Digital Analytics of Judicial Practice — Kazakhstan's AI Case-Outcome Tool, Scaled to Every Court
Kazakhstan
Kazakhstan's Supreme Court scaled an AI analytics tool, piloted for 1.5 years in four regions, to every court nationwide in …
Mexico · Mexico City · See the Mexico profile · See the Mexico City profile
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Mexico's Supreme Court launched Sor Juana, an AI chatbot answering plain-language questions about one minister's draft rulings — but it remains a single-office pilot with no published usage or accuracy results.
Mexico's Supreme Court of Justice of the Nation (SCJN) sought a way to help the public understand draft rulings currently being voted on by the Court, which are otherwise written in technical legal language.
To let any member of the public enter a docket number and ask plain-language questions about a draft judgment.
Minister Ana Margarita Ríos Farjat's office introduced the chatbot Sor Juana (named for Sor Juana Inés de la Cruz), built using Streamlit, Google's AI tools and the Pinecone vector database, covering only draft rulings supervised by that minister's office rather than the Court's full docket.
The tool is live and answering public queries, but no usage volumes, accuracy rates or user-satisfaction figures have been published; independent trackers such as CIDE's Algoritmos Públicos and Universidad de los Andes' algorithm registry list it as an unevaluated public-sector AI system to watch.
Sor Juana remains a single-office pilot with no demonstrated replication to other SCJN dockets or courts, and no published accuracy or bias assessment.
National / regional programmes
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Kazakhstan
Kazakhstan's Supreme Court scaled an AI analytics tool, piloted for 1.5 years in four regions, to every court nationwide in …
Vietnam
Launched in April 2022 by Vietnam's Supreme People's Court with Viettel Group, the judges' AI virtual assistant has fielded nearly …
Switzerland
Aarau's first city-wide participatory budget (2023-24) used the Method of Equal Shares to allocate CHF 50,000, funding 17 of 33 …
France
Since 2021 France's VIGINUM service has tracked foreign disinformation networks with AI tools; in 2025 it open-sourced D3lta, an LLM-based …
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