Cross-border cases

Viator

Developers and benefits across jurisdictions.

98 cases

Headquarters and case jurisdictions The map highlights developer headquarters and the jurisdictions named in the matching cases. The jurisdiction selectors and case lists provide the same geographic information. FijiTanzaniaWestern SaharaCanadaUnited StatesKazakhstanUzbekistanPapua New GuineaIndonesiaArgentinaChileDemocratic Republic of the CongoSomaliaKenyaSudanChadHaitiDominican RepublicRussiaBahamasFalkland IslandsNorwayGreenlandFranceTimor-LesteSouth AfricaLesothoMexicoUruguayBrazilBoliviaPeruColombiaPanamaCosta RicaNicaraguaHondurasEl SalvadorGuatemalaBelizeVenezuelaGuyanaSurinameEcuadorPuerto RicoJamaicaCubaZimbabweBotswanaNamibiaSenegalMaliMauritaniaBeninNigerNigeriaCameroonTogoGhanaIvory CoastGuineaGuinea-BissauLiberiaSierra LeoneBurkina FasoCentral African RepublicRepublic of the CongoGabonEquatorial GuineaZambiaMalawiMozambiqueEswatiniAngolaBurundiIsraelLebanonMadagascarPalestineGambiaTunisiaAlgeriaJordanUnited Arab EmiratesQatarKuwaitIraqOmanVanuatuCambodiaThailandLaosMyanmarVietnamNorth KoreaSouth KoreaMongoliaIndiaBangladeshBhutanNepalPakistanAfghanistanTajikistanKyrgyzstanTurkmenistanIranSyriaArmeniaSwedenBelarusUkrainePolandAustriaHungaryMoldovaRomaniaLithuaniaLatviaEstoniaGermanyBulgariaGreeceTurkeyAlbaniaCroatiaSwitzerlandLuxembourgBelgiumNetherlandsPortugalSpainIrelandNew CaledoniaSolomon IslandsNew ZealandAustraliaSri LankaChinaTaiwanItalyDenmarkUnited KingdomIcelandAzerbaijanGeorgiaPhilippinesMalaysiaBruneiSloveniaFinlandSlovakiaCzech RepublicEritreaJapanParaguayYemenSaudi ArabiaNorthern CyprusCyprusMoroccoEgyptLibyaEthiopiaDjiboutiSomalilandUgandaRwandaBosnia and HerzegovinaNorth MacedoniaSerbiaMontenegroKosovoTrinidad and TobagoSouth SudanSingaporeKiribati
HeadquartersCase jurisdictionBoth
11 headquarters jurisdictions62 case jurisdictions
98 cases Compare

United States

67 cases
  1. Case jurisdiction

    Netherlands

    An Apple Watch called for help after a runner’s heart stopped

    CPR at 6–7 min, full neurological recovery

    System
    Apple Watch Fall Detection
    Developer
    AppleUnited States

    Resuscitation Plus

    5
    Independent study5 publications Observed
    Updated
    System and setting for An Apple Watch called for help after a runner’s heart stopped
    AI system
    Apple Watch Fall Detection
    Developer
    Apple
    Developer headquarters
    United States
    Case jurisdictions
    Netherlands
    Case location
    Varsseveld, Gelderland, Netherlands

    Full case and sources

  2. Case jurisdiction

    Netherlands

    Apple Watch ECG T-wave leads a 76-year-old to quadruple bypass

    he received four bypass grafts; recovery was uneventful

    System
    Apple Watch ECG app (single lead-I recording; its rhythm classifier is not mentioned in the report)
    Developer
    AppleUnited States

    Severe silent ischaemia detected with an Apple Watch in the home setting: a case report

    3
    Independent study1 publication Source published
    Updated
    System and setting for Apple Watch ECG T-wave leads a 76-year-old to quadruple bypass
    AI system
    Apple Watch ECG app (single lead-I recording; its rhythm classifier is not mentioned in the report)
    Developer
    Apple
    Developer headquarters
    United States
    Case jurisdictions
    Netherlands
    Case location
    Amsterdam, the Netherlands

    Full case and sources

  3. Case jurisdiction

    Japan

    Apple Watch SpO2 of 88% prompts CT that finds pulmonary embolism

    Apple Watch Series 7 had shown an oxygen saturation of 88% in the early morning

    System
    Apple Watch Blood Oxygen app
    Developer
    AppleUnited States

    Suspicion of pulmonary embolism after COVID-19 infection raised by a smartwatch

    3
    Independent study2 publications Source published
    Updated
    System and setting for Apple Watch SpO2 of 88% prompts CT that finds pulmonary embolism
    AI system
    Apple Watch Blood Oxygen app, Apple Watch Series 7 (event); Series 6 in echo
    Developer
    Apple
    Developer headquarters
    United States
    Case jurisdictions
    Japan
    Case location
    Yufu, Oita Prefecture, Japan

    Full case and sources

  4. Case jurisdiction

    India

    Fitbit Sense flags a 164 bpm rhythm, leading to a VT diagnosis

    detected an irregular heart rate of 164 beats per minute with irregular rhythm

    System
    Fitbit Sense ECG app and heart-rate monitoring
    Developer
    Fitbit (Google)United States

    Artificial Intelligence-Enabled Smartwatch Used for the Detection of Idiopathic Ventricular Tachycardia

    2
    Independent study1 publication Source published
    Updated
    System and setting for Fitbit Sense flags a 164 bpm rhythm, leading to a VT diagnosis
    AI system
    Fitbit Sense ECG app and heart-rate monitoring, Fitbit Sense
    Developer
    Fitbit (Google)
    Developer headquarters
    United States
    Case jurisdictions
    India
    Case location
    Jamshedpur, India

    Full case and sources

  5. Case jurisdiction

    Switzerland

    Fitbit Alta HR heart-rate rise leads to vasculitis diagnosis

    resting heart rate had risen persistently from about 55 to about 75 beats per minute

    System
    Fitbit Alta HR resting heart rate (Fitbit app)
    Developer
    Fitbit (Google)United States

    Self-monitoring of the resting heart rate using a fitness tracker smartwatch application leads to an early diagnosis of large vessel vasculitis

    2
    Independent study2 publications Source published
    Updated
    System and setting for Fitbit Alta HR heart-rate rise leads to vasculitis diagnosis
    AI system
    Fitbit Alta HR resting heart rate (Fitbit app), Fitbit Alta HR
    Developer
    Fitbit (Google)
    Developer headquarters
    United States
    Case jurisdictions
    Switzerland
    Case location
    Zurich, Switzerland

    Full case and sources

  6. Case jurisdiction

    United Kingdom

    Apple Watch alarms lead to an AF diagnosis and anticoagulation

    her pulse exceeded 120 beats per minute while she was inactive

    System
    Apple Watch heart-rate notifications, Irregular Rhythm Notification and ECG app
    Developer
    AppleUnited States

    Detection of Arrhythmias Using Smartwatches—A Systematic Literature Review

    2
    Independent study17 publications Source published
    Updated
    System and setting for Apple Watch alarms lead to an AF diagnosis and anticoagulation
    AI system
    Apple Watch heart-rate notifications, Irregular Rhythm Notification and ECG app, Apple Watch Series 2 (event); echoes name Series 3, 4, 5, 6 and Ultra; eight reports do not state the model, and in Ahmed et al. the alerting tracker is unnamed (the Series 5 was the authors' post-diagnosis device)
    Developer
    Apple
    Developer headquarters
    United States
    Case jurisdictions
    United Kingdom
    Case location
    United Kingdom

    Full case and sources

  7. Case jurisdiction

    Japan

    Apple Watch breathing alerts send a 79-year-old to CPAP therapy

    System
    Apple Watch Sleep Apnea Notification Feature (breathing-disturbance notifications) and the ECG app
    Developer
    AppleUnited States

    Smartwatch-Detected Atrial Fibrillation on the Morning After a Nocturnal Sleep-Disordered Breathing Notification: A Case Report

    1
    Independent study2 publications Source published
    Date assessed Updated
    System and setting for Apple Watch breathing alerts send a 79-year-old to CPAP therapy
    AI system
    Apple Watch Sleep Apnea Notification Feature (breathing-disturbance notifications) and the ECG app, Apple Watch Series 11 with iPhone 15 Pro
    Developer
    Apple
    Developer headquarters
    United States
    Case jurisdictions
    Japan
    Case location
    Fukuoka, Japan

    Full case and sources

  8. Case jurisdiction

    Australia

    Apple Watch Series 3 drop from 99 to 65 bpm marks AF reversion

    sudden 99-to-65 bpm drop at 19:29 that coincided with reversion from AF to sinus rhythm

    System
    Apple Watch Series 3 heart-rate readings (optical photoplethysmography)
    Developer
    AppleUnited States

    Spontaneous reversion of paroxysmal atrial fibrillation detected by smart watch

    1
    Independent study2 publications Source published
    Updated
    System and setting for Apple Watch Series 3 drop from 99 to 65 bpm marks AF reversion
    AI system
    Apple Watch Series 3 heart-rate readings (optical photoplethysmography), Apple Watch Series 3
    Developer
    Apple
    Developer headquarters
    United States
    Case jurisdictions
    Australia
    Case location
    Melbourne, Australia

    Full case and sources

  9. Case jurisdiction

    India

    Google flood alerts in Bihar cut reported illness by 16.6%

    16.56% fewer illness symptoms and about 30% lower medical expenditure

    System
    Google flood forecasting with Android push alerts (Google Public Alerts), plus community dissemination by Yuganter volunteers
    Developer
    GoogleUnited States
    Deployer
    Central Water Commission of India with Google; last-mile dissemination by Yuganter (NGO) under the Jagnani-Pande evaluationIndia

    Disseminating Flood Warnings to Increase Disaster Preparedness in India

    Independent study2 publicationsDate unknown
    Updated
    System and setting for Google flood alerts in Bihar cut reported illness by 16.6%
    AI system
    Google flood forecasting with Android push alerts (Google Public Alerts), plus community dissemination by Yuganter volunteers
    Developer
    Google
    Deployer
    Central Water Commission of India with Google; last-mile dissemination by Yuganter (NGO) under the Jagnani-Pande evaluation
    Developer headquarters
    United States
    Case jurisdictions
    India
    Case location
    Bihar (twelve flood-prone districts), India

    Full case and sources

  10. Case jurisdictions

    KenyaTanzania

    PlantVillage Nuru out-diagnoses extension agents, 65% vs 40–58%

    65% accuracy in 2020 versus 40–58% for extension agents and 18–31% for farmers

    System
    PlantVillage Nuru cassava model (deep-learning object detection)
    Developer
    PlantVillage, Pennsylvania State University, with FAO, IITA, CIMMYT and othersUnited States
    Deployer
    IITA field evaluation with extension officers and farmers in Busia County, Kenya, and in TanzaniaNigeria

    Accuracy of a Smartphone-Based Object Detection Model, PlantVillage Nuru, in Identifying the Foliar Symptoms of the Viral Diseases of Cassava-CMD and CBSD

    Independent study2 publications Source published
    Updated
    System and setting for PlantVillage Nuru out-diagnoses extension agents, 65% vs 40–58%
    AI system
    PlantVillage Nuru cassava model (deep-learning object detection), PlantVillage Nuru V2.6.0-39
    Developer
    PlantVillage, Pennsylvania State University, with FAO, IITA, CIMMYT and others
    Deployer
    IITA field evaluation with extension officers and farmers in Busia County, Kenya, and in Tanzania
    Developer headquarters
    United States
    Case jurisdictions
    Kenya, Tanzania
    Case location
    Busia County, Kenya; Mkuranga, Tanzania

    Full case and sources

  11. Case jurisdictions

    United StatesUnited Kingdom

    Dexcom G6's Urgent Low Soon alert may cut time below 54 mg/dL

    time below 54 mg/dL fell from 1.0% to 0.6%

    System
    Dexcom G6 real-time continuous glucose monitoring system, 'Urgent Low Soon' predictive low glucose alert (also present on the G7 in one independent study)
    Developer
    Dexcom, Inc.United States

    Real-World Hypoglycemia Avoidance with a Continuous Glucose Monitoring System's Predictive Low Glucose Alert

    Independent study5 publications Source published
    Updated
    System and setting for Dexcom G6's Urgent Low Soon alert may cut time below 54 mg/dL
    AI system
    Dexcom G6 real-time continuous glucose monitoring system, 'Urgent Low Soon' predictive low glucose alert (also present on the G7 in one independent study), Dexcom G6 (vendor analyses; PACE trial); Dexcom G7 (Preechasuk et al.)
    Developer
    Dexcom, Inc.
    Developer headquarters
    United States
    Case jurisdictions
    United States, United Kingdom
    Case location
    United States (vendor analyzes); London, United Kingdom (independent trials)

    Full case and sources

  12. Case jurisdiction

    Iran

    Ghost Murmur may have found downed F-15E officer

    one rescued airman; the claimed AI contribution remains unverified

    System
    'Ghost Murmur': long-range quantum (nitrogen-vacancy diamond) magnetometry paired with AI software that isolates heartbeat signatures from background noise, as described by the NY Post's anonymous sources
    Developer
    Lockheed Martin Skunk Works, per two NY Post sources; the company declined to commentUnited States
    Deployer
    US Central Intelligence Agency, per the NY Post; the CIA and White House named no toolUnited States

    'Ghost Murmur,' a never-used secret tool, deployed to find lost airman in Iran in daring mission

    5
    Independent reporting4 publicationsDate unknown
    Updated
    System and setting for Ghost Murmur may have found downed F-15E officer
    AI system
    'Ghost Murmur': long-range quantum (nitrogen-vacancy diamond) magnetometry paired with AI software that isolates heartbeat signatures from background noise, as described by the NY Post's anonymous sources
    Developer
    Lockheed Martin Skunk Works, per two NY Post sources; the company declined to comment
    Deployer
    US Central Intelligence Agency, per the NY Post; the CIA and White House named no tool
    Developer headquarters
    United States
    Case jurisdictions
    Iran
    Case location
    Mountains of southern Iran

    Full case and sources

  13. Case jurisdiction

    India

    Meta self-harm alert gets Meerut police to a man in 8 minutes

    3,011 lives saved statewide from 1 January 2023 to 31 May 2026

    System
    Meta proactive self-harm detection on Instagram with alert routing to the Uttar Pradesh Police Social Media Center
    Developer
    Meta PlatformsUnited States
    Deployer
    Meta Platforms with the Uttar Pradesh Police Social Media Center (agreement signed March 2022)United States

    When every minute counts: Uttar Pradesh Police save youth attempting suicide in 8 minutes after Meta alert over Instagram post

    4
    Independent reporting6 publicationsDate unknown
    Updated
    System and setting for Meta self-harm alert gets Meerut police to a man in 8 minutes
    AI system
    Meta proactive self-harm detection on Instagram with alert routing to the Uttar Pradesh Police Social Media Center
    Developer
    Meta Platforms
    Deployer
    Meta Platforms with the Uttar Pradesh Police Social Media Center (agreement signed March 2022)
    Developer headquarters
    United States
    Case jurisdictions
    India
    Case location
    Meerut, India

    Full case and sources

  14. Case jurisdiction

    India

    Meta flags a suicide post; Raebareli police arrive in 12 minutes

    A police team reached his home within 12 minutes

    System
    Meta's suicide and self-injury detection and review pipeline on Instagram, with email alerts to the Uttar Pradesh Police Social Media Center at DGP headquarters
    Developer
    Meta PlatformsUnited States
    Deployer
    Meta Platforms with the Uttar Pradesh Police Social Media Center (Decode: Uttar Pradesh has been part of Meta's suicide-prevention program since 2022)United States

    Cops save 18-yr-old from suicide after Meta alert

    4
    Independent reporting8 publicationsDate unknown
    Updated
    System and setting for Meta flags a suicide post; Raebareli police arrive in 12 minutes
    AI system
    Meta's suicide and self-injury detection and review pipeline on Instagram, with email alerts to the Uttar Pradesh Police Social Media Center at DGP headquarters
    Developer
    Meta Platforms
    Deployer
    Meta Platforms with the Uttar Pradesh Police Social Media Center (Decode: Uttar Pradesh has been part of Meta's suicide-prevention program since 2022)
    Developer headquarters
    United States
    Case jurisdictions
    India
    Case location
    Raebareli, India

    Full case and sources

  15. Case jurisdiction

    Brazil

    OpenAI flag leads Brazilian police to hold a father a day early

    held him a day before his stated date

    System
    ChatGPT with OpenAI's safety-monitoring pipeline (automated classifiers plus human review and law-enforcement referral)
    Developer and deployer
    OpenAIUnited States

    Alerta do FBI e do Ministério da Justiça auxiliam PCES na prisão de investigado por ameaças contra o próprio filho em Inteligência Artificial

    32
    Independent reporting7 publicationsDate unknown
    Updated
    System and setting for OpenAI flag leads Brazilian police to hold a father a day early
    AI system
    ChatGPT with OpenAI's safety-monitoring pipeline (automated classifiers plus human review and law-enforcement referral)
    Developer
    OpenAI
    Deployer
    OpenAI
    Developer headquarters
    United States
    Case jurisdictions
    Brazil
    Case location
    São Gabriel da Palha, Brazil

    Full case and sources

  16. Case jurisdiction

    Oman

    Saronic Corsair sea drone picks up two Apache crew off Oman

    both were rescued within approximately two hours

    System
    Saronic Corsair unmanned (autonomous) surface vessel operated by U.S. 5th Fleet's Task Force 59
    Developer
    Saronic Technologies (Texas)United States
    Deployer
    U.S. Navy, 5th Fleet Task Force 59 (U.S. Naval Forces Central Command)United States

    U.S. Army Crew Safely Rescued After Helicopter Lost at Sea

    32
    Independent reporting2 publications Observed
    Date assessed Updated
    System and setting for Saronic Corsair sea drone picks up two Apache crew off Oman
    AI system
    Saronic Corsair unmanned (autonomous) surface vessel operated by U.S. 5th Fleet's Task Force 59, Corsair; navigation-software version not reported
    Developer
    Saronic Technologies (Texas)
    Deployer
    U.S. Navy, 5th Fleet Task Force 59 (U.S. Naval Forces Central Command)
    Developer headquarters
    United States
    Case jurisdictions
    Oman
    Case location
    Off the coast of Oman, near the Strait of Hormuz

    Full case and sources

  17. Case jurisdiction

    Norway

    Grok tells a man sent home to demand a CT; appendix near rupture

    System
    Grok (xAI conversational assistant), used in the browser
    Developer
    xAIUnited States
    Deployer
    xAI (Grok web app)United States

    Man credits Grok AI with saving his life after ER missed near-ruptured appendix

    3
    Independent reporting10 publicationsDate unknown
    Updated
    System and setting for Grok tells a man sent home to demand a CT; appendix near rupture
    AI system
    Grok (xAI conversational assistant), used in the browser, Not reported; the man said he used the browser version on his computer and that the December 2025 chat was a fresh conversation, and the shared transcript names no model.
    Developer
    xAI
    Deployer
    xAI (Grok web app)
    Developer headquarters
    United States
    Case jurisdictions
    Norway
    Case location
    Norway

    Full case and sources

  18. Case jurisdiction

    Spain

    ChatGPT names an insulinoma doctors missed for three years

    surgeons removed about two thirds of his pancreas and his symptoms went

    System
    ChatGPT
    Developer
    OpenAIUnited States

    Un enfermo de cáncer de páncreas de 35 años, muy rotundo: "ChatGPT detectó mi tumor antes que los médicos"

    3
    Independent reporting4 publications Source published
    Updated
    System and setting for ChatGPT names an insulinoma doctors missed for three years
    AI system
    ChatGPT, Not named; Dani said he used 'el modelo más inteligente de ChatGPT' (the most intelligent ChatGPT model)
    Developer
    OpenAI
    Developer headquarters
    United States
    Case jurisdictions
    Spain
    Case location
    Majadahonda, Spain

    Full case and sources

  19. Case jurisdiction

    Peru

    IBM–Yamagata AI survey confirms 303 new Nazca geoglyphs in Peru

    303 previously unknown figurative relief-type geoglyphs, almost doubling the known total

    System
    Geoglyph classifier developed by IBM and Yamagata University: an ImageNet-pretrained ResNet50 with a two-layer classifier, applied to aerial imagery through IBM PAIRS
    Developer
    IBM Research (IBM T.J. Watson Research Center) with Yamagata University and DLRUnited States
    Deployer
    Yamagata University (Institute of Nasca field team)Japan

    AI-accelerated Nazca survey nearly doubles the number of known figurative geoglyphs and sheds light on their purpose

    23
    Independent reporting5 publicationsDate unknown
    Updated
    System and setting for IBM–Yamagata AI survey confirms 303 new Nazca geoglyphs in Peru
    AI system
    Geoglyph classifier developed by IBM and Yamagata University: an ImageNet-pretrained ResNet50 with a two-layer classifier, applied to aerial imagery through IBM PAIRS
    Developer
    IBM Research (IBM T.J. Watson Research Center) with Yamagata University and DLR
    Deployer
    Yamagata University (Institute of Nasca field team)
    Developer headquarters
    United States
    Case jurisdictions
    Peru
    Case location
    Nazca, Peru

    Full case and sources

  20. Case jurisdiction

    Singapore

    Apple Watch calls an ambulance for an unconscious motorcyclist

    System
    Apple Watch Fall Detection
    Developer
    AppleUnited States

    准新郎遭撞后逃昏迷 智能表救一命

    3
    Independent reporting3 publicationsDate unknown
    Updated
    System and setting for Apple Watch calls an ambulance for an unconscious motorcyclist
    AI system
    Apple Watch Fall Detection, Not reported; Fall Detection requires Apple Watch Series 4 or later (Mothership, citing Apple)
    Developer
    Apple
    Developer headquarters
    United States
    Case jurisdictions
    Singapore
    Case location
    Ang Mo Kio, Singapore

    Full case and sources

  21. Case jurisdiction

    United Kingdom

    Two Tesla Model X cars stop as an oak falls; eight walk away

    eight occupants walked away

    System
    Tesla Autopilot driver-assistance suite with Automatic Emergency Braking, on two Model X cars
    Developer
    TeslaUnited States

    Tesla Autopilot saves family's lives after tree crushes car in Storm Dennis

    3
    Independent reporting8 publications Source published
    Updated
    System and setting for Two Tesla Model X cars stop as an oak falls; eight walk away
    AI system
    Tesla Autopilot driver-assistance suite with Automatic Emergency Braking, on two Model X cars, Not reported; both cars were Tesla Model X, one a Tesla loan car, and no Autopilot hardware or software version is given
    Developer
    Tesla
    Developer headquarters
    United States
    Case jurisdictions
    United Kingdom
    Case location
    Sturminster Marshall, United Kingdom

    Full case and sources

  22. Case jurisdiction

    Cambodia

    PAWS-directed patrols remove over 1,000 snares in Cambodia

    removed over 1,000 snares in December 2018, versus 200–300 in a typical month

    System
    PAWS (Protection Assistant for Wildlife Security), enhanced iWare-E predictive model with Gaussian-process uncertainty and game-theoretic patrol planning
    Developer
    Harvard University and University of Southern California (Milind Tambe and colleagues), with WWF, WCS and Uganda Wildlife Authority co-authorsUnited States
    Deployer
    WWF Cambodia with Cambodia Ministry of Environment rangers, Srepok Wildlife SanctuaryCambodia

    Stay Ahead of Poachers: Illegal Wildlife Poaching Prediction and Patrol Planning Under Uncertainty with Field Test Evaluations

    23
    Independent reporting3 publicationsDate unknown
    Updated
    System and setting for PAWS-directed patrols remove over 1,000 snares in Cambodia
    AI system
    PAWS (Protection Assistant for Wildlife Security), enhanced iWare-E predictive model with Gaussian-process uncertainty and game-theoretic patrol planning, iWare-E with Gaussian-process weak learners trained on January 2015 to April 2018 dry-season data (Xu et al., ICDE 2020)
    Developer
    Harvard University and University of Southern California (Milind Tambe and colleagues), with WWF, WCS and Uganda Wildlife Authority co-authors
    Deployer
    WWF Cambodia with Cambodia Ministry of Environment rangers, Srepok Wildlife Sanctuary
    Developer headquarters
    United States
    Case jurisdictions
    Cambodia
    Case location
    Srepok Wildlife Sanctuary (Mondulkiri), Cambodia

    Full case and sources

  23. Case jurisdiction

    Kiribati

    Global Fishing Watch helps Kiribati fine a vessel US$1 million

    a US$1 million fine plus a US$1 million goodwill grant followed

    System
    Global Fishing Watch (AIS-based fishing detection using machine learning)
    Developer
    Oceana, SkyTruth and GoogleUnited States
    Deployer
    Government of KiribatiKiribati

    How Google is helping to crack down on illegal fishing - from space

    3
    Independent reporting4 publications Source published
    Updated
    System and setting for Global Fishing Watch helps Kiribati fine a vessel US$1 million
    AI system
    Global Fishing Watch (AIS-based fishing detection using machine learning)
    Developer
    Oceana, SkyTruth and Google
    Deployer
    Government of Kiribati
    Developer headquarters
    United States
    Case jurisdictions
    Kiribati
    Case location
    Phoenix Islands Protected Area, Kiribati

    Full case and sources

  24. Case jurisdiction

    Australia

    ChatGPT and AlphaFold pick vaccine targets; dog's tumor halves

    halved Rosie's largest tumor by early 2026

    System
    ChatGPT (OpenAI) and AlphaFold (Google DeepMind), with Grok (xAI) reported for the final mRNA construct, used with Conyngham's own analysis to select tumor neoantigen targets for a personalized mRNA vaccine
    Developer
    OpenAI (ChatGPT); Google DeepMind (AlphaFold); xAI (Grok)United States
    Deployer
    Paul Conyngham (owner), with UNSW's Ramaciotti Centre for Genomics (sequencing), the UNSW RNA Institute (vaccine manufacture) and the University of Queensland School of Veterinary Science, Gatton (administration)

    A tech entrepreneur used AI to help create the first-ever bespoke cancer vaccine for a dog

    21
    Independent reporting11 publications Source published
    Updated
    System and setting for ChatGPT and AlphaFold pick vaccine targets; dog's tumor halves
    AI system
    ChatGPT (OpenAI) and AlphaFold (Google DeepMind), with Grok (xAI) reported for the final mRNA construct, used with Conyngham's own analysis to select tumor neoantigen targets for a personalized mRNA vaccine
    Developer
    OpenAI (ChatGPT); Google DeepMind (AlphaFold); xAI (Grok)
    Deployer
    Paul Conyngham (owner), with UNSW's Ramaciotti Centre for Genomics (sequencing), the UNSW RNA Institute (vaccine manufacture) and the University of Queensland School of Veterinary Science, Gatton (administration)
    Developer headquarters
    United States
    Case jurisdictions
    Australia
    Case location
    Sydney, Australia

    Full case and sources

  25. Case jurisdiction

    India

    ChatGPT flags fake adviser; victim reports Rs 67.10 lakh fraud

    System
    ChatGPT
    Developer
    OpenAIUnited States
    Deployer
    The victim, using the consumer app himself

    ChatGPT alert helps Bengaluru senior citizen uncover Rs 67 lakh pre-IPO investment fraud

    2
    Independent reporting2 publications Source published
    Updated
    System and setting for ChatGPT flags fake adviser; victim reports Rs 67.10 lakh fraud
    AI system
    ChatGPT
    Developer
    OpenAI
    Deployer
    The victim, using the consumer app himself
    Developer headquarters
    United States
    Case jurisdictions
    India
    Case location
    Bengaluru, India

    Full case and sources

  26. Case jurisdiction

    United Kingdom

    ChatGPT lists HSP for Phoebe Tesoriere; genetic testing confirms

    System
    ChatGPT
    Developer
    OpenAIUnited States

    ChatGPT 'uncovered woman's rare condition' after years of misdiagnosis

    2
    Independent reporting2 publicationsDate unknown
    Updated
    System and setting for ChatGPT lists HSP for Phoebe Tesoriere; genetic testing confirms
    AI system
    ChatGPT
    Developer
    OpenAI
    Developer headquarters
    United States
    Case jurisdictions
    United Kingdom
    Case location
    Cardiff, United Kingdom

    Full case and sources

  27. Case jurisdiction

    Italy

    ADIAT spots a red helmet and locates Nicola Ivaldo on Monviso

    located at about 3,150 m and recovered by 31 July 2025

    System
    AI drone-image analysis software used by CNSAS Piemonte (identified as ADIAT by its developer, TEXSAR; CAI and CNSAS sources do not name it)
    Developer
    TEXSAR (Texas Search and Rescue) volunteers, per the developer's own accountUnited States
    Deployer
    Soccorso Alpino e Speleologico Piemontese (CNSAS Piemonte), Turin station drone teamItaly

    Droni e IA trovano il corpo del medico alpinista disperso da mesi sul Monviso

    22
    Independent reporting15 publications Source published
    Updated
    System and setting for ADIAT spots a red helmet and locates Nicola Ivaldo on Monviso
    AI system
    AI drone-image analysis software used by CNSAS Piemonte (identified as ADIAT by its developer, TEXSAR; CAI and CNSAS sources do not name it)
    Developer
    TEXSAR (Texas Search and Rescue) volunteers, per the developer's own account
    Deployer
    Soccorso Alpino e Speleologico Piemontese (CNSAS Piemonte), Turin station drone team
    Developer headquarters
    United States
    Case jurisdictions
    Italy
    Case location
    Monviso north face, Perotti couloir (province of Cuneo), Italy

    Full case and sources

  28. Case jurisdictions

    TurkeyGreeceRomaniaBulgaria

    Google's AEA alerts 16 million+ users to Marmara Ereğlisi quake

    alerted 16 million+ users (median 56 s warning for weak shaking)

    System
    Android Earthquake Alerts (AEA) system
    Developer
    GoogleUnited States
    Deployer
    Google (alerts delivered directly to Android users; launched in Türkiye in June 2021)United States

    Performance and user response of android's smartphone-based alerts in the 2025 Marmara Ereğlisi earthquake

    12
    Independent reporting5 publicationsDate unknown
    Updated
    System and setting for Google's AEA alerts 16 million+ users to Marmara Ereğlisi quake
    AI system
    Android Earthquake Alerts (AEA) system
    Developer
    Google
    Deployer
    Google (alerts delivered directly to Android users; launched in Türkiye in June 2021)
    Developer headquarters
    United States
    Case jurisdictions
    Turkey, Greece, Romania, Bulgaria
    Case location
    Sea of Marmara / Istanbul region, Türkiye (alerts also in Greece, Romania and Bulgaria)

    Full case and sources

  29. Case jurisdiction

    Turkey

    AI-drafted objection gets a Tokat bus driver's traffic fine annulled

    System
    ChatGPT (per Webtekno; Akşam/İHA says only 'yapay zeka', artificial intelligence)
    Developer
    OpenAI (per Webtekno's identification of ChatGPT)United States

    Bir Vatandaş, ChatGPT'ye Yazdırdığı Dilekçe ile Trafik Cezasını İptal Ettirdi

    2
    Independent reporting3 publications Source published
    Updated
    System and setting for AI-drafted objection gets a Tokat bus driver's traffic fine annulled
    AI system
    ChatGPT (per Webtekno; Akşam/İHA says only 'yapay zeka', artificial intelligence)
    Developer
    OpenAI (per Webtekno's identification of ChatGPT)
    Developer headquarters
    United States
    Case jurisdictions
    Turkey
    Case location
    Tokat, Turkey

    Full case and sources

  30. Case jurisdiction

    Argentina

    Skylight alerts may have led PNA to intercept XINRUN 579

    System
    Skylight maritime-monitoring platform (Speed Range Event rule and machine-learning Fishing Event detection)
    Developer
    Allen Institute for AI (Ai2), SkylightUnited States
    Deployer
    Prefectura Naval Argentina (Dirección de Tráfico Marítimo, Fluvial y Lacustre; EICEMAR)Argentina

    Prefectura detectó un buque asiático pescando ilegalmente en aguas argentinas

    21
    Independent reporting4 publicationsDate unknown
    Updated
    System and setting for Skylight alerts may have led PNA to intercept XINRUN 579
    AI system
    Skylight maritime-monitoring platform (Speed Range Event rule and machine-learning Fishing Event detection), Atlantes
    Developer
    Allen Institute for AI (Ai2), Skylight
    Deployer
    Prefectura Naval Argentina (Dirección de Tráfico Marítimo, Fluvial y Lacustre; EICEMAR)
    Developer headquarters
    United States
    Case jurisdictions
    Argentina
    Case location
    Argentine exclusive economic zone off Caleta Olivia, Santa Cruz, Argentina

    Full case and sources

  31. Case jurisdiction

    Nigeria

    Google Flood Hub triggers pay $105 to 4,600 people in Kogi

    weekly incomes rising from ₦4,500 to ₦10,000 and food shortages falling from 97% to 7%

    System
    Google Flood Hub AI river-flood forecasts accessed via API, with JBA Global Resilience hydrology analysis and a 20%-of-community-area trigger rule
    Developer
    Google (Flood Hub); trigger design by GiveDirectly with JBA Global ResilienceUnited States
    Deployer
    GiveDirectlyUnited States

    GiveDirectly's AI experiment left vulnerable flood victims behind in Nigeria

    212
    Independent reporting3 publicationsDate unknown
    Updated
    System and setting for Google Flood Hub triggers pay $105 to 4,600 people in Kogi
    AI system
    Google Flood Hub AI river-flood forecasts accessed via API, with JBA Global Resilience hydrology analysis and a 20%-of-community-area trigger rule
    Developer
    Google (Flood Hub); trigger design by GiveDirectly with JBA Global Resilience
    Deployer
    GiveDirectly
    Developer headquarters
    United States
    Case jurisdictions
    Nigeria
    Case location
    Ibaji, Kogi State, Nigeria

    Full case and sources

  32. Case jurisdiction

    Turkey

    UN INSARAG teams in Adıyaman may have used xView2 damage maps

    estimating 3,849 buildings damaged or destroyed

    System
    xView2 building damage assessment models (semantic segmentation on satellite imagery, trained on the xBD dataset)
    Developer
    US Defense Innovation Unit (DIU) with Carnegie Mellon University Software Engineering Institute; research partners Microsoft AI for Good and UC BerkeleyUnited States
    Deployer
    UN INSARAG (search and rescue ground teams in Adıyaman); AFAD, World Bank, IFRC and WFP (per the developer's account); Microsoft AI for Good delivered estimates to AFAD (per Microsoft)Switzerland

    Turkey Earthquake Report

    21
    Independent reporting4 publications Source published
    Updated
    System and setting for UN INSARAG teams in Adıyaman may have used xView2 damage maps
    AI system
    xView2 building damage assessment models (semantic segmentation on satellite imagery, trained on the xBD dataset)
    Developer
    US Defense Innovation Unit (DIU) with Carnegie Mellon University Software Engineering Institute; research partners Microsoft AI for Good and UC Berkeley
    Deployer
    UN INSARAG (search and rescue ground teams in Adıyaman); AFAD, World Bank, IFRC and WFP (per the developer's account); Microsoft AI for Good delivered estimates to AFAD (per Microsoft)
    Developer headquarters
    United States
    Case jurisdictions
    Turkey
    Case location
    Adıyaman and four cities in southeast Türkiye including Kahramanmaraş (Marash)

    Full case and sources

  33. Case jurisdiction

    India

    Instagram self-harm alert brings Satna police to a 17-year-old

    System
    Instagram self-harm content detection and alert routing
    Developer
    Meta Platforms (Instagram)United States
    Deployer
    Instagram; alert acted on by the Madhya Pradesh State Cyber Police (Bhopal headquarters and Indore unit) and Satna Police

    Instagram alert helps cops prevent a suicide in Madhya Pradesh

    2
    Independent reporting4 publicationsDate unknown
    Updated
    System and setting for Instagram self-harm alert brings Satna police to a 17-year-old
    AI system
    Instagram self-harm content detection and alert routing
    Developer
    Meta Platforms (Instagram)
    Deployer
    Instagram; alert acted on by the Madhya Pradesh State Cyber Police (Bhopal headquarters and Indore unit) and Satna Police
    Developer headquarters
    United States
    Case jurisdictions
    India
    Case location
    Satna, India

    Full case and sources

  34. Case jurisdiction

    Germany

    Palantir-based DAR identifies the author of a Siegen amok threat

    51 of the roughly 100 participants

    System
    DAR (Datenbankübergreifende Recherche und Analyse), Palantir software used by North Rhine-Westphalia police
    Developer
    Palantir TechnologiesUnited States
    Deployer
    North Rhine-Westphalia police, under the NRW Ministry of the Interior (contract since 2019)Germany

    Ministerium: «Palantir» klärte unter anderem Amokdrohung auf

    2
    Independent reporting4 publications Source published
    Updated
    System and setting for Palantir-based DAR identifies the author of a Siegen amok threat
    AI system
    DAR (Datenbankübergreifende Recherche und Analyse), Palantir software used by North Rhine-Westphalia police
    Developer
    Palantir Technologies
    Deployer
    North Rhine-Westphalia police, under the NRW Ministry of the Interior (contract since 2019)
    Developer headquarters
    United States
    Case jurisdictions
    Germany
    Case location
    Siegen, Germany

    Full case and sources

  35. Case jurisdiction

    Thailand

    Google DR screening in Thailand matches specialists at 94.7%

    94.7% accuracy for vision-threatening DR, 2,412 referrals

    System
    Google Health deep-learning diabetic retinopathy screening system
    Developer
    Google (Google Health)United States
    Deployer
    Thailand national diabetic retinopathy screening program (Ministry of Public Health guidelines) with Rajavithi Hospital, BangkokThailand

    Real-time diabetic retinopathy screening by deep learning in a multisite national screening programme: a prospective interventional cohort study

    21
    Independent reporting5 publications Source published
    Updated
    System and setting for Google DR screening in Thailand matches specialists at 94.7%
    AI system
    Google Health deep-learning diabetic retinopathy screening system, ARDA
    Developer
    Google (Google Health)
    Deployer
    Thailand national diabetic retinopathy screening program (Ministry of Public Health guidelines) with Rajavithi Hospital, Bangkok
    Developer headquarters
    United States
    Case jurisdictions
    Thailand
    Case location
    Thailand (nine primary-care sites)

    Full case and sources

  36. Case jurisdiction

    Belgium

    Tesla Model 3 steadies a Belgian baker's swerve around a wild boar

    System
    Tesla Autopilot (with the active safety features it powers)
    Developer
    TeslaUnited States

    Elon Musk says Tesla car is 'superhuman' after it automatically swerves pig

    2
    Independent reporting6 publicationsDate unknown
    Updated
    System and setting for Tesla Model 3 steadies a Belgian baker's swerve around a wild boar
    AI system
    Tesla Autopilot (with the active safety features it powers), Tesla Model 3 per the Daily Star; Autopilot hardware and software version not reported
    Developer
    Tesla
    Developer headquarters
    United States
    Case jurisdictions
    Belgium
    Case location
    Houthalen-Helchteren, Belgium

    Full case and sources

  37. Case jurisdiction

    Kenya

    Nuru may have lifted cassava yield from 0.5 kg to 2–5 kg a plant

    2.0–5.0 kg per plant against 0.5 kg

    System
    PlantVillage Nuru (offline TensorFlow convolutional neural network for cassava disease and pest symptoms on a smartphone)
    Developer
    PlantVillage, Pennsylvania State University, with the International Institute of Tropical Agriculture (IITA)United States
    Deployer
    Self Help Africa and Ugunja Resource Center (lead-farmer program in Busia County)Kenya

    Accuracy of a Smartphone-Based Object Detection Model, PlantVillage Nuru, in Identifying the Foliar Symptoms of the Viral Diseases of Cassava-CMD and CBSD

    2
    Independent reporting4 publications Source published
    Updated
    System and setting for Nuru may have lifted cassava yield from 0.5 kg to 2–5 kg a plant
    AI system
    PlantVillage Nuru (offline TensorFlow convolutional neural network for cassava disease and pest symptoms on a smartphone)
    Developer
    PlantVillage, Pennsylvania State University, with the International Institute of Tropical Agriculture (IITA)
    Deployer
    Self Help Africa and Ugunja Resource Center (lead-farmer program in Busia County)
    Developer headquarters
    United States
    Case jurisdictions
    Kenya
    Case location
    Asing'e, Busia County, Kenya

    Full case and sources

  38. Case jurisdiction

    Greece

    Google alerts Crete phones seconds before the M6.0 Kasos quake

    System
    Android Earthquake Alerts System (crowdsourced phone-accelerometer detection; alerts for magnitude 4.5 and above)
    Developer and deployer
    GoogleUnited States

    Global earthquake detection and warning using Android phones

    1
    Independent reporting8 publications Source published
    Updated
    System and setting for Google alerts Crete phones seconds before the M6.0 Kasos quake
    AI system
    Android Earthquake Alerts System (crowdsourced phone-accelerometer detection; alerts for magnitude 4.5 and above)
    Developer
    Google
    Deployer
    Google
    Developer headquarters
    United States
    Case jurisdictions
    Greece
    Case location
    Kasos, Greece

    Full case and sources

  39. Case jurisdiction

    India

    TrailGuard AI transmits images of armed poachers in Kishanpur

    System
    TrailGuard AI camera-alert system (embedded AI on an Intel computer-vision chip; cellular transmission)
    Developer
    Nightjar / RESOLVE, Washington DC (inventor Steve Gulick), with CVEDIA LtdUnited States
    Deployer
    Dudhwa Tiger Reserve, Uttar Pradesh Forest Department, with the Global Tiger Forum, National Tiger Conservation Authority and Clemson UniversityIndia

    Mitigating human-wildlife conflict and monitoring endangered tigers using a real-time camera-based alert system

    1
    Independent reporting5 publications Source published
    Updated
    System and setting for TrailGuard AI transmits images of armed poachers in Kishanpur
    AI system
    TrailGuard AI camera-alert system (embedded AI on an Intel computer-vision chip; cellular transmission)
    Developer
    Nightjar / RESOLVE, Washington DC (inventor Steve Gulick), with CVEDIA Ltd
    Deployer
    Dudhwa Tiger Reserve, Uttar Pradesh Forest Department, with the Global Tiger Forum, National Tiger Conservation Authority and Clemson University
    Developer headquarters
    United States
    Case jurisdictions
    India
    Case location
    Kishanpur Wildlife Sanctuary, Dudhwa Tiger Reserve, Uttar Pradesh, India

    Full case and sources

  40. Case jurisdiction

    India

    TrailGuard AI sends tiger alerts within 30 to 42 seconds

    tiger notifications arrived 30 to 42 seconds after detection

    System
    TrailGuard AI camera-alert system with embedded AI (Intel Myriad processor; detectors trained with CVEDIA synthetic renderings)
    Developer
    RESOLVE (design) with CVEDIA Ltd (AI training); units manufactured by NightjarUnited States
    Deployer
    Madhya Pradesh and Uttar Pradesh forest departments with Clemson University, Wildlife Institute of India and Global Tiger ForumIndia

    Mitigating human-wildlife conflict and monitoring endangered tigers using a real-time camera-based alert system

    1
    Independent reporting2 publications Source published
    Updated
    System and setting for TrailGuard AI sends tiger alerts within 30 to 42 seconds
    AI system
    TrailGuard AI camera-alert system with embedded AI (Intel Myriad processor; detectors trained with CVEDIA synthetic renderings), 2022 pilot units
    Developer
    RESOLVE (design) with CVEDIA Ltd (AI training); units manufactured by Nightjar
    Deployer
    Madhya Pradesh and Uttar Pradesh forest departments with Clemson University, Wildlife Institute of India and Global Tiger Forum
    Developer headquarters
    United States
    Case jurisdictions
    India
    Case location
    Kanha-Pench corridor, Madhya Pradesh, India

    Full case and sources

Data and sources

Headquarters and case locations describe the organizations and settings. They do not establish where a model was trained or whether data crossed a border.

JSON CSV Scope and selection

Vincent van Gogh, Fishing Boats on the Beach at Les Saintes-Maries-de-la-Mer, 1888. Van Gogh Museum, Amsterdam (Vincent van Gogh Foundation). Public domain.

Benefit marks

Depth

The number and color show the depth of a benefit.

  1. Depth 1. A convenience, or time or money saved.
  2. Depth 2. A measurable improvement in a result or ability.
  3. Depth 3. A lasting change, an ability restored, or a risk removed.
  4. Depth 4. A serious harm averted or a serious condition resolved in time.
  5. Depth 5. A life or livelihood preserved, or a change documented across a population.

Beneficiary

  • Circle: a person
  • Square: an organization
  • Triangle: society

Evidence

  • Solid. A court or regulator found a benefit, or researchers independently studied it.

  • Hatched. Independent reporting.

  • Outline. The report comes from an involved party, or its independence is unassessed.

The fill changes with the evidence. The depth color stays the same.

How benefits are assessed