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Catalogue: AI in the Public Sector clear

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matching practices

strong evidence, of 5 assessed

Observational / pre–post 3

Descriptive / self-reported 2

2 practices not yet assessed for evidence strength.

Most practices in: South Africa (7)

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Title	Evidence	Standing	Type	Location	Scale
SARS AI compliance engine — South Africa's machine-learning tax risk platform	Evidence: Observational / pre–post	Top 13% 80/100	Good practice	Pretoria, South Africa	—
GovChat — South Africa's WhatsApp-Based Citizen Engagement Platform and Its Meta Access Dispute	Evidence: Descriptive / self-reported	Top 35% 67/100	Good practice	Johannesburg, South Africa	—
South Africa's Home Affairs Upgrades AI Biometric Identity Verification, Cutting Error Rates Below 1%	Evidence: Observational / pre–post	Top 35% 67/100	Good practice	Pretoria, South Africa	—
Big-Data Machine Learning for Inflation Forecasting — the South African Reserve Bank's Rigorous, Mixed-Results Evaluation	Evidence: Observational / pre–post	Top 49% 60/100	Good practice	Pretoria, South Africa	—
Batho Pele AI Chatbot — South Africa's Multilingual Policy Assistant for Public Servants	Not assessed	Top 83% 40/100	Good practice	Pretoria, South Africa	—
Cape Town's ShotSpotter Gunshot-Detection Network — A Cautionary Case in Unaudited Policing AI	Not assessed	Top 94% 27/100	Good practice	Cape Town, South Africa	—
South Africa's Draft National AI Policy — Withdrawn After AI-Hallucinated Citations Exposed a Drafting Scandal	Evidence: Descriptive / self-reported	Top 98% 20/100	Good practice	Pretoria, South Africa	—