Adildik Joly's Red Flags Management — AI-Assisted Civil-Society Oversight of Public Procurement in Kazakhstan

Kazakhstan built a centralised e-procurement portal in 2015, generating a dataset now exceeding 100 million rows of contract records. Since 2021, the anti-corruption NGO Adildik Joly — with 17 regional branches — has used this data to monitor public spending for fraud and waste.
Adildik Joly's tool is Red Flags Management (redflags.ai), built by the Kazakhstani software company Datanomix, which grants civil-society groups free access as part of its social-responsibility policy. The platform uses large language models to extract structured data from unstructured procurement PDFs, then screens transactions against 43 documented red-flag characteristics (e.g. a single bidder, prices far above market rate) to generate automated fraud alerts.
Documented results since 2021: KZT 244 million (~US$511,000) in fines, 66 criminal cases opened, and 1,100 administrative protocols issued against civil servants, alongside KZT 20 billion (~US$42 million) in high-risk purchases flagged. A 2022 case added a bespoke VAT-fraud-detection algorithm that traced illegitimate transfers to contractors, recovering 170 million tenge (~US$400,000) for the state budget. Kazakhstan's State Audit Institutions separately report identifying US$305 million in financial violations using related tooling, with about 70% of flags caught at the planning stage before money changes hands; Oxford Insights estimates potential annual savings of roughly US$86 million against the US$22 billion in procurement spend the system screens each year.
Caveat: these figures are self-reported by Adildik Joly and Datanomix rather than independently audited, and civil society's access to the underlying AI platform depends on a private vendor's voluntary grant — a arrangement that could be withdrawn, which is a real sustainability risk for a tool now central to Kazakhstan's anti-corruption monitoring.

Read the full analysis: https://www.open-contracting.org/2023/10/30/in-kazakhstan-opening-up-procurement-boosts-public-oversight-and-prevents-millions-in-wasteful-spending/