{"id":"AIBD-1211","title":"ABC News reports that Tasmania Police's evaluation found that Axon Draft One cut family violence report time to 42 minutes and introduced errors","summary":"Tasmania Police's own evaluation, as ABC News reports it, found that Draft One cut family violence report time to 42 minutes, almost twice as fast. It also introduced errors.","date_observed":"2025-01-01","date_basis":"event","date_precision":"year","benefit_status":"mixed","source_collection":null,"source_entry":null,"account":"ABC News reported on 23 October 2026 on an evaluation that Tasmania Police released under Right to Information, so the figures are the police's own. The police's Business Improvement Unit tested Axon Draft One, which drafts narratives from body-worn camera audio for officers to review. In Launceston in 2025, officers took on average 79 minutes to write and validate a family violence report without Draft One and 42 minutes with it. Officers timed their own work, and the two measurements came from different periods. The evaluation projected a saving of about 160 weeks of work time and $434,187 in wages a year. It also found that Draft One picked up some potential coercive behaviors that officers had missed. The tool occasionally confused names and roles and in a small percentage of cases missed a threat, assault or risk factor. Its effectiveness decreased in complex incidents, where rework negated the time saving. Police say that a rollout is under review.","category":"aggregate result","unexpected":false,"purpose":"Axon built Draft One to turn the audio of body-worn camera recordings into draft incident narratives that officers review, edit and approve.","system":"Axon Draft One","model_version":null,"developer":"Axon","deployer":"Tasmania Police (Launceston Division trial in 2025)","location":"Launceston, Tasmania, Australia","domain":"Policing administration","segment":null,"benefit_type":"Reduced Task Time","work_activities":["4.A.3.b.6","4.A.2.a.2"],"taxonomy_note":null,"registry_ids":{},"ratings":[{"group":"organizational","depth":1,"reason":"Officers spent 42 minutes per report with Draft One against 79 minutes without it in the police's own timings, a time saving. The annual saving of about 160 weeks and $434,187 is a projection."}],"ai_role":{"status":"assessed","statement":"The police compared timings from a baseline phase without Draft One with timings from a phase with it, and they attribute the time saving and the errors to the tool. Officers timed themselves and the phases covered different periods. The evaluation is the deployer's own document."},"evidence":[{"kind":"news report","citation":"Jano Gibson, 'AI tool from US manufacturer Axon drafts family violence reports for Tasmania Police', ABC News, 23 October 2026. ABC reported on police documents released under Right to Information and sought comment from police and Axon. It reported the evaluation's findings and errors. The figures are Tasmania Police's own.","title":"AI tool from US manufacturer Axon drafts family violence reports for Tasmania Police","url":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138","date":"2026-10-23","written_by":"independent","quote":"The evaluation showed Draft One reports were written and validated in just 42 minutes, almost twice as fast as the traditional method."},{"kind":"news report","citation":"Jano Gibson, ABC News, 23 October 2026 (the evaluation's errors, as ABC reports them).","title":"AI tool from US manufacturer Axon drafts family violence reports for Tasmania Police","url":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138","date":"2026-10-23","written_by":"independent","quote":"The evaluation also found Draft One occasionally confused names and roles, and, in a small percentage of cases, missed a threat, assault or risk factor."}],"replication":{"produced_by":["Draft One transcribed the audio of body-worn camera recordings and used a large language model to draft a narrative of each incident.","Officers reviewed, edited and approved each draft before supervisors validated the report.","Officers received face-to-face training before they were given access."],"must_hold":["Officers use the tool for straightforward incidents, because rework in complex incidents with several parties can negate the time saving.","A person checks every draft before it enters the report.","Body-worn camera recordings upload from the field, because a wait at a dock slows the work."],"echoes":[{"date":"2024-10-02","setting":"Manchester Police Department, New Hampshire, United States, patrol division trial of Draft One, 2024","model_version":null,"outcome":"did not recur","source":"Journal of Experimental Criminology (Springer) (2024). No man's hand: artificial intelligence does not improve police report writing speed. https://doi.org/10.1007/s11292-024-09644-7"},{"date":"2024-12-04","setting":"Anchorage Police Department, Alaska, United States, 90-day trial of Draft One ending November 2024","model_version":null,"outcome":"did not recur","source":"Alaska Public Media (2024). Anchorage police not moving forward with using AI to write reports, for now. https://alaskapublic.org/news/2024-12-04/anchorage-police-not-moving-forward-with-using-ai-to-write-reports-for-now"}]},"paired_incident":null,"headline":"*Draft One* cuts family violence report time in a Tasmania Police trial","metric":"42 minutes","comparator":{"against":"Family violence reports written without Draft One, timed over a 24-week baseline phase in Launceston","before":"79 minutes per report (entry 62 minutes and validation 17 minutes)","after":"42 minutes per report (entry 31 minutes and validation 11 minutes)","basis":"measured","quote":"The evaluation showed Draft One reports were written and validated in just 42 minutes, almost twice as fast as the traditional method.","url":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138"},"later":{"status":"unknown","date":"2026-10-23","note":"A Tasmania Police spokesperson said that the future use of Draft One was still under review and that funding models, consultation and additional trials would come before any rollout.","quote":"A police spokesperson said the future use of Draft One was still under review.","url":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138"},"benefit_dimensions":["functional","societal"],"benefit_categories":["operational_improvement"],"scsp_example":"Enhanced productivity","size":{"reach":{"band":1,"fact":"One force, Tasmania Police, tested the tool with officers in Launceston.","quote":"The second phase tested the AI tool in Launceston over several months in 2025, comparing human-written reports with ones assisted by the AI tool.","url":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138","reason":null},"duration":{"band":3,"fact":"The Launceston trial phase ran over several months in 2025.","quote":"The second phase tested the AI tool in Launceston over several months in 2025, comparing human-written reports with ones assisted by the AI tool.","url":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138","reason":null},"distribution":{"band":null,"fact":null,"quote":null,"url":null,"reason":"The article compares report times and names no groups of officers or victims who gained more or less."},"frequency":{"band":null,"fact":null,"quote":null,"url":null,"reason":"The article does not say how many reports officers wrote with the tool or how often."}},"value":{"amount":"$434,187","what":"projected annual saving in wages from faster family violence report entry and validation, in Australian dollars","who":"Tasmania Police","estimate":true,"quote":"Over a year, this would save about 160 weeks of work time and $434,187 in wages, the evaluation found.","url":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138"},"developer_country":"United States","deployer_country":"Australia","unrated_because":null,"brief_notes":null,"brief":null,"revisions":[{"date":"2026-11-01","change":"Added the record from the report of ABC News.","source":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138","editor":"AIBD"},{"date":"2026-11-01","change":"Placed the benefit under its broad categories and recorded its reach, duration, distribution and frequency from its sources.","source":null,"editor":"AIBD"},{"date":"2026-11-01","change":"Recorded a failed repetition in another deployment: Manchester Police Department, New Hampshire, United States, patrol division trial of Draft One, 2024.","source":"https://doi.org/10.1007/s11292-024-09644-7","editor":"AIBD"},{"date":"2026-11-01","change":"Recorded a failed repetition in another deployment: Anchorage Police Department, Alaska, United States, 90-day trial of Draft One ending November 2024.","source":"https://alaskapublic.org/news/2024-12-04/anchorage-police-not-moving-forward-with-using-ai-to-write-reports-for-now","editor":"AIBD"}],"confidence":"reported","shade":"medium","claim_status":"Independently reported","claim_basis":"Sources: one independent news report. The cited evidence includes no independent study or research report and no finding by an external body.","case_jurisdictions":["Australia"],"profile":{"case_id":"AIBD-1211","catalog_version":"1.0.0","source_fingerprint":"1181f12493c783baae528c249ab860f30a18be0da0528715b8eb7234dcaba508","collection_refs":[{"collection_id":"aibd","version":"2026-10-31"},{"collection_id":"viator","version":"2026-10-25"}],"source_ids":["AIBD-1211-source-0001","AIBD-1211-source-0002"],"families":{"strategic assessments":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"Editorial assignment.","review_state":"not_assessed","coverage":"partial","record_ids":[]},"evaluations":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"Editorial assignment.","review_state":"not_assessed","coverage":"partial","record_ids":[]},"monetary observations":{"state":"value_present","value":{"kind":"text","text":"An existing source-stated monetary observation is present in the original value object."},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["value"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial","record_ids":["AIBD-1211-legacy-value"]},"institutional decisions":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"Editorial assignment.","review_state":"not_assessed","coverage":"partial","record_ids":[]}},"fields":{"actors[]":{"state":"value_present","value":{"kind":"record_fields","fields":{"developer":"Axon","deployer":"Tasmania Police (Launceston Division trial in 2025)"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["developer","deployer"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"actors[].ownership_control":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"ai_contribution":{"state":"value_present","value":{"kind":"record_fields","fields":{"ai_role":{"status":"assessed","statement":"The police compared timings from a baseline phase without Draft One with timings from a phase with it, and they attribute the time saving and the errors to the tool. Officers timed themselves and the phases covered different periods. The evaluation is the deployer's own document."}}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["ai_role"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"ai_relationship":{"state":"value_present","value":{"kind":"record_fields","fields":{"category":"aggregate result","ai_role":{"status":"assessed","statement":"The police compared timings from a baseline phase without Draft One with timings from a phase with it, and they attribute the time saving and the errors to the tool. Officers timed themselves and the phases covered different periods. The evaluation is the deployer's own document."}}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["ai_role","category"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"assessments[].alternatives":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"assessments[].assessor_date":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"assessments[].depth":{"state":"value_present","value":{"kind":"record_fields","fields":{"ratings":[{"group":"organizational","depth":1,"reason":"Officers spent 42 minutes per report with Draft One against 79 minutes without it in the police's own timings, a time saving. The annual saving of about 160 weeks and $434,187 is a projection."}]}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["ratings"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"assessments[].display_confidence":{"state":"value_present","value":{"kind":"structured","data":{"confidence":"medium","evidence_word":"reported","claim_status":"Independently reported","basis":"Sources: one independent news report. The cited evidence includes no independent study or research report and no finding by an external body.","interpretation":"Existing display rule preserved; the richer outcome-specific confidence question still needs review."}},"provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"assessments[].rationale":{"state":"value_present","value":{"kind":"record_fields","fields":{"ratings":[{"group":"organizational","depth":1,"reason":"Officers spent 42 minutes per report with Draft One against 79 minutes without it in the police's own timings, a time saving. The annual saving of about 160 weeks and $434,187 is a projection."}]}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["ratings"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"assessments[].rubric_version":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"assessments[].status_basis":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"assessments[].target":{"state":"value_present","value":{"kind":"record_fields","fields":{"ratings":[{"group":"organizational","depth":1,"reason":"Officers spent 42 minutes per report with Draft One against 79 minutes without it in the police's own timings, a time saving. The annual saving of about 160 weeks and $434,187 is a projection."}]}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["ratings"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"availability":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"brief":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"case_kind":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"case_links[]":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"claims[].evidence_links":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"claims[].evidence_strength":{"state":"value_present","value":{"kind":"structured","data":{"answer":"Independently reported. Sources: one independent news report. The cited evidence includes no independent study or report and no finding by an external body.","evidence_word":"reported","claim_status":"Independently reported"}},"provenance":{"kind":"source_review","basis":"Editorial assignment.","record_fields":["evidence"],"source_refs":["AIBD-1211-source-0001","AIBD-1211-source-0002"],"reviewed_on":"2026-10-29"},"review_state":"reviewed","coverage":"complete","display":{"answer":"Independently reported. Sources: one independent news report. The cited evidence includes no independent study or report and no finding by an external body.","inferred":false}},"claims[].missingness":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"claims[].proposition":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"cross_border_flows[]":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"decisions[].action_outcome":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"institutional decisions"},"decisions[].grounds":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"institutional decisions"},"decisions[].institution_task":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"institutional decisions"},"decisions[].success_criterion":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"institutional decisions"},"deployment_stage":{"state":"value_present","value":{"kind":"structured","data":{"classification":"pilot","answer":"The system was used in a pilot. Tasmania Police tested Draft One in a closed trial in the Launceston Division in 2025, and a rollout is under review.","scope":"The period and activity described in the case."}},"provenance":{"kind":"source_review","basis":"Editorial assignment.","record_fields":["account","evidence"],"source_refs":["AIBD-1211-source-0001"],"reviewed_on":"2026-10-29"},"review_state":"reviewed","coverage":"complete","display":{"answer":"The system was used in a pilot. Tasmania Police tested Draft One in a closed trial in the Launceston Division in 2025, and a rollout is under review.","inferred":false}},"economics[].amount":{"state":"value_present","value":{"kind":"record_fields","fields":{"value":{"amount":"$434,187","what":"projected annual saving in wages from faster family violence report entry and validation, in Australian dollars","who":"Tasmania Police","estimate":true,"quote":"Over a year, this would save about 160 weeks of work time and $434,187 in wages, the evaluation found.","url":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138"}}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["value"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"economics[].costs[]":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"economics[].counterfactual":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"economics[].currency_price_basis":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"economics[].gross_net":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"economics[].measure_type":{"state":"value_present","value":{"kind":"record_fields","fields":{"value":{"amount":"$434,187","what":"projected annual saving in wages from faster family violence report entry and validation, in Australian dollars","who":"Tasmania Police","estimate":true,"quote":"Over a year, this would save about 160 weeks of work time and $434,187 in wages, the evaluation found.","url":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138"}}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["value"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"economics[].period_unit":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"economics[].realization":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"economics[].recipient_payer":{"state":"value_present","value":{"kind":"record_fields","fields":{"value":{"amount":"$434,187","what":"projected annual saving in wages from faster family violence report entry and validation, in Australian dollars","who":"Tasmania Police","estimate":true,"quote":"Over a year, this would save about 160 weeks of work time and $434,187 in wages, the evaluation found.","url":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138"}}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["value"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"economics[].return_payback":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"economics[].valuation_method":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"evaluations[].ai_uplift":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].comparator":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].design":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].effect":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].exposure":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].id":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].measurement_method":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].metric":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].reproduction_materials":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].setting_sample":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].uncertainty_limitations":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"external_references[]":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"follow_up[]":{"state":"value_present","value":{"kind":"record_fields","fields":{"later":{"status":"unknown","date":"2026-10-23","note":"A Tasmania Police spokesperson said that the future use of Draft One was still under review and that funding models, consultation and additional trials would come before any rollout.","quote":"A police spokesperson said the future use of Draft One was still under review.","url":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138"}}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["later"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"human_oversight":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"id":{"state":"value_present","value":{"kind":"record_fields","fields":{"id":"AIBD-1211"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["id"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"infrastructure_dependencies[]":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"outcomes[].beneficiaries":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"outcomes[].beneficiary_count":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"outcomes[].benefit_type":{"state":"value_present","value":{"kind":"record_fields","fields":{"benefit_type":"Reduced Task Time"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["benefit_type"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"outcomes[].claim":{"state":"value_present","value":{"kind":"record_fields","fields":{"account":"ABC News reported on 23 October 2026 on an evaluation that Tasmania Police released under Right to Information, so the figures are the police's own. The police's Business Improvement Unit tested Axon Draft One, which drafts narratives from body-worn camera audio for officers to review. In Launceston in 2025, officers took on average 79 minutes to write and validate a family violence report without Draft One and 42 minutes with it. Officers timed their own work, and the two measurements came from different periods. The evaluation projected a saving of about 160 weeks of work time and $434,187 in wages a year. It also found that Draft One picked up some potential coercive behaviors that officers had missed. The tool occasionally confused names and roles and in a small percentage of cases missed a threat, assault or risk factor. Its effectiveness decreased in complex incidents, where rework negated the time saving. Police say that a rollout is under review.","benefit_type":"Reduced Task Time"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["account","benefit_type"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"outcomes[].distribution":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"outcomes[].duration":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"outcomes[].id":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"outcomes[].stakeholder_group":{"state":"value_present","value":{"kind":"record_fields","fields":{"ratings":[{"group":"organizational","depth":1,"reason":"Officers spent 42 minutes per report with Draft One against 79 minutes without it in the police's own timings, a time saving. The annual saving of about 160 weeks and $434,187 is a projection."}]}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["ratings"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"outcomes[].status":{"state":"value_present","value":{"kind":"record_fields","fields":{"benefit_status":"mixed"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["benefit_status"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"outcomes[].tradeoffs":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"outcomes[].unexpected":{"state":"value_present","value":{"kind":"record_fields","fields":{"unexpected":false,"purpose":"Axon built Draft One to turn the audio of body-worn camera recordings into draft incident narratives that officers review, edit and approve."}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["unexpected","purpose"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"places[]":{"state":"value_present","value":{"kind":"record_fields","fields":{"location":"Launceston, Tasmania, Australia","developer_country":"United States","deployer_country":"Australia"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["location","developer_country","deployer_country"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"purpose":{"state":"value_present","value":{"kind":"record_fields","fields":{"purpose":"Axon built Draft One to turn the audio of body-worn camera recordings into draft incident narratives that officers review, edit and approve."}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["purpose"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"record_dates":{"state":"value_present","value":{"kind":"record_fields","fields":{"date_observed":"2025-01-01","date_basis":"event","date_precision":"year","revisions":[{"date":"2026-11-01","change":"Added the record from the report of ABC News.","source":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138","editor":"AIBD"},{"date":"2026-11-01","change":"Placed the benefit under its broad categories and recorded its reach, duration, distribution and frequency from its sources.","editor":"AIBD"},{"date":"2026-11-01","change":"Recorded a failed repetition in another deployment: Manchester Police Department, New Hampshire, United States, patrol division trial of Draft One, 2024.","source":"https://doi.org/10.1007/s11292-024-09644-7","editor":"AIBD"},{"date":"2026-11-01","change":"Recorded a failed repetition in another deployment: Anchorage Police Department, Alaska, United States, 90-day trial of Draft One ending November 2024.","source":"https://alaskapublic.org/news/2024-12-04/anchorage-police-not-moving-forward-with-using-ai-to-write-reports-for-now","editor":"AIBD"}]}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["date_observed","date_basis","date_precision","revisions"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"replication.attempts[]":{"state":"value_present","value":{"kind":"record_fields","fields":{"replication":{"produced_by":["Draft One transcribed the audio of body-worn camera recordings and used a large language model to draft a narrative of each incident.","Officers reviewed, edited and approved each draft before supervisors validated the report.","Officers received face-to-face training before they were given access."],"must_hold":["Officers use the tool for straightforward incidents, because rework in complex incidents with several parties can negate the time saving.","A person checks every draft before it enters the report.","Body-worn camera recordings upload from the field, because a wait at a dock slows the work."],"echoes":[{"date":"2024-10-02","setting":"Manchester Police Department, New Hampshire, United States, patrol division trial of Draft One, 2024","outcome":"did not recur","source":"Journal of Experimental Criminology (Springer) (2024). No man's hand: artificial intelligence does not improve police report writing speed. https://doi.org/10.1007/s11292-024-09644-7"},{"date":"2024-12-04","setting":"Anchorage Police Department, Alaska, United States, 90-day trial of Draft One ending November 2024","outcome":"did not recur","source":"Alaska Public Media (2024). Anchorage police not moving forward with using AI to write reports, for now. https://alaskapublic.org/news/2024-12-04/anchorage-police-not-moving-forward-with-using-ai-to-write-reports-for-now"}]}}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["replication"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"replication.conditions":{"state":"value_present","value":{"kind":"record_fields","fields":{"replication":{"produced_by":["Draft One transcribed the audio of body-worn camera recordings and used a large language model to draft a narrative of each incident.","Officers reviewed, edited and approved each draft before supervisors validated the report.","Officers received face-to-face training before they were given access."],"must_hold":["Officers use the tool for straightforward incidents, because rework in complex incidents with several parties can negate the time saving.","A person checks every draft before it enters the report.","Body-worn camera recordings upload from the field, because a wait at a dock slows the work."],"echoes":[{"date":"2024-10-02","setting":"Manchester Police Department, New Hampshire, United States, patrol division trial of Draft One, 2024","outcome":"did not recur","source":"Journal of Experimental Criminology (Springer) (2024). No man's hand: artificial intelligence does not improve police report writing speed. https://doi.org/10.1007/s11292-024-09644-7"},{"date":"2024-12-04","setting":"Anchorage Police Department, Alaska, United States, 90-day trial of Draft One ending November 2024","outcome":"did not recur","source":"Alaska Public Media (2024). Anchorage police not moving forward with using AI to write reports, for now. https://alaskapublic.org/news/2024-12-04/anchorage-police-not-moving-forward-with-using-ai-to-write-reports-for-now"}]}}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["replication"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"revision_history[]":{"state":"value_present","value":{"kind":"record_fields","fields":{"revisions":[{"date":"2026-11-01","change":"Added the record from the report of ABC News.","source":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138","editor":"AIBD"},{"date":"2026-11-01","change":"Placed the benefit under its broad categories and recorded its reach, duration, distribution and frequency from its sources.","editor":"AIBD"},{"date":"2026-11-01","change":"Recorded a failed repetition in another deployment: Manchester Police Department, New Hampshire, United States, patrol division trial of Draft One, 2024.","source":"https://doi.org/10.1007/s11292-024-09644-7","editor":"AIBD"},{"date":"2026-11-01","change":"Recorded a failed repetition in another deployment: Anchorage Police Department, Alaska, United States, 90-day trial of Draft One ending November 2024.","source":"https://alaskapublic.org/news/2024-12-04/anchorage-police-not-moving-forward-with-using-ai-to-write-reports-for-now","editor":"AIBD"}]}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["revisions"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"sector":{"state":"value_present","value":{"kind":"record_fields","fields":{"domain":"Policing administration"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["domain"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"sources[].access_version":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"sources[].citation_locator":{"state":"value_present","value":{"kind":"record_fields","fields":{"evidence":[{"kind":"news report","citation":"Jano Gibson, 'AI tool from US manufacturer Axon drafts family violence reports for Tasmania Police', ABC News, 23 October 2026. ABC reported on police documents released under Right to Information and sought comment from police and Axon. It reported the evaluation's findings and errors. The figures are Tasmania Police's own.","title":"AI tool from US manufacturer Axon drafts family violence reports for Tasmania Police","url":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138","date":"2026-10-23","written_by":"independent","quote":"The evaluation showed Draft One reports were written and validated in just 42 minutes, almost twice as fast as the traditional method."},{"kind":"news report","citation":"Jano Gibson, ABC News, 23 October 2026 (the evaluation's errors, as ABC reports them).","title":"AI tool from US manufacturer Axon drafts family violence reports for Tasmania Police","url":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138","date":"2026-10-23","written_by":"independent","quote":"The evaluation also found Draft One occasionally confused names and roles, and, in a small percentage of cases, missed a threat, assault or risk factor."}]}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["evidence"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"sources[].id":{"state":"value_present","value":{"kind":"identifiers","identifiers":["AIBD-1211-source-0001","AIBD-1211-source-0002"],"role":"Existing evidence items, in their original order"},"provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"review_state":"record_mapped","coverage":"complete"},"sources[].language":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"sources[].relationship":{"state":"value_present","value":{"kind":"record_fields","fields":{"evidence":[{"kind":"news report","citation":"Jano Gibson, 'AI tool from US manufacturer Axon drafts family violence reports for Tasmania Police', ABC News, 23 October 2026. ABC reported on police documents released under Right to Information and sought comment from police and Axon. It reported the evaluation's findings and errors. The figures are Tasmania Police's own.","title":"AI tool from US manufacturer Axon drafts family violence reports for Tasmania Police","url":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138","date":"2026-10-23","written_by":"independent","quote":"The evaluation showed Draft One reports were written and validated in just 42 minutes, almost twice as fast as the traditional method."},{"kind":"news report","citation":"Jano Gibson, ABC News, 23 October 2026 (the evaluation's errors, as ABC reports them).","title":"AI tool from US manufacturer Axon drafts family violence reports for Tasmania Police","url":"https://www.abc.net.au/news/2026-10-23/ai-assisted-police-report-writing-dv-domestic-violence/107297138","date":"2026-10-23","written_by":"independent","quote":"The evaluation also found Draft One occasionally confused names and roles, and, in a small percentage of cases, missed a threat, assault or risk factor."}]}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["evidence"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"sources[].upstream_sources":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"strategic_assessments[]":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"strategic assessments"},"summary":{"state":"value_present","value":{"kind":"record_fields","fields":{"summary":"Tasmania Police's own evaluation, as ABC News reports it, found that Draft One cut family violence report time to 42 minutes, almost twice as fast. It also introduced errors.","account":"ABC News reported on 23 October 2026 on an evaluation that Tasmania Police released under Right to Information, so the figures are the police's own. The police's Business Improvement Unit tested Axon Draft One, which drafts narratives from body-worn camera audio for officers to review. In Launceston in 2025, officers took on average 79 minutes to write and validate a family violence report without Draft One and 42 minutes with it. Officers timed their own work, and the two measurements came from different periods. The evaluation projected a saving of about 160 weeks of work time and $434,187 in wages a year. It also found that Draft One picked up some potential coercive behaviors that officers had missed. The tool occasionally confused names and roles and in a small percentage of cases missed a threat, assault or risk factor. Its effectiveness decreased in complex incidents, where rework negated the time saving. Police say that a rollout is under review."}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["summary","account"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"systems[].autonomy_permissions":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].component_role":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].deployment_configuration":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].inputs_outputs":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].model_name":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].model_version":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].product_name":{"state":"value_present","value":{"kind":"record_fields","fields":{"system":"Axon Draft One"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["system"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"systems[].provider":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"taxonomy_crosswalks[]":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"title":{"state":"value_present","value":{"kind":"record_fields","fields":{"title":"ABC News reports that Tasmania Police's evaluation found that Axon Draft One cut family violence report time to 42 minutes and introduced errors","headline":"*Draft One* cuts family violence report time in a Tasmania Police trial"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["title","headline"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"version":{"state":"value_present","value":{"kind":"identifiers","identifiers":["2a3adfe4fc392daf053fc68391f554a2ab7a04634f59e063860d445940e149b3"],"role":"SHA-256 of the complete public record and its assessments"},"provenance":{"kind":"curatorial","basis":"SHA-256 of the public record, its assessments, and its displayed answers and notes, excluding its own identifier and the derived coverage summary.","record_fields":[],"source_refs":[]},"review_state":"record_mapped","coverage":"complete"},"workflow":{"state":"value_present","value":{"kind":"record_fields","fields":{"account":"ABC News reported on 23 October 2026 on an evaluation that Tasmania Police released under Right to Information, so the figures are the police's own. The police's Business Improvement Unit tested Axon Draft One, which drafts narratives from body-worn camera audio for officers to review. In Launceston in 2025, officers took on average 79 minutes to write and validate a family violence report without Draft One and 42 minutes with it. Officers timed their own work, and the two measurements came from different periods. The evaluation projected a saving of about 160 weeks of work time and $434,187 in wages a year. It also found that Draft One picked up some potential coercive behaviors that officers had missed. The tool occasionally confused names and roles and in a small percentage of cases missed a threat, assault or risk factor. Its effectiveness decreased in complex incidents, where rework negated the time saving. Police say that a rollout is under review.","replication":{"produced_by":["Draft One transcribed the audio of body-worn camera recordings and used a large language model to draft a narrative of each incident.","Officers reviewed, edited and approved each draft before supervisors validated the report.","Officers received face-to-face training before they were given access."],"must_hold":["Officers use the tool for straightforward incidents, because rework in complex incidents with several parties can negate the time saving.","A person checks every draft before it enters the report.","Body-worn camera recordings upload from the field, because a wait at a dock slows the work."],"echoes":[{"date":"2024-10-02","setting":"Manchester Police Department, New Hampshire, United States, patrol division trial of Draft One, 2024","outcome":"did not recur","source":"Journal of Experimental Criminology (Springer) (2024). No man's hand: artificial intelligence does not improve police report writing speed. https://doi.org/10.1007/s11292-024-09644-7"},{"date":"2024-12-04","setting":"Anchorage Police Department, Alaska, United States, 90-day trial of Draft One ending November 2024","outcome":"did not recur","source":"Alaska Public Media (2024). Anchorage police not moving forward with using AI to write reports, for now. https://alaskapublic.org/news/2024-12-04/anchorage-police-not-moving-forward-with-using-ai-to-write-reports-for-now"}]}}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["account","replication"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"}},"summary":{"total":91,"addressed":91,"known":34,"reviewed":2,"reviewed_complete":2,"reviewed_partial":0,"record_mapped":32,"review_not_assessed":57,"not_assessed":0,"complete":false,"by_state":{"value_present":34,"not_reported":0,"unresolved":57,"not_assessed":0,"not_applicable":0,"withheld":0,"source_unavailable":0}}},"presentation_version":"febcceafd5ff268e336a156df8c7fd304789af52c62b33ed8e1439be91485f24"}