Research InstituteUniversity-led public safety network providing camera observations and environmental data for wildfire detection and response.
Companies, investors, programs, research, and public resources across wildfire prevention, detection, mitigation, and response.
The field
Definition
A source-backed landscape of technology built for wildfire risk, prevention, detection, mitigation, suppression, response, and recovery.
Field at a glance
Who is working on it, and who is paying for it
The labs, companies and funders doing the work, and the groups helping it along.
Research InstituteUniversity-led public safety network providing camera observations and environmental data for wildfire detection and response.
Government AgencyCalifornia state department responsible for fire protection, emergency response, natural-resource management, and wildfire technology coord…
Government AgencyUnited States civil space agency.
Government AgencyFederal land-management agency conducting wildfire research, risk reduction, fuels treatment, and operational fire management.
Venture CapitalEvergreen venture capital for disruptive technology.
Venture CapitalInvesting in transformative technology across sectors.
Venture CapitalFemale-led impact investor in climate-tech growth.
Venture CapitalInvesting in post-seed companies with potential.
Venture CapitalInvesting in category-defining technology companies.
Micro VcInvesting in exceptional software technology teams.
Venture CapitalInvesting in wildfire technology solutions.
Venture CapitalInvesting in customer-obsessed innovation.
Venture CapitalInvesting in deep tech to solve global challenges.
Venture CapitalInvesting in a sustainable future.
Venture CapitalInvesting in the future of sustainable energy.
Venture CapitalInvesting in early-stage technology companies.
Venture CapitalInvesting in purpose-driven technology for a better future.
Venture CapitalBacking founders with grit and vision.
Corporate Venture CapitalInvesting in the future of insurance technology.
Venture CapitalInvesting in climate solutions for a sustainable future.
Venture CapitalInvesting in exceptional founders for a better future.
Venture CapitalHigh conviction seed investors in the Everyday Economy.
Venture CapitalBuilding the future at the intersection of online and offline.
Corporate Venture CapitalInvesting in the future of enterprise technology.
Corporate Venture CapitalInvesting in European innovators for global impact.
Venture CapitalInvesting in the future of technology and culture.
Venture CapitalIndia's first energy transition focused VC fund.
Grant MakerUS federal funder of science and engineering research.
Grant MakerIncentive competitions for breakthroughs
StartupWildfire mitigation company delivering mechanized prescribed-fire and precision fuel-treatment systems.
StartupUltra-early wildfire detection company using solar-powered gas sensors, mesh connectivity, and cloud monitoring.
StartupPrecision forestry technology for planning, guiding, and documenting landscape-scale fuel treatments.
StartupAutonomous wildfire defense system using AI detection and precision delivery of fire retardant or water.
StartupProperty-scale wildfire defense company combining detection, automated exterior sprinklers, and remote control.
StartupForestry technology company developing remote and autonomous systems for hazardous fuel reduction and forest restoration.
StartupSatellite-based thermal intelligence company providing global wildfire detection, monitoring, and decision support.
StartupVegetation intelligence platform helping electric utilities manage vegetation and reduce wildfire risk.
StartupAI-powered wildfire detection and situational-awareness platform using panoramic cameras, cloud models, human verification, and response co…
StartupAutonomous aerial wildfire response
StartupWildfire resilience company building autonomous aerial suppression systems and AI-driven firefighting software.
StartupWildfire intelligence platform combining smoke cameras, gas sensors, satellite imagery, weather data, and AI.
StartupWildfire science and risk-modeling software for utilities, agencies, and emergency managers.
StartupLand-management planning and monitoring platform for wildfire resilience and ecological restoration.
StartupSatellite and AI infrastructure-management platform serving utilities and other land-intensive industries.
StartupWildfire-focused property insurance provider using geospatial risk models to underwrite exposed homes.
StartupGrid monitoring company using pole-mounted sensors and analytics to detect faults and infrastructure hazards.
StartupReinsurance technology company using machine learning to model and transfer wildfire risk.
StartupSatellite platform company building and operating climate and Earth-observation constellations, including FireSat.
StartupDigital-twin platform for electricity networks used to model clearance, vegetation, and extreme-weather risks.
StartupClimate resilience planning software for electric utilities, including asset-level wildfire ignition and consequence modeling.
StartupProperty risk analytics company using AI and aerial imagery for wildfire and climate-risk assessment.
Nonprofit Ecosystem BuilderNonprofit coalition developing FireSat, a satellite constellation dedicated to global wildfire detection and monitoring.
Nonprofit Ecosystem BuilderOpen wildfire science consortium producing fire-behavior forecasts, risk models, and decision-support tools.
Nonprofit Ecosystem BuilderNonprofit real-time wildfire mapping and alerting service staffed by active and retired fire professionals.
Nonprofit Ecosystem BuilderFire-service association convening chiefs, agencies, and technology partners across the western United States.
The reading, grouped by topic
Each paper is counted once. Open a card for its preprint and its published version, where both exist.
Journal Article
Reviews 1,985 peer-reviewed publications to map AI applications in wildfire remote sensing, detection, prediction, risk assessment, behavior modeling, and operational management.
Journal Article
Surveys IoT and AI methods across wildfire prevention and preparedness, detection and response, and restoration and adaptation, including sensing, federated learning, digital twins, and decision support.
Journal Article
Systematically reviews modern forest-fire detection and extinguishing research using image processing, deep learning, UAVs, ground robots, and real-time fire and smoke recognition.
Journal Article
Reports a machine-learning camera workflow for near-real-time smoke detection and describes how terrestrial cameras can complement satellite wildfire detection.
Journal Article
Reviews operational opportunities and constraints for airborne optical and thermal sensor systems used in wildfire detection, mapping, and monitoring.
Where the field meets
A structured collaboration among fire-service leaders, subject-matter experts, technology companies, and acquisition stakeholders focused o…
Showing 1 of 1
Phase 3 collaboration convening fire-service experts, technology partners, and acquisition leaders to define operational capabilities and a…
Money and ways in
California public-sector hub for emerging wildfire technology review and coordination.
Technology development for wildfire science, management, and disaster mitigation.
Convergent research and education program for wildland fire science and resilience.
National strategy for scaling wildfire risk reduction, fuel treatment, science, and decision tools.
Global competition for ultra-early wildfire detection and rapid autonomous response.
Next door
Climate tech, carbon capture, circular economy, and sustainability solutions.
Technologies monitoring and protecting ecosystems and wildlife conservation
Software platforms measuring and tracking organizational carbon emissions
Platforms facilitating trading of carbon credits and emissions offsets
Durable carbon dioxide removal: the companies, science, MRV, buyers and funders that pull CO2 out of the atmosphere and store it for centuries or longer, across direct air capture, enhanced weathering and mineralization, ocean CDR, and biomass removal (BECCS, biochar, bio-oil and burial).
Business models promoting product reuse, repair, and material recycling
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