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Open-source tool that turns many voices into themed reports
Updated
Talk to the City gathers human perspectives at scale and produces reports based on individual people's contributions. Analysis is organized under themes, and users can review the actual statements behind each theme. The tool is open source, with a public GitHub repository, and the site says it is trusted and funded by groups including Metagov, Google.org and the Tokyo Metropolitan Government.
Organizers collect responses from interviews or consultations, load them into the tool, and the AI clusters them into themes while linking each theme back to the original statements. The site does not give a technical process beyond this.
Talk to the City is for governments, organizations and communities that need to understand large volumes of public input, such as consultations and deliberations. The Tokyo Metropolitan Government is named among its supporters.
The site calls the tool affordable but lists no prices. A Pricing link points to a work-with-us page for engagement details. Because the code is open source, you can also run it yourself.
SciSpace and Scite are research tools for reading and evaluating academic papers rather than analyzing public input. Genspark is a general AI agent workspace. Talk to the City differs by clustering large sets of human statements into themes with traceability.
Pricing Model
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Starting Price
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Free Options
Free version, Free trial
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Talk to the City for individuals and growing teams. See talktothe.city for current pricing.
Talk to the City for larger organizations with security and admin needs. Contact sales for a quote.
| Feature | Free | Pro Popular | Enterprise |
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| Opinion clustering | , | ||
| Limited monthly usage | , | , | |
| Community support | , | , | |
| Quote-linked summaries | , | , | |
| Higher usage limits | , | , | |
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| Email support | , | , | |
| Everything in Pro | , | , | |
| Interactive reports | , | , | |
| Multilingual inputs | , | , | |
| SSO and admin controls | , | , | |
| Dedicated support | , | , |
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Compliance Standards
SOC 2 Type II
EnterpriseISO 27001
EnterpriseGDPR Compliant
GlobalHIPAA
HealthcarePCI DSS
FinanceCCPA
PrivacyFedRAMP
GovernmentCSA STAR
CloudDeployment & Data
Data Residency Options
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