MiningWatch — Belgium's Data-Mining Tool for Targeting Social-Fraud Inspections
Belgium
Since 2014, Belgium's federal social security service has used the MiningWatch data-mining tool to rank construction, cleaning and hospitality employers …
Spain · Madrid · See the Spain profile · See the Madrid profile
Top 50% 60/100 · Ask Evidence Copilot about this practice
CNMC's BRAVA tool has used machine learning to flag collusive bids in Spanish public tenders since 2024; President Cani Fernández says BRAVA-flagged cases have led to sanctions, and CNMC is now training the US DOJ and building a successor tool, ATENEA.
Spain's national competition authority, the Comisión Nacional de los Mercados y la Competencia (CNMC), built an in-house machine-learning tool called BRAVA (Bid Rigging Algorithm for Vigilance in Antitrust) inside its Economic Intelligence Unit and put it to work screening public-tender bids for signs of collusion from 2024.
BRAVA classifies submitted bids as potentially collusive or competitive, automating a task that previously depended almost entirely on manual document review or a prior tip-off. In February 2026, CNMC president Cani Fernández stated publicly that BRAVA-flagged leads have already resulted in sanctions, citing cases including a resale-price-maintenance sanction against I.C.O.N. and a bid-rigging cartel in the travel-services sector; she also said the CNMC is now training the US Department of Justice on the method and has begun building a follow-on reasoning tool, ATENEA, to help interpret BRAVA's output.
As with comparable tools piloted at Lithuania's Competition Council and Brazil's CADE, CNMC has not published BRAVA's precision or false-positive rate, nor how many of its sanctioned cases were BRAVA-originated versus flagged through other channels — the public record so far is the regulator's own account of the tool's role.
Read the full analysis: https://www.osborneclarke.com/insights/ai-and-public-procurement-spain-anti-collusion-screening-secure-automation
Implementation detail (cost, timeline, staffing, conditions for success) is not yet available for this practice.
Do you run this practice? Claim it — verified implementers get a public contact pathway and can propose corrections.
Where this practice's information was retrieved from, and when.
Belgium
Since 2014, Belgium's federal social security service has used the MiningWatch data-mining tool to rank construction, cleaning and hospitality employers …
Chile
ChileCompra cross-checks officials' asset declarations against suppliers' beneficial owners, flagging conflicts of interest before contracts are awarded. In 2025, flagged …
South Korea
Ahead of April 2024 elections, South Korea banned AI-generated deepfakes in campaigning within 90 days of polling. The National Election …
Japan
MLIT runs a national catalog certifying AI and sensor-based bridge/tunnel inspection technologies against published performance criteria. Listings grew from 12 …
Open full copilot Grounded in cited practices — always check the sources.