{"id":"AIBD-0866","title":"India's Comptroller and Auditor General finds that ANPR cameras drove up Uttarakhand's traffic challans, though only 3.8% of detections were forwarded","summary":"India's CAG found that ANPR cameras at Uttarakhand's borders raised traffic challans, with 90,516 challans by March 2024. In September 2024 only 3.8% of detected violations were forwarded.","date_observed":"2025-12-23","date_basis":"source publication","date_precision":"day","benefit_status":"mixed","source_collection":null,"source_entry":null,"account":"Uttarakhand abolished its border check posts in December 2021. It then installed Automatic Number Plate Recognition (ANPR) cameras at entry points to detect riding without helmets, triple riding, wrong-lane driving and over-speeding. The cameras photograph violating vehicles and send the data to the Transport Commissioner's control room. Operators check it there before enforcement officers issue challans. India's Comptroller and Auditor General examined the state's regional transport offices in Report No. 8 of 2025. From the state's e-challan data, the auditors found that challans rose sharply in 2023-24, mainly because of the cameras introduced in May 2023. The cameras produced 90,516 challans by March 2024. In September 2024 they checked 32,19,518 vehicles and detected 4,19,052 violations. Only 16,052, or 3.8%, were forwarded for enforcement, and 15,425 challans were issued. The auditors concluded that this low rate defeats the cameras' purpose. The state government replied that it lacks the staff to handle the volume. The report does not describe the detection software or call it artificial intelligence.","category":"aggregate result","unexpected":false,"purpose":"A developer that the auditors do not name built the ANPR camera system and its ITMS software to detect helmet, triple-riding, lane and speed violations automatically. Uttarakhand's Transport Department installed it at border entry points after closing its check posts.","system":"Automatic Number Plate Recognition (ANPR) camera system with ITMS software","model_version":null,"developer":"Not named in the report","deployer":"Transport Department, Government of Uttarakhand (Transport Commissioner's control room)","location":"Uttarakhand, India (border entry points)","domain":"Road traffic enforcement","segment":null,"benefit_type":"Increased Scalability","work_activities":["4.A.2.a.3","4.A.1.b.1"],"taxonomy_note":"The gain is traffic enforcement at a scale that manual checks did not reach, read as scalability.","registry_ids":{},"ratings":[{"group":"organizational","depth":2,"reason":"The Transport Department issued 90,516 challans through the cameras by March 2024, but it forwarded only 3.8% of the violations detected in September 2024."},{"group":"societal","depth":null,"reason":"The audit counts challans and does not measure whether the cameras reduced violations, crashes or injuries."}],"ai_role":{"status":"unassessed","statement":"The auditors attribute the rise in challans mainly to the cameras, from the state's e-challan data, without a formal comparison. The report says that the cameras detect helmet, triple-riding, lane and speed violations automatically, but it does not describe the software or show that it learns from data."},"evidence":[{"kind":"audit report","citation":"Comptroller and Auditor General of India. Report on Functioning of Regional Transport Offices, Government of Uttarakhand, Report No. 8 of 2025. Executive summary, section D, and paragraph 5.8, Challan through ANPR cameras, pp. 42-43. The auditors analyzed e-challan data from the Transport Commissioner.","title":"Report of the Comptroller and Auditor General of India on Functioning of Regional Transport Offices, Government of Uttarakhand (Report No. 8 of 2025)","url":"https://d1jmc0u14z2tmp.cloudfront.net/uploads/download_audit_report/2025/Report-No.-8-of-2025_PA-on-RTO_UK_English_23-12-2025-signed-069b034a052dc00.75012488.pdf","date":"2025-12-23","written_by":"independent","quote":"Analysis of e-Challan data provided by the Transport Commissioner, Uttarakhand, revealed a significant increase in the number of challans during 2023-24 compared to previous years, primarily due to the introduction of the Automatic Number Plate Recognition (ANPR) camera system in May 2023."},{"kind":"audit report","citation":"Comptroller and Auditor General of India. Report on Functioning of Regional Transport Offices, Government of Uttarakhand, Report No. 8 of 2025. Executive summary, section D. The auditors found that the low forwarding rate defeats the purpose of the cameras.","title":"Report of the Comptroller and Auditor General of India on Functioning of Regional Transport Offices, Government of Uttarakhand (Report No. 8 of 2025)","url":"https://d1jmc0u14z2tmp.cloudfront.net/uploads/download_audit_report/2025/Report-No.-8-of-2025_PA-on-RTO_UK_English_23-12-2025-signed-069b034a052dc00.75012488.pdf","date":"2025-12-23","written_by":"independent","quote":"However, only 16,052 (3.8 per cent) cases were forwarded for enforcement action and 15,425 challans were issued.","supports_benefit":false}],"replication":{"produced_by":["Cameras at border entry points photographed vehicles and flagged five types of violation automatically.","Operators in the Transport Commissioner's control room checked each flagged case before forwarding it to enforcement officers."],"must_hold":["Enough operators and officers must be available to check and act on the detections.","The camera software must be linked with the Vahan 4.0 vehicle database to detect permit, insurance and tax violations."],"echoes":[]},"paired_incident":null,"headline":"*ANPR cameras* raised Uttarakhand's challans, but few cases went forward","metric":"90,516 challans by March 2024","comparator":{"against":"Challans issued in the years before the cameras","before":null,"after":"90,516 challans issued through the cameras by March 2024","basis":"measured","quote":"It was noticed that the number of challans has increased significantly in 2023-24 compared with the previous years due to implementation of ANPR camera system in the State.","url":"https://d1jmc0u14z2tmp.cloudfront.net/uploads/download_audit_report/2025/Report-No.-8-of-2025_PA-on-RTO_UK_English_23-12-2025-signed-069b034a052dc00.75012488.pdf"},"later":null,"value":null,"developer_country":null,"deployer_country":"India","unrated_because":null,"brief_notes":null,"brief":null,"revisions":[{"date":"2026-10-31","change":"Added the record from the finding of the Comptroller and Auditor General of India.","source":"https://d1jmc0u14z2tmp.cloudfront.net/uploads/download_audit_report/2025/Report-No.-8-of-2025_PA-on-RTO_UK_English_23-12-2025-signed-069b034a052dc00.75012488.pdf","editor":"AIBD"}],"confidence":"found","shade":"high","claim_status":"Found by an auditor","claim_basis":"Sources: one independent audit report. 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Report on Functioning of Regional Transport Offices, Government of Uttarakhand, Report No. 8 of 2025. Executive summary, section D, and paragraph 5.8, Challan through ANPR cameras, pp. 42-43. The auditors analyzed e-challan data from the Transport Commissioner.","title":"Report of the Comptroller and Auditor General of India on Functioning of Regional Transport Offices, Government of Uttarakhand (Report No. 8 of 2025)","url":"https://d1jmc0u14z2tmp.cloudfront.net/uploads/download_audit_report/2025/Report-No.-8-of-2025_PA-on-RTO_UK_English_23-12-2025-signed-069b034a052dc00.75012488.pdf","date":"2025-12-23","written_by":"independent","quote":"Analysis of e-Challan data provided by the Transport Commissioner, Uttarakhand, revealed a significant increase in the number of challans during 2023-24 compared to previous years, primarily due to the introduction of the Automatic Number Plate Recognition (ANPR) camera system in May 2023."},{"kind":"audit report","citation":"Comptroller and Auditor General of India. Report on Functioning of Regional Transport Offices, Government of Uttarakhand, Report No. 8 of 2025. Executive summary, section D. The auditors found that the low forwarding rate defeats the purpose of the cameras.","title":"Report of the Comptroller and Auditor General of India on Functioning of Regional Transport Offices, Government of Uttarakhand (Report No. 8 of 2025)","url":"https://d1jmc0u14z2tmp.cloudfront.net/uploads/download_audit_report/2025/Report-No.-8-of-2025_PA-on-RTO_UK_English_23-12-2025-signed-069b034a052dc00.75012488.pdf","date":"2025-12-23","written_by":"independent","quote":"However, only 16,052 (3.8 per cent) cases were forwarded for enforcement action and 15,425 challans were issued.","supports_benefit":false}]}},"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-0866-source-0001","AIBD-0866-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":"audit report","citation":"Comptroller and Auditor General of India. Report on Functioning of Regional Transport Offices, Government of Uttarakhand, Report No. 8 of 2025. Executive summary, section D, and paragraph 5.8, Challan through ANPR cameras, pp. 42-43. The auditors analyzed e-challan data from the Transport Commissioner.","title":"Report of the Comptroller and Auditor General of India on Functioning of Regional Transport Offices, Government of Uttarakhand (Report No. 8 of 2025)","url":"https://d1jmc0u14z2tmp.cloudfront.net/uploads/download_audit_report/2025/Report-No.-8-of-2025_PA-on-RTO_UK_English_23-12-2025-signed-069b034a052dc00.75012488.pdf","date":"2025-12-23","written_by":"independent","quote":"Analysis of e-Challan data provided by the Transport Commissioner, Uttarakhand, revealed a significant increase in the number of challans during 2023-24 compared to previous years, primarily due to the introduction of the Automatic Number Plate Recognition (ANPR) camera system in May 2023."},{"kind":"audit report","citation":"Comptroller and Auditor General of India. Report on Functioning of Regional Transport Offices, Government of Uttarakhand, Report No. 8 of 2025. Executive summary, section D. The auditors found that the low forwarding rate defeats the purpose of the cameras.","title":"Report of the Comptroller and Auditor General of India on Functioning of Regional Transport Offices, Government of Uttarakhand (Report No. 8 of 2025)","url":"https://d1jmc0u14z2tmp.cloudfront.net/uploads/download_audit_report/2025/Report-No.-8-of-2025_PA-on-RTO_UK_English_23-12-2025-signed-069b034a052dc00.75012488.pdf","date":"2025-12-23","written_by":"independent","quote":"However, only 16,052 (3.8 per cent) cases were forwarded for enforcement action and 15,425 challans were issued.","supports_benefit":false}]}},"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":"India's CAG found that ANPR cameras at Uttarakhand's borders raised traffic challans, with 90,516 challans by March 2024. 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The auditors concluded that this low rate defeats the cameras' purpose. The state government replied that it lacks the staff to handle the volume. 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