PlanAI: AI-Summarised Public Consultation Analysis for Cambridge Planning
United Kingdom
University of Liverpool and Greater Cambridge Shared Planning built PlanAI to summarise consultation responses. On 3 trial consultations it summarised …
Thailand · Bangkok · See the Thailand profile · See the Bangkok profile
Evidence: Observational / pre–post Top 24% 73/100 · Ask Evidence Copilot about this practice
NECTEC's AI chatbot (LINE) classifies and routes citizen complaints nationally. June 2022–July 2024: 947,769 complaints handled, 77% resolution rate, resolution time cut from 16 to 4 days across 11,808 agencies in 53 provinces, saving 78M THB (~US$2.1M) annually.
Traffy Fondue is an AI-powered citizen complaint management system developed by Thailand's National Electronics and Computer Technology Center (NECTEC/NSTDA) to let citizens report problems and get them automatically routed to the correct government department.
Citizens file complaints via the LINE messaging app by sending text, photos and GPS location; an AI model classifies the complaint type and routes it automatically, with resolution progress publicly trackable. The platform launched in Bangkok in May 2022 and expanded nationwide under a three-year free-access agreement from October 2022.
By July 2024, cumulative complaints reached 947,769 across 53 provinces and 11,808 agencies, with a 77% resolution rate; average resolution time fell from about 16 days to 4 days and officer notification time fell from 1.1 to 0.6 days, with estimated annual cost savings of 78 million THB (~US$2.1 million). A 2025 study in Frontiers in Sustainable Cities independently confirmed these outcomes. By May 2025, cumulative complaints exceeded 1.37 million across more than 17,000 organisations, with staff satisfaction at 91% and citizen satisfaction at 84%.
Traffy Fondue has become a reference case for AI-assisted participatory complaint resolution in Southeast Asia.
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