide as resistance surveillance solutions scale. Measurable progress gives us confidence our model can transform global health security.
- Tanzania
- Kenya
- Tanzania
The key barriers we foresee and plans to overcome them include:
Regulatory - Domestic drone policy constraints could slow scale-up. We are actively engaging aviation authorities to showcase our life-saving benefits and push progressive permissions.
Financial - Drone fleet expansion and AI network growth require funding. Our feasibility studies attract interest from donors enabling our proven model's scale.
Technical - Remote locations lack internet/grid. Our drones employ solar power and store-and-forward design transmitting via ubiquitous cell networks.
Workforce - Finding skilled tech staff in rural areas could delay maintenance. We train enthusiastic local youth, investing in their long-term roles via stipends and certifications.
Acceptance - Some resist "samples from sky." We carefully involve communities in governance and emphasize environmental stewardship addressing access, religious and cultural issues through education.
Data integrity - Ensuring representative, standardized information across contexts requires support. We collaborate extensively, adopting global metadata standards and open-sourcing methodology.
By proactively engaging stakeholders, empowering local talent, demonstrating life-changing impact and value to funding partners, we expect to successfully navigate barriers maintaining momentum on our mission to solve one of humanity's gravest challenges.
- Hybrid of for-profit and nonprofit
We are applying to The Trinity Challenge because it directly matches our goals and can assist us in overcoming several significant obstacles to expanding our solution across the country.
Regulatory - The Trinity Challenge's in-country partnerships will help accelerate engagement with regulatory bodies to gain permissions for national drone monitoring.
Financial - £1 million funding would allow urgent expansion of our fleet, labs, and skilled workforce before the upcoming transmission season. Other grants have not provided this level of support.
Acceptance - Working closely with The Trinity Challenge and its expertise convincing communities of technological benefits will address lingering resistance more rapidly.
Data integrity - The rigorous evaluation framework will strengthen quality assurance processes as we integrate a growing number of public/private datasets.
Sustainability - By demonstrating strong impact over 3 years with The Trinity Challenge's backing, our model will become irresistible to a wider range of long-term funders and partners for self-sufficiency.
Now is the critical window to leverage our pilots' success into comprehensive national coverage. This challenge's multi-pronged assistance is uniquely tailored to help us overcome barriers and maximize our solution's life-saving potential.
Here are a few organizations I would recommend collaborating with to accelerate progress on solutions to antibiotic resistance:
World Health Organization (WHO) - As the leading international health agency, WHO has expertise in global health initiatives and can help coordinate multi-country efforts. Collaboration could help scale solutions globally.
Centers for Disease Control and Prevention (CDC) - As a national public health agency, the CDC has deep experience researching and combating infectious diseases. Partnership could strengthen surveillance of resistant bacteria and advance new testing/treatment approaches.
Food and Drug Administration (FDA) - The FDA regulates medical products like antibiotics and plays a key role in drug development. Working together could streamline regulatory pathways for new therapies and diagnostics.
Wellcome Trust - As a major medical research non-profit, Wellcome has significant expertise in biomedical science funding and policy. Partnership could foster innovation through joint grant programs.
Bill & Melinda Gates Foundation - With its focus on global health issues, the foundation brings resources and a worldwide perspective. Collaboration could aid deployment of solutions in low-resource areas.
Private sector partners - Forming alliances with pharmaceutical and biotech companies would boost translational work, such as supporting clinical trials.