About This Project
Coral Collective uses AI-powered monitoring to support coral reef conservation. Our platform analyzes coral color and identifies species to assign health scores, processing data efficiently at scale. We hypothesize that the AI system will detect coral bleaching through color analysis, offering faster and more scalable assessments than manual methods. By engaging communities, we aim to enhance data collection, empower local stewardship, and support broader reef conservation efforts.
Ask the Scientists
Join The DiscussionWhat is the context of this research?
Coral reefs are vital ecosystems that support marine life and protect coastlines, yet they are rapidly degrading due to climate change, pollution, and overfishing. Coral bleaching, driven by rising sea temperatures, is a major factor in reef decline in Hawai'i. In Hawai‘i, coral reefs hold cultural, environmental, and economic significance, but scientists warn that the up to 70-90% of the world's reefs could disappear within 20 years. Traditional monitoring methods are costly and resource-intensive.
This project was inspired by my work as a coral gardener with Kuleana Coral, where I saw the challenges of manual monitoring. AI offers the potential to automate ecosystem analysis, making coral monitoring more efficient and empowering communities to address conservation challenges.
What is the significance of this project?
This project began with our Founder Annalee's work as a diver with Kuleana Coral, a nonprofit focused on coral reef conservation in Hawai‘i. Kuleana Coral fosters kuleana, or responsibility, through clean-ups and workshops that inspire care for the reefs and the ecosystems they support.
During her dives, Annalee saw the urgent need for scalable, efficient solutions to monitor and protect coral health. She helped develop AI-powered technology to automate coral assessments, making monitoring faster, more accurate, and accessible. Purple Mai‘a’s Build for Good AI Hackathon, where it won first place, showcasing its potential. Rooted in Hawaiian values, this technology fosters stewardship, strengthens community ties, and offers a scalable model for global conservation efforts.
What are the goals of the project?
The Coral Collective project aims to create an AI-powered coral health monitoring platform to engage local communities in conservation and develop a model that is replicable for global reef protection. The platform uses machine learning to automate coral assessments, making monitoring faster, cost-effective, and scalable. Through community workshops and training, we are empowering Hawai'i residents and those who visit Hawai'i to participate in contributing data, fostering a sense of stewardship. Longer term, we aim to establish a blueprint that conservationists worldwide can incorporate into their initiatives for protecting vulnerable reefs.
Budget
1. Core Open-Source Data Collection Tools
- Mobile-friendly interface for logging coral health indicators
- Secure repository to manage community data
2. Visualization Dashboard
- Map-based display to view data by location and track trends
- Basic analytics and filters for refining data by location and date
3. Community Engagement Resources
- Printed guides and manuals for platform use
- Video production and editing for tutorials
- Professionally designed infographics and posters
- Flyers, brochures, and banners for outreach
- Field kits with underwater slates and data tools
4. Pilot Test
- Small-scale pilot, including equipment and field staffing support, to assess functionality and gather feedback
- Insights applied to improve usability before full release
5. Project Management and Miscellaneous
- Manage timelines and resources
- Cover software licenses and minor equipment
Endorsed by
Project Timeline
Project milestones include developing and testing the AI platform for coral health monitoring, completing pilot testing with local communities, and launching community workshops. We aim to deliver a user-friendly tool that empowers reef conservation, updates on platform progress, and real-time data insights. Backers will receive regular reports on our milestones, community engagement highlights, and exclusive access to impact data, showing how their support drives coral protection globally.
Feb 25, 2025
Project Launched
Mar 05, 2025
Project Initiation Planning Finalize scope, goals, and budget. Assemble team, define roles, and set up tracking tools. Start developing core open-source data collection tools.
May 07, 2025
Initial Development Develop mobile-friendly interface for logging coral health data. Set up data repository. Plan pilot test, selecting participants and success metrics
Jun 04, 2025
Pilot Test & Community Feedback Launch pilot with community members. Collect feedback on tool and dashboard usability. Identify technical issues; update features as needed.
Aug 06, 2025
Community Engagement Create open-source guides, tutorials, and infographics. Develop outreach for conservation groups. Update dashboard based on pilot feedback for usability
Meet the Team
Affiliates
Affiliates
Team Bio
The team unites technical, scientific, and design expertise for community-driven coral conservation. With this project's funding, we hope to expand our team and resources to enable us to advance our AI-powered platform and execute our pilot project with the local community. Alongside our partners, we are advancing scientific research to better understand the impacts of climate change on coral reefs and drive conservation efforts.
Annalee Herrera
Annalee Herrera is the Founder of Coral Collective, an initiative pioneering coral reef conservation through AI-driven technology and community collaboration. With a background as a software engineer, Annalee brings extensive experience in building innovative solutions for ecological challenges. Her work reflects a deep passion for coastal community resilience, merging advanced tech with cultural values to empower local communities. Annalee’s vision for Coral Collective is to create a scalable model for global reef protection, incorporating place-based values and cultural understanding of the reef ecosystems.
Doreen Wong
Doreen (Dory) Wong is an Advisor with Coral Collective.
Dory has built her career at the intersection of sustainability and innovation, inspired by a deep connection to the ocean and a lifelong commitment to nature. With over 13 years of experience spanning Fortune 500 companies, governments, universities, nonprofits, accelerators/incubators, startups and venture capital firms, she has collaborated with diverse organizations to address complex environmental and socioeconomic challenges. Based in Hawai’i, Doreen focuses on innovation, venture building, creating and implementing inclusive, community-driven solutions. She holds a B.S. in Materials Science and Engineering from UC Berkeley and a professional master’s degree in Environmental Engineering from Duke University.
Lab Notes
Nothing posted yet.
Additional Information
This project is personal to Annalee who is the Founder of Coral Collective. As a queer woman of color indigenous to the Philippines, the project holds deep significance for me and my ancestral town. Coral reefs in the Philippines are crucial to marine biodiversity, with the country’s reefs covering approximately 26,000 square kilometers, hosting over 500 coral species. These reefs support millions of Filipinos through fishing and tourism, making their protection essential not only for ecological resilience but also for sustaining cultural heritage and livelihoods in my community.
Project Backers
- 3Backers
- 53%Funded
- $5,210Total Donations
- $1,736.67Average Donation