Cross-border cases
Viator
Developers and benefits across jurisdictions.
98 cases
United States
67 cases-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
Date assessed UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
- 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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)
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
Date assessed UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
Case jurisdiction
Singapore
Apple Watch calls an ambulance for an unconscious motorcyclist
- System
- Apple Watch Fall Detection
- Developer
- AppleUnited States
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem and setting for Google's AEA alerts 16 million+ users to Marmara Ereğlisi quake
- AI system
- Android Earthquake Alerts (AEA) system
- Developer
- 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)
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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)
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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)
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
- Deployer
- Developer headquarters
- United States
- Case jurisdictions
- Greece
- Case location
- Kasos, Greece
-
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
UpdatedSystem 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
-
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
UpdatedSystem 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
United Kingdom
ChatGPT appeal letter gets a York student's £60 fine withdrawn
£60 parking fine; York City Council withdrew it
- System
- ChatGPT
- Developer and deployer
- OpenAIUnited States
York student uses AI chatbot to get parking fine revoked
System and setting for ChatGPT appeal letter gets a York student's £60 fine withdrawn
- AI system
- ChatGPT
- Developer
- OpenAI
- Deployer
- OpenAI
- Developer headquarters
- United States
- Case jurisdictions
- United Kingdom
- Case location
- York, United Kingdom
Turkey
Google alerts Alanya phones seconds before a M5.1 quake
Hürriyet put the lead at about 10 seconds
- 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
System and setting for Google alerts Alanya phones seconds before a M5.1 quake
- AI system
- Android Earthquake Alerts System (crowdsourced phone-accelerometer detection; alerts for magnitude 4.5 and above)
- Developer
- Deployer
- Developer headquarters
- United States
- Case jurisdictions
- Turkey
- Case location
- Alanya, Turkey
Taiwan
Qualcomm's humanoid may have collapsed safely at Computex
- System
- Prototype humanoid on Qualcomm's Dragonwing IQ10 Robotics Reference Design (up to 700 TOPS on-device AI); identified by TechSpot as Neura Robotics' 4NE1 Gen 3.5, which Gadget Review instead places at a Munich debut
- Developer
- Qualcomm (Dragonwing IQ10 platform); robot hardware attributed to Neura Robotics by TechSpot and Gadget ReviewUnited States
- Deployer
- Qualcomm, at its Computex 2026 showcase in TaipeiUnited States
This video of an AI robot collapsing mid-presentation gets funnier every time I watch it
System and setting for Qualcomm's humanoid may have collapsed safely at Computex
- AI system
- Prototype humanoid on Qualcomm's Dragonwing IQ10 Robotics Reference Design (up to 700 TOPS on-device AI); identified by TechSpot as Neura Robotics' 4NE1 Gen 3.5, which Gadget Review instead places at a Munich debut, Dragonwing IQ10 RRD prototype; 4NE1 Gen 3.5 per TechSpot
- Developer
- Qualcomm (Dragonwing IQ10 platform); robot hardware attributed to Neura Robotics by TechSpot and Gadget Review
- Deployer
- Qualcomm, at its Computex 2026 showcase in Taipei
- Developer headquarters
- United States
- Case jurisdictions
- Taiwan
- Case location
- Taipei, Taiwan (Computex 2026, TaiNEX 2)
BrazilPeruGuyanaVenezuela
Amazon Mining Watch maps 496,000 ha of mining in protected areas
496,000 hectares affected between 2018 and 2025
- System
- Amazon Mining Watch gold-mine detector (ensemble of convolutional neural networks on Sentinel-2 imagery)
- Developer
- Earth Genome (model), with Amazon Conservation Association and the Pulitzer Center's Rainforest Investigations NetworkUnited States
- Deployer
- Amazon Mining Watch partnership (public web platform)
MAAP #104: Major Reduction in Illegal Gold Mining from Peru's Operation Mercury
System and setting for Amazon Mining Watch maps 496,000 ha of mining in protected areas
- AI system
- Amazon Mining Watch gold-mine detector (ensemble of convolutional neural networks on Sentinel-2 imagery), 48px_v4.10b-18d-20g-21a-22bc-ensemble (July 2026 production model, per the repository README)
- Developer
- Earth Genome (model), with Amazon Conservation Association and the Pulitzer Center's Rainforest Investigations Network
- Deployer
- Amazon Mining Watch partnership (public web platform)
- Developer headquarters
- United States
- Case jurisdictions
- Brazil, Peru, Guyana, Venezuela
- Case location
- Amazon basin (Brazil, Peru, Guyana, Venezuela and other basin countries)
Egypt
ChatGPT's first-aid advice may have saved a teen in Assiut
- System
- ChatGPT (OpenAI), described in the post as 'an advanced AI model and a limited-use trial version of GPT-5'
- Developer
- OpenAIUnited States
- Deployer
- Islam Adel, the patient's cousin, as a consumer user
عاد من الموت.. شات جي بي تي ينقذ شابا بعد تناول حبة الغلة
System and setting for ChatGPT's first-aid advice may have saved a teen in Assiut
- AI system
- ChatGPT (OpenAI), described in the post as 'an advanced AI model and a limited-use trial version of GPT-5', GPT-5 trial version, per the cousin's post; unverified
- Developer
- OpenAI
- Deployer
- Islam Adel, the patient's cousin, as a consumer user
- Developer headquarters
- United States
- Case jurisdictions
- Egypt
- Case location
- Abnoub and Assiut University Hospital, Assiut Governorate, Egypt
Kenya
KWS's FLIR cameras send intrusion alerts at three rhino sites
- System
- Teledyne FLIR thermal cameras with on-board AI analytics for human, vehicle and animal classification and automated ranger alerts
- Developer
- Teledyne FLIR (camera analytics; developer named only as FLIR in the cited source)United States
- Deployer
- Kenya Wildlife Service with WWF-Kenya, WWF-US and WWF-UK; Solio Game Reserve managementKenya
KWS, rhino sites using AI-enabled cameras to stop black rhino poaching
System and setting for KWS's FLIR cameras send intrusion alerts at three rhino sites
- AI system
- Teledyne FLIR thermal cameras with on-board AI analytics for human, vehicle and animal classification and automated ranger alerts
- Developer
- Teledyne FLIR (camera analytics; developer named only as FLIR in the cited source)
- Deployer
- Kenya Wildlife Service with WWF-Kenya, WWF-US and WWF-UK; Solio Game Reserve management
- Developer headquarters
- United States
- Case jurisdictions
- Kenya
- Case location
- Solio Game Reserve, Lake Nakuru National Park and Ol Pejeta Conservancy, Kenya
India
Kota police act on a Meta self-harm flag within a week of tie-up
- System
- Meta suicide and self-injury detection on Facebook and Instagram, with red-flag tags shared with Kota police and Abhay Command Centre
- Developer
- Meta PlatformsUnited States
- Deployer
- Kota City Police (Rajasthan Police), Abhay Command CentreIndia
India News | Kota Police Ropes in Meta to Prevent Suicides Among Coaching Students
System and setting for Kota police act on a Meta self-harm flag within a week of tie-up
- AI system
- Meta suicide and self-injury detection on Facebook and Instagram, with red-flag tags shared with Kota police and Abhay Command Centre
- Developer
- Meta Platforms
- Deployer
- Kota City Police (Rajasthan Police), Abhay Command Centre
- Developer headquarters
- United States
- Case jurisdictions
- India
- Case location
- Kota, India
Indonesia
RFCx Guardian alerts may have stopped logging in Solok
- System
- Rainforest Connection Guardian bioacoustic monitoring with cloud AI sound classification and app alerts
- Developer
- Rainforest Connection (RFCx)United States
- Deployer
- Community forest patrols and the West Sumatra forestry department (Solok regency, Indonesia); RFCx partners in other countriesIndonesia
Treetop sensors help Indonesia eavesdrop on forests to curb illegal logging
System and setting for RFCx Guardian alerts may have stopped logging in Solok
- AI system
- Rainforest Connection Guardian bioacoustic monitoring with cloud AI sound classification and app alerts, Guardian G1 (2015-2019, repurposed smartphones), G2 (2020-2025), G3 (2026-present) per rfcx.org
- Developer
- Rainforest Connection (RFCx)
- Deployer
- Community forest patrols and the West Sumatra forestry department (Solok regency, Indonesia); RFCx partners in other countries
- Developer headquarters
- United States
- Case jurisdictions
- Indonesia
- Case location
- Solok regency, West Sumatra, Indonesia (reported deployment); global program
Canada
Microsoft Translator adds Inuktitut and Inuinnaqtun with Nunavut
- System
- Microsoft Translator Inuktitut, Inuinnaqtun and romanized Inuktitut text translation (neural machine translation) and Inuktitut text-to-speech
- Developer
- Microsoft (Azure Cognitive Services Translator and Speech) with the Government of Nunavut and community volunteers, including the Kitikmeot Heritage Society for InuinnaqtunUnited States
- Deployer
- Government of Nunavut; public users of Microsoft Translator, Office and BingCanada
Inuit language now available in Microsoft Translator!
System and setting for Microsoft Translator adds Inuktitut and Inuinnaqtun with Nunavut
- AI system
- Microsoft Translator Inuktitut, Inuinnaqtun and romanized Inuktitut text translation (neural machine translation) and Inuktitut text-to-speech
- Developer
- Microsoft (Azure Cognitive Services Translator and Speech) with the Government of Nunavut and community volunteers, including the Kitikmeot Heritage Society for Inuinnaqtun
- Deployer
- Government of Nunavut; public users of Microsoft Translator, Office and Bing
- Developer headquarters
- United States
- Case jurisdictions
- Canada
- Case location
- Nunavut, Canada
United StatesCanada
Nimbus's zasocitinib beats deucravacitinib in phase 3 trial
PASI 100 36.5% vs 13.9% for deucravacitinib at week 16
- System
- Schrodinger physics-based computational drug-design platform with machine learning, used by Nimbus Therapeutics to discover NDI-034858 (TAK-279, zasocitinib)
- Developer
- Schrodinger (platform); Nimbus Therapeutics (compound)United States
- Deployer
- Takeda (clinical development, LATITUDE phase 3 program)Japan
Zasocitinib demonstrates superior efficacy to deucravacitinib in LATITUDE Atlas
System and setting for Nimbus's zasocitinib beats deucravacitinib in phase 3 trial
- AI system
- Schrodinger physics-based computational drug-design platform with machine learning, used by Nimbus Therapeutics to discover NDI-034858 (TAK-279, zasocitinib), FEP+
- Developer
- Schrodinger (platform); Nimbus Therapeutics (compound)
- Deployer
- Takeda (clinical development, LATITUDE phase 3 program)
- Developer headquarters
- United States
- Case jurisdictions
- United States, Canada
- Case location
- United States (Nimbus, Boston; Takeda Development Center Americas, Cambridge, MA); phase 2b at 55 sites in the US and Canada; phase 3 sites unverified
Togo
Novissi targeting pays 138,531 rural beneficiaries in Togo
reduced exclusion errors by 4–21% relative to geographic alternatives
- System
- Novissi rural targeting pipeline: satellite-imagery poverty maps for canton ranking plus supervised machine learning on anonymized mobile-phone call detail records for individual eligibility
- Developer
- Innovations for Poverty Action, CEGA and UC Berkeley (Aiken and Blumenstock, UC Berkeley; Bellue, University of Mannheim; Karlan and Udry, Northwestern University) for the Government of TogoUnited States
- Deployer
- Government of Togo, Ministry of Digital Economy and Transformation, with GiveDirectlyTogo
Machine learning and phone data can improve targeting of humanitarian aid
System and setting for Novissi targeting pays 138,531 rural beneficiaries in Togo
- AI system
- Novissi rural targeting pipeline: satellite-imagery poverty maps for canton ranking plus supervised machine learning on anonymized mobile-phone call detail records for individual eligibility, gradient boosting regressor with Microsoft's LightGBM
- Developer
- Innovations for Poverty Action, CEGA and UC Berkeley (Aiken and Blumenstock, UC Berkeley; Bellue, University of Mannheim; Karlan and Udry, Northwestern University) for the Government of Togo
- Deployer
- Government of Togo, Ministry of Digital Economy and Transformation, with GiveDirectly
- Developer headquarters
- United States
- Case jurisdictions
- Togo
- Case location
- Rural cantons, Togo
Australia
People with severe paralysis regained control of a computer at home
typed 13.81 and 20.10 correct characters per minute
- System
- Synchron Stentrode with a participant-specific decoder and Tobii Dynavox eye tracking
- Developer
- Synchron Inc. with the University of MelbourneUnited States
- Deployer
- Royal Melbourne Hospital (implantation and follow-up); participants' homes (use)Australia
System and setting for People with severe paralysis regained control of a computer at home
- AI system
- Synchron Stentrode with a participant-specific decoder and Tobii Dynavox eye tracking
- Developer
- Synchron Inc. with the University of Melbourne
- Deployer
- Royal Melbourne Hospital (implantation and follow-up); participants' homes (use)
- Developer headquarters
- United States
- Case jurisdictions
- Australia
- Case location
- Melbourne, Australia
United StatesGuatemala
SpeciesNet supports ecological estimates with some species missed
Mean occupancy differences of 0.03-0.07 across study areas
- System
- MegaDetector and SpeciesNet
- Developer
- Google and MegaDetector contributorsUnited States
- Deployer
- Washington State University and collaborating wildlife research teamsUnited States
System and setting for SpeciesNet supports ecological estimates with some species missed
- AI system
- MegaDetector and SpeciesNet, MegaDetector 5a; SpeciesNet checkpoint not reported
- Developer
- Google and MegaDetector contributors
- Deployer
- Washington State University and collaborating wildlife research teams
- Developer headquarters
- United States
- Case jurisdictions
- United States, Guatemala
- Case location
- Washington and Montana, United States; Maya Biosphere Reserve, Guatemala
China
RFdiffusion scaffolds help solve four small-protein structures
four small-protein structures at 2.29 to 2.62 angstroms
- System
- RFdiffusion (generative protein backbone diffusion model) with ProteinMPNN sequence design
- Developer
- University of Washington Institute for Protein Design (Baker lab)United States
- Deployer
- Shandong University and collaborating institutesChina
De novo design of protein structure and function with RFdiffusion
System and setting for RFdiffusion scaffolds help solve four small-protein structures
- AI system
- RFdiffusion (generative protein backbone diffusion model) with ProteinMPNN sequence design, RFdiffusion
- Developer
- University of Washington Institute for Protein Design (Baker lab)
- Deployer
- Shandong University and collaborating institutes
- Developer headquarters
- United States
- Case jurisdictions
- China
- Case location
- Jinan, China
Austria
ChatGPT proposes ALMS1; Alström confirmed in two business days
Alström syndrome confirmed in two days
- System
- ChatGPT
- Developer
- OpenAIUnited States
- Deployer
- Medical University of Vienna, Division of Nephrology and DialysisAustria
System and setting for ChatGPT proposes ALMS1; Alström confirmed in two business days
- AI system
- ChatGPT, ChatGPT (Sep 14 version), as cited by the authors
- Developer
- OpenAI
- Deployer
- Medical University of Vienna, Division of Nephrology and Dialysis
- Developer headquarters
- United States
- Case jurisdictions
- Austria
- Case location
- Vienna, Austria
Japan
Face2Gene suggests MRD7 after an 18-year misdiagnosis
- System
- Face2Gene (DeepGestalt facial phenotyping)
- Developer
- FDNAUnited States
- Deployer
- Department of Neurology, National Hospital Organization Akita National HospitalJapan
System and setting for Face2Gene suggests MRD7 after an 18-year misdiagnosis
- AI system
- Face2Gene (DeepGestalt facial phenotyping)
- Developer
- FDNA
- Deployer
- Department of Neurology, National Hospital Organization Akita National Hospital
- Developer headquarters
- United States
- Case jurisdictions
- Japan
- Case location
- Yurihonjo, Japan
Malawi
Facebook ML maps cut Red Cross Malawi mapping area to 2,745 km²
reducing the area to map from 94,080 km² to 2,745 km²
- System
- Facebook (Meta) High Resolution Settlement Layer population density maps
- Developer
- Facebook Inc. with CIESIN, Columbia University, and the World Bank Development Data GroupUnited States
- Deployer
- American Red Cross (Missing Maps) supporting the Measles and Rubella Initiative campaign in MalawiUnited States
Mapping the world population one building at a time
System and setting for Facebook ML maps cut Red Cross Malawi mapping area to 2,745 km²
- AI system
- Facebook (Meta) High Resolution Settlement Layer population density maps
- Developer
- Facebook Inc. with CIESIN, Columbia University, and the World Bank Development Data Group
- Deployer
- American Red Cross (Missing Maps) supporting the Measles and Rubella Initiative campaign in Malawi
- Developer headquarters
- United States
- Case jurisdictions
- Malawi
- Case location
- Malawi (nationwide)
Japan
Fitbit Charge 3 signals precede 4 of 5 COVID-19 exacerbations
EOV signals preceded four of five analyzed cases (sensitivity 80%, specificity 90%)
- System
- Fitbit Charge 3 estimated oxygen variation (EOV) and resting heart rate, with investigator-defined signal thresholds
- Developer
- Fitbit (device and EOV algorithm); Kanazawa University investigators (signal definitions)United States
- Deployer
- Kanazawa University and JCHO Kanazawa Hospital (DEXTERITY pilot, UMIN000041421)Japan
System and setting for Fitbit Charge 3 signals precede 4 of 5 COVID-19 exacerbations
- AI system
- Fitbit Charge 3 estimated oxygen variation (EOV) and resting heart rate, with investigator-defined signal thresholds, Fitbit Charge 3
- Developer
- Fitbit (device and EOV algorithm); Kanazawa University investigators (signal definitions)
- Deployer
- Kanazawa University and JCHO Kanazawa Hospital (DEXTERITY pilot, UMIN000041421)
- Developer headquarters
- United States
- Case jurisdictions
- Japan
- Case location
- Kanazawa, Japan
AzerbaijanTurkey
Nephew uses ChatGPT during FOLFIRINOX; liver metastases regress
11 liver metastases regressed
- System
- ChatGPT (an earlier model, later GPT-5)
- Developer
- OpenAIUnited States
- Deployer
- The patient's nephew (Uzman Dent, Baku) with the patient
System and setting for Nephew uses ChatGPT during FOLFIRINOX; liver metastases regress
- AI system
- ChatGPT (an earlier model, later GPT-5), GPT-5 (later phase); earlier model unspecified
- Developer
- OpenAI
- Deployer
- The patient's nephew (Uzman Dent, Baku) with the patient
- Developer headquarters
- United States
- Case jurisdictions
- Azerbaijan, Turkey
- Case location
- Baku, Azerbaijan (surgery and pathology performed in Turkey)
Italy
GPT-5 proposes oncocytoma first in two retrospective cases
- System
- ChatGPT (GPT-5, 2025 version)
- Developer
- OpenAIUnited States
- Deployer
- Department of Medicine, Surgery and Pharmacy, University of SassariItaly
System and setting for GPT-5 proposes oncocytoma first in two retrospective cases
- AI system
- ChatGPT (GPT-5, 2025 version), GPT-5 (2025)
- Developer
- OpenAI
- Deployer
- Department of Medicine, Surgery and Pharmacy, University of Sassari
- Developer headquarters
- United States
- Case jurisdictions
- Italy
- Case location
- Sassari, Italy
Malawi
GiveDirectly's MobileAid may have halved enrollment cost in Malawi
35% of recipients enrolled via phone data, cost per enrolee halved
- System
- GiveDirectly MobileAid: machine-learning poverty targeting from mobile-phone metadata
- Developer
- GiveDirectly (MobileAid), with research partners; for the Malawi study the Government of Malawi, U.C. Berkeley and U.C. San DiegoUnited States
- Deployer
- GiveDirectly, with the Government of Malawi for the urban social registry workUnited States
Five things we've learned using mobile data and AI/ML to identify people in need
System and setting for GiveDirectly's MobileAid may have halved enrollment cost in Malawi
- AI system
- GiveDirectly MobileAid: machine-learning poverty targeting from mobile-phone metadata
- Developer
- GiveDirectly (MobileAid), with research partners; for the Malawi study the Government of Malawi, U.C. Berkeley and U.C. San Diego
- Deployer
- GiveDirectly, with the Government of Malawi for the urban social registry work
- Developer headquarters
- United States
- Case jurisdictions
- Malawi
- Case location
- Malawi (the explain-AI post names Mzuzu)
United KingdomChina
Microsoft's MatterGen generates TaCr2O6, measured at 169 GPa
a bulk modulus of 200 GPa and measured at 169 GPa
- System
- MatterGen
- Developer
- MicrosoftUnited States
- Deployer
- Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences (synthesis)China
A generative model for inorganic materials design
System and setting for Microsoft's MatterGen generates TaCr2O6, measured at 169 GPa
- AI system
- MatterGen
- Developer
- Microsoft
- Deployer
- Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences (synthesis)
- Developer headquarters
- United States
- Case jurisdictions
- United Kingdom, China
- Case location
- Cambridge, UK (model); Shenzhen, China (synthesis)
China
ChatGPT helps review MRI literature on intravascular lymphoma
- System
- ChatGPT using GPT-4o
- Developer
- OpenAIUnited States
- Deployer
- Affiliated Yuebei People's Hospital of Shantou University Medical CollegeChina
System and setting for ChatGPT helps review MRI literature on intravascular lymphoma
- AI system
- ChatGPT using GPT-4o, ChatGPT-4o
- Developer
- OpenAI
- Deployer
- Affiliated Yuebei People's Hospital of Shantou University Medical College
- Developer headquarters
- United States
- Case jurisdictions
- China
- Case location
- Shaoguan, Guangdong, China
Nigeria
Microsoft Copilot tutoring lifts Benin City scores by 0.31 SD
0.31 SD overall, 0.23 SD in English
- System
- Microsoft Copilot (GPT-4) used as a virtual English tutor in teacher-guided after-school computer-lab sessions
- Developer
- Microsoft (Copilot), on OpenAI's GPT-4United States
- Deployer
- Nine public secondary schools in Benin City with the World Bank study team; sessions guided by teachersNigeria
From Chalkboards to Chatbots: Evaluating the Impact of Generative AI on Learning Outcomes in Nigeria
System and setting for Microsoft Copilot tutoring lifts Benin City scores by 0.31 SD
- AI system
- Microsoft Copilot (GPT-4) used as a virtual English tutor in teacher-guided after-school computer-lab sessions, GPT-4 (Microsoft Copilot, per the working paper)
- Developer
- Microsoft (Copilot), on OpenAI's GPT-4
- Deployer
- Nine public secondary schools in Benin City with the World Bank study team; sessions guided by teachers
- Developer headquarters
- United States
- Case jurisdictions
- Nigeria
- Case location
- Benin City, Nigeria
Germany
Germany deploys IdentiFlight to protect lesser spotted eagles
- System
- IdentiFlight automated eagle detection and turbine curtailment
- Developer
- IdentiFlightUnited States
System and setting for Germany deploys IdentiFlight to protect lesser spotted eagles
- AI system
- IdentiFlight automated eagle detection and turbine curtailment
- Developer
- IdentiFlight
- Developer headquarters
- United States
- Case jurisdictions
- Germany
- Case location
- Germany
Burkina FasoKenyaRepublic of the CongoSenegalSouth AfricaUgandaBangladeshCambodiaNepalThailandBrazil
EasyScan GO reaches 91.1% sensitivity for malaria at 11 sites
Diagnostic sensitivity was 91.1% (95% CI 88.9–92.7) and specificity 75.6% (73.1–78.0)
- System
- EasyScan GO digital malaria microscopy device with convolutional-neural-network image analysis of thick blood films
- Developer
- Intellectual Ventures' Global Good Fund (software and original hardware); Motic (production prototype device, software licensed to Motic)United States
- Deployer
- Research sites in 11 countries under a multi-center study with University of Oxford / Mahidol-Oxford Tropical Medicine Research Unit-affiliated investigators (research use, not routine service)
System and setting for EasyScan GO reaches 91.1% sensitivity for malaria at 11 sites
- AI system
- EasyScan GO digital malaria microscopy device with convolutional-neural-network image analysis of thick blood films, version1.15.17b
- Developer
- Intellectual Ventures' Global Good Fund (software and original hardware); Motic (production prototype device, software licensed to Motic)
- Deployer
- Research sites in 11 countries under a multi-center study with University of Oxford / Mahidol-Oxford Tropical Medicine Research Unit-affiliated investigators (research use, not routine service)
- Developer headquarters
- United States
- Case jurisdictions
- Burkina Faso, Kenya, Republic of the Congo, Senegal, South Africa, Uganda, Bangladesh, Cambodia, Nepal, Thailand, Brazil
- Case location
- 11 sites in Burkina Faso, Kenya, Republic of the Congo, Senegal, South Africa, Uganda, Bangladesh, Cambodia, Nepal, Thailand and Brazil
Indonesia
GFW analysts help Indonesia seize MV NIKA; no AI detection
the captain was convicted, the owner fined Rp300,000,000 and the vessel forfeited
- System
- Global Fishing Watch vessel-tracking platform and analysts; OceanMind analysis for INTERPOL (no AI component documented for this case)
- Developer
- Global Fishing Watch; OceanMindUnited States
- Deployer
- INTERPOL (Global Fisheries Enforcement program); Indonesian naval and fisheries authorities (patrol boats ORCA 2 and ORCA 3)France
INTERPOL supports apprehension of vessel suspected of illegal fishing
System and setting for GFW analysts help Indonesia seize MV NIKA; no AI detection
- AI system
- Global Fishing Watch vessel-tracking platform and analysts; OceanMind analysis for INTERPOL (no AI component documented for this case)
- Developer
- Global Fishing Watch; OceanMind
- Deployer
- INTERPOL (Global Fisheries Enforcement program); Indonesian naval and fisheries authorities (patrol boats ORCA 2 and ORCA 3)
- Developer headquarters
- United States
- Case jurisdictions
- Indonesia
- Case location
- Indonesian exclusive economic zone, Indonesia
United Kingdom
9 casesArgentinaBrazilDenmarkGermanyIndiaItalyJapanMexicoRussiaSingaporeSouth KoreaSpainUnited KingdomUnited States
An arthritis drug helped patients with severe COVID-19
Fewer deaths
In RECOVERY, 12% of patients receiving baricitinib died within 28 days, compared with 14% receiving usual care alone. [2]
Faster recovery
In ACTT-2, patients receiving remdesivir recovered in a median of 7 days with baricitinib, compared with 8 days with a placebo. [5]
- System
- Benevolent Platform
- Developer
- BenevolentAIUnited Kingdom
- Deployer
- BenevolentAI research teamUnited Kingdom
The Lancet Respiratory Medicine
System and setting for An arthritis drug helped patients with severe COVID-19
- AI system
- Benevolent Platform
- Developer
- BenevolentAI
- Deployer
- BenevolentAI research team
- Developer headquarters
- United Kingdom
- Case jurisdictions
- Argentina, Brazil, Denmark, Germany, India, Italy, Japan, Mexico, Russia, Singapore, South Korea, Spain, United Kingdom, United States
- Case location
- Multicountry trials (ACTT-2, COV-BARRIER, and RECOVERY): Argentina; Brazil; Denmark; Germany; India; Italy; Japan; Mexico; Russia; Singapore; South Korea; Spain; United Kingdom; United States
United States
GNoME's 2.2 million predicted crystals may include useful compounds
2.2 million crystal structures (380,000 stable)
- System
- GNoME (Graph Networks for Materials Exploration)
- Developer
- DeepMindUnited Kingdom
- Deployer
- DeepMind (dataset released openly; stable structures contributed to the Materials Project)United Kingdom
Scaling deep learning for materials discovery
System and setting for GNoME's 2.2 million predicted crystals may include useful compounds
- AI system
- GNoME (Graph Networks for Materials Exploration)
- Developer
- DeepMind
- Deployer
- DeepMind (dataset released openly; stable structures contributed to the Materials Project)
- Developer headquarters
- United Kingdom
- Case jurisdictions
- United States
- Case location
- Mountain View, California, USA
Canada
GraphCast may have forecast Lee's landfall nine days ahead
forecast Lee's Nova Scotia landfall about nine days ahead
- System
- GraphCast (Google DeepMind graph neural network weather model), experimental live run on ECMWF public charts
- Developer
- DeepMindUnited Kingdom
- Deployer
- ECMWF (experimental data-driven forecasts on its public charts pages)United Kingdom
System and setting for GraphCast may have forecast Lee's landfall nine days ahead
- AI system
- GraphCast (Google DeepMind graph neural network weather model), experimental live run on ECMWF public charts, GraphCast (live version deployed on the ECMWF website)
- Developer
- DeepMind
- Deployer
- ECMWF (experimental data-driven forecasts on its public charts pages)
- Developer headquarters
- United Kingdom
- Case jurisdictions
- Canada
- Case location
- Long Island, southwestern Nova Scotia, Canada (landfall)
Switzerland
DeepMind RL controller shapes TCV plasmas and sustains droplets
narrowed the separation to 6.6 cm with a combined RMSE of 3.7 cm
- System
- DeepMind deep reinforcement learning magnetic controller for TCV (MLP policy commanding 19 coils)
- Developer
- DeepMind, with the Swiss Plasma Center, EPFLUnited Kingdom
- Deployer
- Swiss Plasma Center, EPFL (TCV)Switzerland
Magnetic control of tokamak plasmas through deep reinforcement learning
System and setting for DeepMind RL controller shapes TCV plasmas and sustains droplets
- AI system
- DeepMind deep reinforcement learning magnetic controller for TCV (MLP policy commanding 19 coils)
- Developer
- DeepMind, with the Swiss Plasma Center, EPFL
- Deployer
- Swiss Plasma Center, EPFL (TCV)
- Developer headquarters
- United Kingdom
- Case jurisdictions
- Switzerland
- Case location
- Lausanne, Switzerland
Ukraine
HALO's AI may spot mines in Ukraine with about 70% accuracy
achieving around 70% accuracy already
- System
- HALO Trust AI and machine-learning analysis of drone imagery for explosive remnants of war (hosted on AWS; SageMaker used for satellite-imagery damage detection)
- Developer
- The HALO Trust and development team with Amazon Web ServicesUnited Kingdom
- Deployer
- The HALO Trust, Ukraine programUnited Kingdom
Man, machine and AI combine in battle to clear Ukraine of mines
System and setting for HALO's AI may spot mines in Ukraine with about 70% accuracy
- AI system
- HALO Trust AI and machine-learning analysis of drone imagery for explosive remnants of war (hosted on AWS; SageMaker used for satellite-imagery damage detection)
- Developer
- The HALO Trust and development team with Amazon Web Services
- Deployer
- The HALO Trust, Ukraine program
- Developer headquarters
- United Kingdom
- Case jurisdictions
- Ukraine
- Case location
- Ukraine
Jamaica
NHC blends DeepMind's ensemble into Hurricane Melissa forecasts
- System
- Google DeepMind AI hurricane forecast model, ensemble mean designated GDMI in NHC guidance
- Developer
- DeepMindUnited Kingdom
- Deployer
- NOAA National Hurricane CenterUnited States
Tropical Storm Melissa Discussion Number 1
System and setting for NHC blends DeepMind's ensemble into Hurricane Melissa forecasts
- AI system
- Google DeepMind AI hurricane forecast model, ensemble mean designated GDMI in NHC guidance
- Developer
- DeepMind
- Deployer
- NOAA National Hurricane Center
- Developer headquarters
- United Kingdom
- Case jurisdictions
- Jamaica
- Case location
- New Hope, Jamaica
Austria
AlphaFold-Multimer predicts Tmem81 as a fertilization factor
- System
- AlphaFold-Multimer complex-prediction screen
- Developer
- DeepMind (AlphaFold-Multimer)United Kingdom
- Deployer
- Research Institute of Molecular Pathology (Pauli lab) and collaboratorsAustria
A conserved fertilization complex bridges sperm and egg in vertebrates
System and setting for AlphaFold-Multimer predicts Tmem81 as a fertilization factor
- AI system
- AlphaFold-Multimer complex-prediction screen, AlphaFold-Multimer
- Developer
- DeepMind (AlphaFold-Multimer)
- Deployer
- Research Institute of Molecular Pathology (Pauli lab) and collaborators
- Developer headquarters
- United Kingdom
- Case jurisdictions
- Austria
- Case location
- Vienna, Austria
Australia
Rapiscan CT algorithms detect marine wildlife at 86–96% in testing
detection rates of 95% (shark fin), 96% (seahorse) and 86% (sea cucumber)
- System
- Rapiscan 3D X-ray CT marine-wildlife detection algorithms (3D convolutional neural networks with 3D Threat Image Projection)
- Developer
- Rapiscan Systems Ltd with Taronga Conservation Society Australia and Macquarie UniversityUnited Kingdom
- Deployer
- None; proof of concept with no customs authority deployment
System and setting for Rapiscan CT algorithms detect marine wildlife at 86–96% in testing
- AI system
- Rapiscan 3D X-ray CT marine-wildlife detection algorithms (3D convolutional neural networks with 3D Threat Image Projection), Experimental 3D convolutional neural networks trained on CT scans and synthetic Threat Image Projection composites; no released model version reported
- Developer
- Rapiscan Systems Ltd with Taronga Conservation Society Australia and Macquarie University
- Deployer
- None; proof of concept with no customs authority deployment
- Developer headquarters
- United Kingdom
- Case jurisdictions
- Australia
- Case location
- Sydney, New South Wales, Australia (research setting)
United States
DeepMind's GDMI beats NHC Atlantic track forecasts at 12–72 h
beat official Atlantic track forecasts at 12–72 h
- System
- Google DeepMind AI hurricane forecast model, ensemble mean designated GDMI in NHC guidance
- Developer
- DeepMindUnited Kingdom
- Deployer
- NOAA National Hurricane CenterUnited States
NHC Forecast Verification Report, 2025 Hurricane Season (AI models statement)
System and setting for DeepMind's GDMI beats NHC Atlantic track forecasts at 12–72 h
- AI system
- Google DeepMind AI hurricane forecast model, ensemble mean designated GDMI in NHC guidance
- Developer
- DeepMind
- Deployer
- NOAA National Hurricane Center
- Developer headquarters
- United Kingdom
- Case jurisdictions
- United States
- Case location
- Miami, United States
France
7 casesGermany
Withings ScanWatch ECGs lead to a long-QT diagnosis and nadolol
the watch displayed values such as QT 506 ms and QTc 457 ms
- System
- Withings ScanWatch ECG with QT monitoring function
- Developer
- WithingsFrance
System and setting for Withings ScanWatch ECGs lead to a long-QT diagnosis and nadolol
- AI system
- Withings ScanWatch ECG with QT monitoring function, Withings ScanWatch (generation not stated)
- Developer
- Withings
- Developer headquarters
- France
- Case jurisdictions
- Germany
- Case location
- Mannheim, Germany
Canada
UNEP MARS alert leads to Alberta methane leak repair in a week
released 175 t of methane (4,900 tCO2e) in a single week
- System
- UNEP IMEO Methane Alert and Response System (MARS): satellite plume detection and analysis with AI models, notification and satellite confirmation
- Developer
- UNEP International Methane Emissions Observatory (IMEO)France
- Deployer
- UNEP International Methane Emissions Observatory (notification); unnamed operators at the Aerial oil and gas field (repair)France
Canada plugs 'major source' of methane emissions from oil and gas field leak
System and setting for UNEP MARS alert leads to Alberta methane leak repair in a week
- AI system
- UNEP IMEO Methane Alert and Response System (MARS): satellite plume detection and analysis with AI models, notification and satellite confirmation
- Developer
- UNEP International Methane Emissions Observatory (IMEO)
- Deployer
- UNEP International Methane Emissions Observatory (notification); unnamed operators at the Aerial oil and gas field (repair)
- Developer headquarters
- France
- Case jurisdictions
- Canada
- Case location
- Aerial oil and gas field, southeastern Alberta, Canada
Kazakhstan
UNEP MARS alert stops Kazakhstan leak; emissions seen again
estimated emissions of 1,200 tonnes
- System
- UNEP IMEO Methane Alert and Response System (MARS): satellite plume detection and analysis with AI models, notification and satellite confirmation
- Developer
- UNEP International Methane Emissions Observatory (IMEO)France
- Deployer
- UNEP International Methane Emissions Observatory (notification); unnamed pipeline operator in Kazakhstan (mitigation)France
MARS case KAZ_S_136, Kazakhstan
System and setting for UNEP MARS alert stops Kazakhstan leak; emissions seen again
- AI system
- UNEP IMEO Methane Alert and Response System (MARS): satellite plume detection and analysis with AI models, notification and satellite confirmation
- Developer
- UNEP International Methane Emissions Observatory (IMEO)
- Deployer
- UNEP International Methane Emissions Observatory (notification); unnamed pipeline operator in Kazakhstan (mitigation)
- Developer headquarters
- France
- Case jurisdictions
- Kazakhstan
- Case location
- Kazakhstan, 43.39767°, 52.49505° (no place name in the UNEP document)
Hungary
Veesion alert may have led police to a Szeged shoplifter
over four and a half months the system had exposed three theft attempts
- System
- Veesion AI gesture-recognition camera analysis integrated into Laurel Kft.'s 247 Shop hybrid-store platform, with alerts to a remote dispatch service
- Developer
- VeesionFrance
- Deployer
- Coop Szeged Zrt. (store operator), with Laurel Kft. as technology partnerHungary
Tolvajokat buktatott le az AI, az első magyar okosboltból próbáltak meg árut kicsenni
System and setting for Veesion alert may have led police to a Szeged shoplifter
- AI system
- Veesion AI gesture-recognition camera analysis integrated into Laurel Kft.'s 247 Shop hybrid-store platform, with alerts to a remote dispatch service, Not reported
- Developer
- Veesion
- Deployer
- Coop Szeged Zrt. (store operator), with Laurel Kft. as technology partner
- Developer headquarters
- France
- Case jurisdictions
- Hungary
- Case location
- Szeged, Hungary
Austria
Google Arts & Culture Lab recolours Klimt's destroyed paintings
- System
- The Klimt Color Enigma colourisation model (Google Arts & Culture Lab)
- Developer
- Google (Emil Wallner)France
- Deployer
- Belvedere, Vienna, with Google Arts & CultureAustria
Google Arts & Culture And Belvedere Museum Trained An AI To Color Like Klimt
System and setting for Google Arts & Culture Lab recolours Klimt's destroyed paintings
- AI system
- The Klimt Color Enigma colourisation model (Google Arts & Culture Lab)
- Developer
- Google (Emil Wallner)
- Deployer
- Belvedere, Vienna, with Google Arts & Culture
- Developer headquarters
- France
- Case jurisdictions
- Austria
- Case location
- Vienna, Austria
Turkmenistan
UNEP records eight methane mitigations in Turkmenistan
eight listed mitigation cases; 192 alerts and about 20% answered in the August 2026 report
- System
- UNEP IMEO Methane Alert and Response System (MARS): satellite plume detection and analysis with AI models, notification and satellite confirmation
- Developer
- UNEP International Methane Emissions Observatory (IMEO)France
- Deployer
- UNEP International Methane Emissions Observatory (notification); Government of Turkmenistan and its oil and gas operators (repairs; entities not named in cited sources)France
System and setting for UNEP records eight methane mitigations in Turkmenistan
- AI system
- UNEP IMEO Methane Alert and Response System (MARS): satellite plume detection and analysis with AI models, notification and satellite confirmation
- Developer
- UNEP International Methane Emissions Observatory (IMEO)
- Deployer
- UNEP International Methane Emissions Observatory (notification); Government of Turkmenistan and its oil and gas operators (repairs; entities not named in cited sources)
- Developer headquarters
- France
- Case jurisdictions
- Turkmenistan
- Case location
- Turkmenistan: Yelguyi, Babarap, Gugurtli field, Balguyy, Dauletabad, and Lebap Province
Algeria
UNEP MARS alert leads to methane leak repair at Hassi Messaoud
- System
- UNEP International Methane Emissions Observatory, Methane Alert and Response System (MARS)
- Developer
- UNEP International Methane Emissions Observatory (IMEO)France
- Deployer
- UNEP International Methane Emissions Observatory (notification); unnamed operator at Hassi Messaoud (repair)France
MARS Confirmed Mitigation Action - Algeria (DZA_S_012)
System and setting for UNEP MARS alert leads to methane leak repair at Hassi Messaoud
- AI system
- UNEP International Methane Emissions Observatory, Methane Alert and Response System (MARS)
- Developer
- UNEP International Methane Emissions Observatory (IMEO)
- Deployer
- UNEP International Methane Emissions Observatory (notification); unnamed operator at Hassi Messaoud (repair)
- Developer headquarters
- France
- Case jurisdictions
- Algeria
- Case location
- Hassi Messaoud, Algeria
Netherlands
5 casesUnited Kingdom
SkinVision flags a mole as high risk; stage 1A melanoma removed
stage 1A melanoma was found and removed, and he is cancer-free
- System
- SkinVision skin-check app (AI analysis of smartphone photographs of moles, graded low, medium or high risk)
- Developer
- SkinVisionNetherlands
System and setting for SkinVision flags a mole as high risk; stage 1A melanoma removed
- AI system
- SkinVision skin-check app (AI analysis of smartphone photographs of moles, graded low, medium or high risk)
- Developer
- SkinVision
- Developer headquarters
- Netherlands
- Case jurisdictions
- United Kingdom
- Case location
- London, United Kingdom
Canada
Envision Glasses read street signs and menus for Wes Ramage
- System
- Envision Glasses: Google Glass Enterprise Edition 2 running Envision's text recognition, scene description and Ask Envision features
- Developer
- EnvisionNetherlands
- Deployer
- Wes Ramage (individual user, Calgary)
For some blind and low-vision people, AI glasses unlock a new independence
System and setting for Envision Glasses read street signs and menus for Wes Ramage
- AI system
- Envision Glasses: Google Glass Enterprise Edition 2 running Envision's text recognition, scene description and Ask Envision features, GPT-4
- Developer
- Envision
- Deployer
- Wes Ramage (individual user, Calgary)
- Developer headquarters
- Netherlands
- Case jurisdictions
- Canada
- Case location
- Calgary, Canada
Philippines
510's ML forecast triggers PRC shelter kits before Storm Nalgae
installed shelter kits for 78 Aurora households before Storm Nalgae
- System
- 510 impact-based forecasting (IBF) model for typhoons in the Philippines, operated through the 510 dashboard with PAGASA forecasts
- Developer
- 510, an initiative of the Netherlands Red Cross, with the Philippine Red Cross and German Red CrossNetherlands
- Deployer
- Philippine Red Cross, with IFRC anticipatory DREF fundingPhilippines
Towards a global impact-based forecasting model for tropical cyclones
System and setting for 510's ML forecast triggers PRC shelter kits before Storm Nalgae
- AI system
- 510 impact-based forecasting (IBF) model for typhoons in the Philippines, operated through the 510 dashboard with PAGASA forecasts, eXtreme Gradient Boosting (XGBoost)
- Developer
- 510, an initiative of the Netherlands Red Cross, with the Philippine Red Cross and German Red Cross
- Deployer
- Philippine Red Cross, with IFRC anticipatory DREF funding
- Developer headquarters
- Netherlands
- Case jurisdictions
- Philippines
- Case location
- Dipaculao, Aurora Province, Philippines
Nigeria
CAD4TB triage of 94,694 people in Nigeria yields 2,337 TB cases
2,337 TB cases diagnosed, 97% treated
- System
- CAD4TB computer-aided detection on ultra-portable digital chest X-ray
- Developer
- Delft ImagingNetherlands
- Deployer
- KNCV Tuberculosis Foundation Nigeria and Institute of Human Virology Nigeria with the National TB and Leprosy Control Program, funded by USAIDNigeria
System and setting for CAD4TB triage of 94,694 people in Nigeria yields 2,337 TB cases
- AI system
- CAD4TB computer-aided detection on ultra-portable digital chest X-ray, CAD4TB version 7, threshold score 50 or above
- Developer
- Delft Imaging
- Deployer
- KNCV Tuberculosis Foundation Nigeria and Institute of Human Virology Nigeria with the National TB and Leprosy Control Program, funded by USAID
- Developer headquarters
- Netherlands
- Case jurisdictions
- Nigeria
- Case location
- Eight states, Nigeria
Philippines
OCHA uses 510's model as CERF trigger; no activation documented
- System
- 510 probabilistic typhoon impact model (XGBoost) predicting totally damaged houses, used as the CERF anticipatory action activation trigger
- Developer
- 510, an initiative of the Netherlands Red Cross, with IFRCNetherlands
- Deployer
- UN OCHA Philippines with the CERF AA Core Group (FAO, IOM, UNFPA, UNICEF, WFP); impact estimates generated by 510 (2021 framework) and by OCHA with its Centre for Humanitarian Data (2025 framework)Philippines
Towards a global impact-based forecasting model for tropical cyclones
System and setting for OCHA uses 510's model as CERF trigger; no activation documented
- AI system
- 510 probabilistic typhoon impact model (XGBoost) predicting totally damaged houses, used as the CERF anticipatory action activation trigger, probabilistic version using ECMWF ensemble tracks (revamped from deterministic, 2021)
- Developer
- 510, an initiative of the Netherlands Red Cross, with IFRC
- Deployer
- UN OCHA Philippines with the CERF AA Core Group (FAO, IOM, UNFPA, UNICEF, WFP); impact estimates generated by 510 (2021 framework) and by OCHA with its Centre for Humanitarian Data (2025 framework)
- Developer headquarters
- Netherlands
- Case jurisdictions
- Philippines
- Case location
- Philippines (Regions 5, 8 and 13)
Canada
2 casesVietnam
Modus V Synaptive guides awake removal of a 4 cm brain clot
About 40 ml of clot came out in just over 30 minutes
- System
- Modus V Synaptive robotic digital microscope with Neuro-Navigation AI (image fusion, fiber-tract display, surgical simulation, trajectory warnings)
- Developer
- Synaptive Medical Inc. (Toronto)Canada
- Deployer
- Tam Anh General Hospital, Ho Chi Minh CityVietnam
Người bệnh hát trong lúc được robot AI mổ não
System and setting for Modus V Synaptive guides awake removal of a 4 cm brain clot
- AI system
- Modus V Synaptive robotic digital microscope with Neuro-Navigation AI (image fusion, fiber-tract display, surgical simulation, trajectory warnings), Modus V™
- Developer
- Synaptive Medical Inc. (Toronto)
- Deployer
- Tam Anh General Hospital, Ho Chi Minh City
- Developer headquarters
- Canada
- Case jurisdictions
- Vietnam
- Case location
- Ho Chi Minh City, Vietnam
Netherlands
ProRail uses Genetec analytics on 7,000 cameras to flag trespass
- System
- ProRail smart lineside cameras with Genetec Security Center / Mission Control video analytics
- Developer
- Genetec (video management and analytics platform); the smart-camera supplier is not namedCanada
- Deployer
- ProRailNetherlands
ProRail zet 288 nóg slimmere camera's in langs het spoor
System and setting for ProRail uses Genetec analytics on 7,000 cameras to flag trespass
- AI system
- ProRail smart lineside cameras with Genetec Security Center / Mission Control video analytics
- Developer
- Genetec (video management and analytics platform); the smart-camera supplier is not named
- Deployer
- ProRail
- Developer headquarters
- Canada
- Case jurisdictions
- Netherlands
- Case location
- Netherlands
Finland
2 casesUnited Arab Emirates
Oura ring trends feed into a Holter showing 2,078 PVCs in 24 h
a 24-hour Holter recorded 2,078 ventricular events (1.75% of beats, no couplets or runs)
- System
- ŌURA ring (heart-rate and heart-rate-variability summaries) used within GluCare.Health's hybrid care model
- Developer
- Maker of the ŌURA ring (company not named in the paper)Finland
- Deployer
- GluCare.Health, DubaiUnited Arab Emirates
System and setting for Oura ring trends feed into a Holter showing 2,078 PVCs in 24 h
- AI system
- ŌURA ring (heart-rate and heart-rate-variability summaries) used within GluCare.Health's hybrid care model
- Developer
- Maker of the ŌURA ring (company not named in the paper)
- Deployer
- GluCare.Health, Dubai
- Developer headquarters
- Finland
- Case jurisdictions
- United Arab Emirates
- Case location
- Dubai, United Arab Emirates
United KingdomDenmark
Nelli flags 247 nocturnal seizure events missed by carers
Nelli flagged 707 possible seizure events, 247 unheard or unrecognised by carers
- System
- Nelli audio-video seizure monitoring system (computer vision and AI-based event detection)
- Developer
- Neuro Event Labs, Tampere, FinlandFinland
- Deployer
- Cornwall Partnership NHS Foundation Trust (community evaluation); Danish Epilepsy Center, Dianalund, and Aarhus University Hospital (validation)United Kingdom
System and setting for Nelli flags 247 nocturnal seizure events missed by carers
- AI system
- Nelli audio-video seizure monitoring system (computer vision and AI-based event detection)
- Developer
- Neuro Event Labs, Tampere, Finland
- Deployer
- Cornwall Partnership NHS Foundation Trust (community evaluation); Danish Epilepsy Center, Dianalund, and Aarhus University Hospital (validation)
- Developer headquarters
- Finland
- Case jurisdictions
- United Kingdom, Denmark
- Case location
- Cornwall, United Kingdom; Dianalund and Aarhus, Denmark
Israel
2 casesAustralia
Lifeguards and a fellow swimmer rescued an unconscious man
- System
- Lynxight AI pool monitoring with CCTV analysis and smartwatch alerts
- Developer
- LynxightIsrael
- Deployer
- City of StirlingAustralia
System and setting for Lifeguards and a fellow swimmer rescued an unconscious man
- AI system
- Lynxight AI pool monitoring with CCTV analysis and smartwatch alerts
- Developer
- Lynxight
- Deployer
- City of Stirling
- Developer headquarters
- Israel
- Case jurisdictions
- Australia
- Case location
- Stirling Leisure - Inglewood, Perth, Western Australia, Australia
IndiaPakistan
X-Guard decoy may have diverted Pakistani missiles from IAF jets
- System
- X-Guard fiber-optic towed decoy (Rafael Advanced Defense Systems), described by Indian outlets as 'AI-powered' with 'AI-enhanced algorithms' adjusting its emissions; no read manufacturer or official source describes it
- Developer
- Rafael Advanced Defense Systems (Israel); several outlets misname it 'Rafale Advanced Defense Systems'Israel
- Deployer
- Indian Air Force (claimed by commentary; unconfirmed by any official source)India
System and setting for X-Guard decoy may have diverted Pakistani missiles from IAF jets
- AI system
- X-Guard fiber-optic towed decoy (Rafael Advanced Defense Systems), described by Indian outlets as 'AI-powered' with 'AI-enhanced algorithms' adjusting its emissions; no read manufacturer or official source describes it
- Developer
- Rafael Advanced Defense Systems (Israel); several outlets misname it 'Rafale Advanced Defense Systems'
- Deployer
- Indian Air Force (claimed by commentary; unconfirmed by any official source)
- Developer headquarters
- Israel
- Case jurisdictions
- India, Pakistan
- Case location
- India-Pakistan border airspace, Operation Sindoor, 7-10 May 2025
China
1 caseGermany
DeepSeek-R1 proposes FMF; MEFV testing confirms the diagnosis
colchicine stopped attacks after ~30 years of symptoms
- System
- DeepSeek-R1
- Developer
- DeepSeekChina
LLM-supported self-diagnosis and self-treatment of familial Mediterranean fever: a case report
System and setting for DeepSeek-R1 proposes FMF; MEFV testing confirms the diagnosis
- AI system
- DeepSeek-R1, DeepSeek-R1-0528
- Developer
- DeepSeek
- Developer headquarters
- China
- Case jurisdictions
- Germany
- Case location
- Hamburg, Germany
Japan
1 caseTaiwan
AI colonoscopy flags a polyp; stage I cancer removed in Chiayi
a 1 to 1.5 cm adenoma that biopsy confirmed as stage I colorectal cancer
- System
- Fujifilm AI endoscopy system on a Fujifilm 7000-series gastrointestinal endoscope (product name not given in the sources)
- Developer
- FujifilmJapan
- Deployer
- St. Martin De Porres Hospital (天主教聖馬爾定醫院), ChiayiTaiwan
System and setting for AI colonoscopy flags a polyp; stage I cancer removed in Chiayi
- AI system
- Fujifilm AI endoscopy system on a Fujifilm 7000-series gastrointestinal endoscope (product name not given in the sources)
- Developer
- Fujifilm
- Deployer
- St. Martin De Porres Hospital (天主教聖馬爾定醫院), Chiayi
- Developer headquarters
- Japan
- Case jurisdictions
- Taiwan
- Case location
- Chiayi, Taiwan
South Korea
1 casePortugal
Lunit INSIGHT CXR spots subpulmonic effusion; ultrasound agrees
- System
- Lunit INSIGHT CXR
- Developer
- Lunit Inc., SeoulSouth Korea
- Deployer
- Basic Emergency Service, Vila Real de Santo Antonio Health Center, Algarve Local Health UnitPortugal
When the Diaphragm Deceives: Subpulmonic Effusion Flagged by AI and Confirmed by Ultrasound
System and setting for Lunit INSIGHT CXR spots subpulmonic effusion; ultrasound agrees
- AI system
- Lunit INSIGHT CXR
- Developer
- Lunit Inc., Seoul
- Deployer
- Basic Emergency Service, Vila Real de Santo Antonio Health Center, Algarve Local Health Unit
- Developer headquarters
- South Korea
- Case jurisdictions
- Portugal
- Case location
- Vila Real de Santo Antonio, Algarve, Portugal
Switzerland
1 caseUnited States
Garmin Autoland lands depressurised King Air B200; pilots unhurt
two pilots unhurt
- System
- Garmin Autoland (Emergency Autoland)
- Developer
- GarminSwitzerland
- Deployer
- Buffalo River AviationUnited States
Plane makes safe emergency landing in Colorado without a pilot's help, first 'Autoland' use
System and setting for Garmin Autoland lands depressurised King Air B200; pilots unhurt
- AI system
- Garmin Autoland (Emergency Autoland)
- Developer
- Garmin
- Deployer
- Buffalo River Aviation
- Developer headquarters
- Switzerland
- Case jurisdictions
- United States
- Case location
- Broomfield, United States
No matching cases.
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.
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.