Green Million — Wieliczka's Proportional-Algorithm Participatory Budget (Method of Equal Shares)
Poland
Wieliczka's 2023 'Green Million' pilot allocated a PLN 1,000,000 citizen budget using the Method of Equal Shares, a proportional algorithm …
United States of America · San José · See the United States of America profile · See the San José profile
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San José's City Clerk replaced budgeted human interpreters with Wordly AI translation for council meetings, cutting annual costs from $400,000 to $82,000, while the mayor cited a 300% rise in Spanish-speaking participation; advocates flagged device and headphone barriers.
In April 2024, the City Clerk's Office of San José, California — a city where more than half of over one million residents speak a language other than English at home, most commonly Cantonese, Mandarin, Spanish and Vietnamese — began using Wordly, a commercial AI live-translation platform, to interpret City Council and committee meetings into more than 50 languages in real time, accessible via residents' own smartphones, computers or the city's video displays.
San José Spotlight reported that the city had budgeted USD 400,000 a year for four in-person Spanish and four Vietnamese interpreters, but paid roughly USD 82,000 for a year of the Wordly service including setup and training. Mayor Matt Mahan said Spanish-speaking participation in Council meetings rose 300% after adoption; City Clerk staff cited an even larger increase, of roughly 876%, when comparing YouTube view counts of Spanish-language meeting broadcasts across a longer window (64 views for the first Spanish broadcast in May, rising to 307 by August and fluctuating afterwards). San José Spotlight itself cautioned that YouTube view counts can be an unreliable proxy for participation, since they vary with meeting topic and grow after publication.
Community advocates welcomed the expanded language access but flagged real barriers: Gabriela Chávez-López of the Latina Coalition of Silicon Valley noted that relying on residents' own phones risks mid-meeting battery failure, that the city's corded headphones do not fit all devices, and that literacy and headphone access can themselves exclude some residents — meaning the tool needed direct testing with residents rather than being assumed to close the language gap on its own. Since San José's rollout, other cities including Sunnyvale, Kansas City and New Orleans have adopted similar AI meeting-translation tools, and a nationwide Wordly-commissioned survey found 94% of local governments serve multilingual communities but only 11% considered their public meetings "very inclusive."
Read the full analysis: https://sanjosespotlight.com/san-jose-turns-to-ai-artificial-intelligence-for-language-translation/
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Poland
Wieliczka's 2023 'Green Million' pilot allocated a PLN 1,000,000 citizen budget using the Method of Equal Shares, a proportional algorithm …
United Kingdom
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United Kingdom
Greater Cambridge Shared Planning and the University of Liverpool built PlanAI, a large language model trained on 15 years of …
United Kingdom
University of Liverpool and Greater Cambridge Shared Planning built PlanAI to summarise consultation responses. On 3 trial consultations it summarised …
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