{"id":"AIBD-1235","title":"Changnyeong County says that its AI smart monitoring, which puts video of abnormal behavior first on operators' screens, more than doubled its early responses to major incidents","summary":"Changnyeong County says that its AI smart monitoring, which puts video of abnormal behavior first on operators' screens, more than doubled its early responses to major incidents.","date_observed":"2026-11-01","date_basis":"source publication","date_precision":"day","benefit_status":"reported","account":"Changnyeong County in South Gyeongsang Province, South Korea, runs an integrated video monitoring center. Its AI smart monitoring detects abnormal behavior by people and other objects on the county's cameras and shows that video first on operators' monitors. The county says that this sharply cut plain monitoring time and raised monitoring efficiency more than tenfold. It says that early responses to major incidents more than doubled from the previous year. In March and July the system spotted fires in Docheon-myeon and Namji-eup early. Operators reported them at once, fire engines arrived within 10 minutes, and the fires were put out early. The figures are the county's own, as Gyeongnam Domin Ilbo reported on 1 November 2026.","category":"aggregate result","unexpected":false,"purpose":"Changnyeong County uses AI to bring video of abnormal behavior to its operators' attention first.","system":"AI smart monitoring (event detection with automatic display)","model_version":null,"developer":null,"deployer":"Changnyeong County integrated video monitoring center","location":"Changnyeong, South Gyeongsang, South Korea","domain":"Public safety (CCTV monitoring)","segment":null,"registry_ids":{},"ratings":[{"group":"organizational","depth":2,"reason":"The county reports more than twice as many early responses to major incidents as the year before."},{"group":"societal","depth":3,"reason":"Two fires were spotted early, and fire engines arrived within 10 minutes and put them out early."}],"ai_role":{"status":"unassessed","statement":"The county's figures compare years without separating the AI from other changes."},"evidence":[{"kind":"news report","citation":"Gyeongnam Domin Ilbo (경남도민일보), 1 November 2026.","title":"창녕군 AI 스마트관제","url":"https://www.idomin.com/news/articleView.html?idxno=2018409","date":"2026-11-01","written_by":"deployer","quote":"주요 사건·사고 초동 대응과 골든타임 확보 실적이 전년보다 두 배 이상 늘었다","quote_translation":"Results in initial response to major incidents and in securing the golden time more than doubled from the previous year."},{"kind":"news report","citation":"Gyeongnam Domin Ilbo, 1 November 2026. On how the system works.","title":"창녕군 AI 스마트관제","url":"https://www.idomin.com/news/articleView.html?idxno=2018409","date":"2026-11-01","written_by":"deployer","quote":"이 체계는 AI가 사람 등 객체의 이상 행동을 탐지하면 해당 영상을 관제요원 모니터에 먼저 자동 표출한다. 불필요한 단순 관제 시간이 크게 줄고 관제 효율이 기존보다 10배 이상 대폭 향상됐다.","quote_translation":"When AI detects abnormal behavior by people and other objects, this system automatically displays that video first on the operator's monitor. Unnecessary plain monitoring time falls sharply and monitoring efficiency is greatly improved, to more than 10 times the previous level."},{"kind":"news report","citation":"Gyeongnam Domin Ilbo, 1 November 2026. On the fires.","title":"창녕군 AI 스마트관제","url":"https://www.idomin.com/news/articleView.html?idxno=2018409","date":"2026-11-01","written_by":"deployer","quote":"지난 3월과 7월 도천면과 남지읍에서 각각 발생한 화재를 스마트관제로 선제 포착하고 관제요원이 즉시 신고해 소방차가 10분 내 현장에 도착해 화재를 조기에 진압했다.","quote_translation":"Fires that broke out in Docheon-myeon and Namji-eup in March and July were spotted ahead of time by the smart monitoring, an operator reported them at once, fire engines reached the scene within 10 minutes, and the fires were put out early."}],"replication":{"produced_by":["AI that flags abnormal behavior on CCTV video","Operators who see the flagged video first and report it"],"must_hold":["Operators must stay on duty to act on the alerts","Emergency services must respond quickly"],"echoes":[]},"paired_incident":null,"headline":"Changnyeong's *AI smart monitoring* doubles early responses","metric":"more than doubled","comparator":null,"later":{"status":"unknown","date":null,"note":"The benefit was first reported on 1 November 2026, and no later report was found.","quote":null,"url":null},"learns_from_data":{"value":"not shown","note":"The report does not describe how the system was built.","quote":null,"url":null},"benefit_categories":["operational_improvement","physical_health"],"scsp_example":"Hazard reduction","size":{"reach":{"band":1,"fact":"One county's monitoring center uses the system.","quote":"이 체계는 AI가 사람 등 객체의 이상 행동을 탐지하면 해당 영상을 관제요원 모니터에 먼저 자동 표출한다. 불필요한 단순 관제 시간이 크게 줄고 관제 효율이 기존보다 10배 이상 대폭 향상됐다.","url":"https://www.idomin.com/news/articleView.html?idxno=2018409","reason":null},"duration":{"band":4,"fact":"The county compares a year of use with the year before.","quote":"주요 사건·사고 초동 대응과 골든타임 확보 실적이 전년보다 두 배 이상 늘었다","url":"https://www.idomin.com/news/articleView.html?idxno=2018409","reason":null},"distribution":{"band":null,"fact":null,"quote":null,"url":null,"reason":"The county compares no groups."},"frequency":{"band":null,"fact":null,"quote":null,"url":null,"reason":"The county does not say how often the system raises alerts."}},"value":null,"developer_country":null,"deployer_country":"South Korea","unrated_because":null,"brief_notes":null,"brief":null,"confidence":"claimed","shade":"low","claim_status":"The deployer's account","claim_basis":"Sources: the deployer's news report. The cited evidence includes no independent source and no finding by an external body.","case_jurisdictions":["South Korea"],"design":"no comparison","certainty":"very low","certainty_reasons":["Starts very low because no comparison was measured."],"profile":{"case_id":"AIBD-1235","source_ids":["AIBD-1235-source-0001","AIBD-1235-source-0002","AIBD-1235-source-0003"],"families":{"strategic assessments":{"state":"unresolved","record_ids":[]},"evaluations":{"state":"unresolved","record_ids":[]},"monetary observations":{"state":"unresolved","record_ids":[]},"institutional decisions":{"state":"unresolved","record_ids":[]}},"fields":{"actors[]":{"state":"value_present","value":{"kind":"record_fields","fields":{"deployer":"Changnyeong County integrated video monitoring center"}}},"actors[].ownership_control":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"ai_contribution":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"ai_relationship":{"state":"value_present","value":{"kind":"record_fields","fields":{"category":"aggregate result","ai_role":{"status":"unassessed","statement":"The county's figures compare years without separating the AI from other changes."}}}},"assessments[].alternatives":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"assessments[].assessor_date":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"assessments[].depth":{"state":"value_present","value":{"kind":"record_fields","fields":{"ratings":[{"group":"organizational","depth":2,"reason":"The county reports more than twice as many early responses to major incidents as the year before."},{"group":"societal","depth":3,"reason":"Two fires were spotted early, and fire engines arrived within 10 minutes and put them out early."}]}}},"assessments[].display_confidence":{"state":"value_present","value":{"kind":"structured","data":{"confidence":"low","evidence_word":"claimed","claim_status":"The deployer's account","basis":"Sources: the deployer's news report. 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Its AI smart monitoring detects abnormal behavior by people and other objects on the county's cameras and shows that video first on operators' monitors. The county says that this sharply cut plain monitoring time and raised monitoring efficiency more than tenfold. It says that early responses to major incidents more than doubled from the previous year. In March and July the system spotted fires in Docheon-myeon and Namji-eup early. Operators reported them at once, fire engines arrived within 10 minutes, and the fires were put out early. The figures are the county's own, as Gyeongnam Domin Ilbo reported on 1 November 2026."}}},"outcomes[].distribution":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"outcomes[].duration":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"outcomes[].id":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"outcomes[].stakeholder_group":{"state":"value_present","value":{"kind":"record_fields","fields":{"ratings":[{"group":"organizational","depth":2,"reason":"The county reports more than twice as many early responses to major incidents as the year before."},{"group":"societal","depth":3,"reason":"Two fires were spotted early, and fire engines arrived within 10 minutes and put them out early."}]}}},"outcomes[].status":{"state":"value_present","value":{"kind":"record_fields","fields":{"benefit_status":"reported"}}},"outcomes[].tradeoffs":{"state":"value_present","value":{"kind":"text","text":"No costs or harms are reported in the sources."},"display":{"answer":"No costs or harms are reported in the sources.","inferred":false},"source_refs":["AIBD-1235-source-0001","AIBD-1235-source-0002","AIBD-1235-source-0003"]},"outcomes[].unexpected":{"state":"value_present","value":{"kind":"record_fields","fields":{"unexpected":false,"purpose":"Changnyeong County uses AI to bring video of abnormal behavior to its operators' attention first."}}},"places[]":{"state":"value_present","value":{"kind":"record_fields","fields":{"location":"Changnyeong, South Gyeongsang, South Korea","deployer_country":"South Korea"}}},"purpose":{"state":"value_present","value":{"kind":"record_fields","fields":{"purpose":"Changnyeong County uses AI to bring video of abnormal behavior to its operators' attention first."}}},"record_dates":{"state":"value_present","value":{"kind":"record_fields","fields":{"date_observed":"2026-11-01","date_basis":"source publication","date_precision":"day"}}},"replication.attempts[]":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"replication.conditions":{"state":"value_present","value":{"kind":"record_fields","fields":{"replication":{"produced_by":["AI that flags abnormal behavior on CCTV video","Operators who see the flagged video first and report it"],"must_hold":["Operators must stay on duty to act on the alerts","Emergency services must respond quickly"],"echoes":[]}}}},"sector":{"state":"value_present","value":{"kind":"record_fields","fields":{"domain":"Public safety (CCTV monitoring)"}}},"sources[].access_version":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"sources[].citation_locator":{"state":"value_present","value":{"kind":"record_fields","fields":{"evidence":[{"kind":"news report","citation":"Gyeongnam Domin Ilbo (경남도민일보), 1 November 2026.","title":"창녕군 AI 스마트관제","url":"https://www.idomin.com/news/articleView.html?idxno=2018409","date":"2026-11-01","written_by":"deployer","quote":"주요 사건·사고 초동 대응과 골든타임 확보 실적이 전년보다 두 배 이상 늘었다","quote_translation":"Results in initial response to major incidents and in securing the golden time more than doubled from the previous year."},{"kind":"news report","citation":"Gyeongnam Domin Ilbo, 1 November 2026. On how the system works.","title":"창녕군 AI 스마트관제","url":"https://www.idomin.com/news/articleView.html?idxno=2018409","date":"2026-11-01","written_by":"deployer","quote":"이 체계는 AI가 사람 등 객체의 이상 행동을 탐지하면 해당 영상을 관제요원 모니터에 먼저 자동 표출한다. 불필요한 단순 관제 시간이 크게 줄고 관제 효율이 기존보다 10배 이상 대폭 향상됐다.","quote_translation":"When AI detects abnormal behavior by people and other objects, this system automatically displays that video first on the operator's monitor. Unnecessary plain monitoring time falls sharply and monitoring efficiency is greatly improved, to more than 10 times the previous level."},{"kind":"news report","citation":"Gyeongnam Domin Ilbo, 1 November 2026. On the fires.","title":"창녕군 AI 스마트관제","url":"https://www.idomin.com/news/articleView.html?idxno=2018409","date":"2026-11-01","written_by":"deployer","quote":"지난 3월과 7월 도천면과 남지읍에서 각각 발생한 화재를 스마트관제로 선제 포착하고 관제요원이 즉시 신고해 소방차가 10분 내 현장에 도착해 화재를 조기에 진압했다.","quote_translation":"Fires that broke out in Docheon-myeon and Namji-eup in March and July were spotted ahead of time by the smart monitoring, an operator reported them at once, fire engines reached the scene within 10 minutes, and the fires were put out early."}]}}},"sources[].id":{"state":"value_present","value":{"kind":"identifiers","identifiers":["AIBD-1235-source-0001","AIBD-1235-source-0002","AIBD-1235-source-0003"],"role":"Existing evidence items, in their original order"}},"sources[].language":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"sources[].relationship":{"state":"value_present","value":{"kind":"record_fields","fields":{"evidence":[{"kind":"news report","citation":"Gyeongnam Domin Ilbo (경남도민일보), 1 November 2026.","title":"창녕군 AI 스마트관제","url":"https://www.idomin.com/news/articleView.html?idxno=2018409","date":"2026-11-01","written_by":"deployer","quote":"주요 사건·사고 초동 대응과 골든타임 확보 실적이 전년보다 두 배 이상 늘었다","quote_translation":"Results in initial response to major incidents and in securing the golden time more than doubled from the previous year."},{"kind":"news report","citation":"Gyeongnam Domin Ilbo, 1 November 2026. On how the system works.","title":"창녕군 AI 스마트관제","url":"https://www.idomin.com/news/articleView.html?idxno=2018409","date":"2026-11-01","written_by":"deployer","quote":"이 체계는 AI가 사람 등 객체의 이상 행동을 탐지하면 해당 영상을 관제요원 모니터에 먼저 자동 표출한다. 불필요한 단순 관제 시간이 크게 줄고 관제 효율이 기존보다 10배 이상 대폭 향상됐다.","quote_translation":"When AI detects abnormal behavior by people and other objects, this system automatically displays that video first on the operator's monitor. Unnecessary plain monitoring time falls sharply and monitoring efficiency is greatly improved, to more than 10 times the previous level."},{"kind":"news report","citation":"Gyeongnam Domin Ilbo, 1 November 2026. On the fires.","title":"창녕군 AI 스마트관제","url":"https://www.idomin.com/news/articleView.html?idxno=2018409","date":"2026-11-01","written_by":"deployer","quote":"지난 3월과 7월 도천면과 남지읍에서 각각 발생한 화재를 스마트관제로 선제 포착하고 관제요원이 즉시 신고해 소방차가 10분 내 현장에 도착해 화재를 조기에 진압했다.","quote_translation":"Fires that broke out in Docheon-myeon and Namji-eup in March and July were spotted ahead of time by the smart monitoring, an operator reported them at once, fire engines reached the scene within 10 minutes, and the fires were put out early."}]}}},"sources[].upstream_sources":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"strategic_assessments[]":{"state":"unresolved","family":"strategic assessments"},"summary":{"state":"value_present","value":{"kind":"record_fields","fields":{"summary":"Changnyeong County says that its AI smart monitoring, which puts video of abnormal behavior first on operators' screens, more than doubled its early responses to major incidents.","account":"Changnyeong County in South Gyeongsang Province, South Korea, runs an integrated video monitoring center. Its AI smart monitoring detects abnormal behavior by people and other objects on the county's cameras and shows that video first on operators' monitors. The county says that this sharply cut plain monitoring time and raised monitoring efficiency more than tenfold. It says that early responses to major incidents more than doubled from the previous year. In March and July the system spotted fires in Docheon-myeon and Namji-eup early. Operators reported them at once, fire engines arrived within 10 minutes, and the fires were put out early. The figures are the county's own, as Gyeongnam Domin Ilbo reported on 1 November 2026."}}},"systems[].autonomy_permissions":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"systems[].component_role":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"systems[].deployment_configuration":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"systems[].inputs_outputs":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"systems[].model_name":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"systems[].model_version":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"systems[].product_name":{"state":"value_present","value":{"kind":"record_fields","fields":{"system":"AI smart monitoring (event detection with automatic display)"}}},"systems[].provider":{"state":"unresolved","reason":"This is an explicit unresolved assignment: the sources on record do not settle this question."},"title":{"state":"value_present","value":{"kind":"record_fields","fields":{"title":"Changnyeong County says that its AI smart monitoring, which puts video of abnormal behavior first on operators' screens, more than doubled its early responses to major incidents","headline":"Changnyeong's *AI smart monitoring* doubles early responses"}}},"version":{"state":"value_present","value":{"kind":"identifiers","identifiers":["d74b21e26985145722ef96f71d97df7096499a154af1e8a167c24286023bd63e"],"role":"SHA-256 of the complete public record and its assessments"},"evidence_note":"SHA-256 of the public record, its assessments, and its displayed answers and notes, excluding its own identifier and the derived coverage summary."},"workflow":{"state":"value_present","value":{"kind":"record_fields","fields":{"account":"Changnyeong County in South Gyeongsang Province, South Korea, runs an integrated video monitoring center. Its AI smart monitoring detects abnormal behavior by people and other objects on the county's cameras and shows that video first on operators' monitors. The county says that this sharply cut plain monitoring time and raised monitoring efficiency more than tenfold. It says that early responses to major incidents more than doubled from the previous year. In March and July the system spotted fires in Docheon-myeon and Namji-eup early. Operators reported them at once, fire engines arrived within 10 minutes, and the fires were put out early. The figures are the county's own, as Gyeongnam Domin Ilbo reported on 1 November 2026.","replication":{"produced_by":["AI that flags abnormal behavior on CCTV video","Operators who see the flagged video first and report it"],"must_hold":["Operators must stay on duty to act on the alerts","Emergency services must respond quickly"],"echoes":[]}}}}}}}
